Overview

This tutorial provides R code to conduct a simplified dyadic multinomial logistic growth curve model presented in the paper “Examining Individual Differences in How Conversation Behaviors Change Over Time: A Dyadic Multinomial Logistic Growth Modeling Approach.”

Several theoretical perspectives suggest that dyadic experiences are distinguished by patterns of behavioral change that emerge during interactions. Methods for examining change in behavior over time are well elaborated for the study of change along continuous dimensions. Extensions for charting increases and decreases in individuals’ use of specific, categorically defined behaviors, however, are rarely invoked. Greater accessibility of Bayesian frameworks that facilitate formulation and estimation of the requisite models is opening new possibilities.

This tutorial provides code for how to implement dyadic multinomial logistic growth models to examine between-dyad differences in within-dyad behavioral change over the course of an interaction. Using turn-by-turn data from a subset of the data analyzed in the paper (specifically, 59 conversations between strangers during which one dyad member, the discloser, talked about a current problem with the other dyad member, the listener). Each speaking turn in these conversations was coded as being one of six types: acknowledgement, advice, elaboration, hedged disclosure, question, or reflection. We are specifically interested in how these six types of listeners’ and disclosers’ behaviors change as support conversations unfold.

In addition, the accompanying “MultinomialLogisticGrowthCurve_Tutorial March 2023.rmd” file contains all of the code presented in this tutorial and can be opened in RStudio (a somewhat more friendly user interface to R).

Outline

In this tutorial, we’ll cover…

• Reading in the data and loading needed packages.
  
• Plotting two dyads’ conversation.
  
• Plotting all the conversation sequences in one figure.
  
• Describing the data.
• Preparing the data for the dyadic multinomial logistic growth model.
  • Establishing a common time metric.
    
  • Reformatting to bivariate data frame.
    
• Fitting the dyadic multinomial logistic growth model.
  
• Plotting the model-predicted growth curves.
  
• Conclusion.

Read in the data and load needed packages.

Let’s read the data into R.

The data set we are working with is called “StrangerConversations_N59” and is stored as a .csv file (comma-separated values file, which can be created by saving an Excel file as a csv document) on my computer’s desktop.

# Set working directory (i.e., where your data file is stored)
# This can be done by going to the top bar of RStudio and selecting 
# "Session" --> "Set Working Directory" --> "Choose Directory" --> 
# finding the location of your file

setwd("~/Desktop") # Note: You can skip this line if you have 
#the data file and this .rmd file stored in the same directory

# Read in the data
data <- read.csv(file = "StrangerConversations_N59.csv", head = TRUE, sep = ",")

# View the first 10 rows of the data
head(data, 10)

##     id turn role       turn_type
## 1  105    1    1        Question
## 2  105    2    2 Acknowledgement
## 3  105    3    1     Elaboration
## 4  105    4    2 Acknowledgement
## 5  105    5    1     Elaboration
## 6  105    6    2 Acknowledgement
## 7  105    7    1     Elaboration
## 8  105    8    2     Elaboration
## 9  105    9    1     Elaboration
## 10 105   10    2      Reflection

In the data, we can see each row contains information for one speaking turn and there are multiple rows (i.e., speaking turns) for each dyad. Specifically, there is a column for:

• Dyad ID (id)
  
• Time variable - in this case, turn in the conversation (turn)
  
• Dyad member ID - in this case, role in the conversation (role; discloser = 1, listener = 2)
  
• Turn type - in this case, based upon a previously derived typology (turn_type)

Load the R packages we need.

Packages in R are a collection of functions (and their documentation/explanations) that enable us to conduct particular tasks, such as plotting or fitting a statistical model.

# install.packages("bayestestR") # Install package if you have never used it before
library(bayestestR) # For bayesian probability of direction

# install.packages("brms") # Install package if you have never used it before
library(brms) # For bayesian model

# install.packages("devtools") # Install package if you have never used it before
library(devtools) # For version control

# install.packages("dplyr") # Install package if you have never used it before
library(dplyr) # For data management

# install.packages("ggplot2") # Install package if you have never used it before
library(ggplot2) # For plotting

# install.packages("psych") # Install package if you have never used it before
library(psych) # For descriptive statistics

# install.packages("tidybayes") # Install package if you have never used it before
library(tidybayes) # For bayesian analyses

Plot Two Dyads’ Conversation.

To get a better feel for the conversation data, let’s plot two dyads’ conversations.

Setting the Color Palette

Before creating the plots, it is helpful to set the colors for each turn type so the color of the conversation behavior categories are consistent across plots (i.e., the number of conversation behaviors present in a given conversation does not affect the color of the turn types). We do this by creating a vector “cols” that contains color assignments (via hex code: https://www.color-hex.com/) for each utterance type.

cols <- c("Acknowledgement" = "#619CFF", 
          "Advice" = "#FFE700",
          "Elaboration" = "#F8766D", 
          "HedgedDisclosure" = "#FFA500",
          "Question" = "#00BA38", 
          "Reflection" = "#DB72FB")

Note: To make your plots accessible, you may consider adopting a colorblind-friendly palette. David Nichols’ website (https://davidmathlogic.com/colorblind/) provides a great explanation of this issue, as well as a color picking tool.

We create the dyadic categorical time series plot for each exemplar dyad and save these plots to the objects “dyad105_plot” and “dyad123_plot”.

Dyad 105 plot.

# First partition data of interest
dyad105 <- data[data$id == 105, ]

dyad105_plot <-
  # Choose the data, set time variable (turn) for the x-axis 
  ggplot(dyad105, aes(x = turn)) +
  
  # Create title for plot by combining "Dyad = " with the dyad id variable (id)
          ggtitle(paste("Dyad =", unique(dyad105$id))) +
  
  # Create bars for the category of the listeners' turns
          # Partition data for listeners (role = 2)
          geom_rect(data = dyad105[dyad105$role == 2, ], 
                    # Set the width of each bar as -0.5 and +0.5 the value of the time variable (turn)
                    mapping = aes(xmin = turn - .5, xmax = turn + .5, 
                    # Set the height of each bar to range from 0 to 5
                                  ymin = 0, ymax = 5, 
                    # Set the color of each bar to correspond to each conversation behavior
                                  fill = turn_type)) +
  
  # Add a horizontal line to separate bars
          geom_hline(yintercept = 5, color = "black") +
  
  # Create bars for the category of the disclosers' turns
          # Partition data for disclosers (role = 1)
          geom_rect(data = dyad105[dyad105$role == 1, ],
                    # Set the width of each bar as -0.5 and +0.5 the value of the time variable (turn)
                    mapping = aes(xmin = turn - .5, xmax = turn + .5, 
                    # Set the height of each bar to range from 5 to 10
                                  ymin = 5, ymax = 10,
                    # Set the color of each bar to correspond to each conversation behavior
                                  fill = turn_type)) +
  
  # Set color of conversation behaviors to vector we created earlier ("cols")
          scale_fill_manual(values = cols) +
  
  # Label for x-axis
          xlab("Turn") + 
  
  # Label for y-axis
          ylab("Role") +
  
  # X-axis ticks and labels
          scale_x_continuous(breaks = seq(0, 110, by = 10)) +
  
  # Y-axis ticks and label
          scale_y_continuous(breaks = c(2.5, 7.5), 
                             labels=c("Listener \n Conversation Behavior", "Discloser \n Conversation Behavior")) +
  
  # Legend label
          labs(fill = "Conversation Behavior") +
  
  # Additional plot aesthetics
          theme(panel.grid.major = element_blank(), 
                panel.grid.minor = element_blank(),
                axis.text=element_text(color = "black"))

Dyad 123 plot.

# First partition data of interest
dyad123 <- data[data$id == 123, ]

dyad123_plot <-
  # Choose the data, set time variable (turn) for the x-axis
  ggplot(dyad123, aes(x = turn)) +
  
  # Create title for plot by combining "Dyad = " with the dyad id variable (id)
          ggtitle(paste("Dyad =", unique(dyad123$id))) +
  
  # Create bars for the category of the listeners' turns
          # Partition data for listeners (role = 2)
          geom_rect(data = dyad123[dyad123$role == 2, ], 
                    # Set the width of each bar as -0.5 and +0.5 the value of the time variable (turn)
                    mapping = aes(xmin = turn - .5, xmax = turn + .5, 
                    # Set the height of each bar to range from 0 to 5
                                  ymin = 0, ymax = 5, 
                    # Set the color of each bar to correspond to each conversation behavior
                                  fill = turn_type)) +
  
  # Add a horizontal line to separate bars
          geom_hline(yintercept = 5, color = "black") +
  
  # Create bars for the category of the disclosers' turns
          # Partition data for disclosers (role = 1)
          geom_rect(data = dyad123[dyad123$role == 1, ],
                    # Set the width of each bar as -0.5 and +0.5 the value of the time variable (turn)
                    mapping = aes(xmin = turn - .5, xmax = turn + .5, 
                    # Set the height of each bar to range from 5 to 10
                                  ymin = 5, ymax = 10,
                    # Set the color of each bar to correspond to each conversation behavior
                                  fill = turn_type)) +
  
  # Set color of conversation behaviors to vector we created earlier ("cols")
          scale_fill_manual(values = cols) +
  
  # Label for x-axis
          xlab("Turn") + 
  
  # Label for y-axis
          ylab("Role") +
  
  # X-axis ticks and labels
          scale_x_continuous(breaks = seq(0, 110, by = 10)) +
  
  # Y-axis ticks and label
          scale_y_continuous(breaks = c(2.5, 7.5), 
                             labels=c("Listener \n Conversation Behavior", "Discloser \n Conversation Behavior")) +
  
  # Legend label
          labs(fill = "Conversation Behavior") +
  
  # Additional plot aesthetics
          theme(panel.grid.major = element_blank(), 
                panel.grid.minor = element_blank(),
                axis.text=element_text(color = "black"))

Print the plots we just created.

print(dyad105_plot)

print(dyad123_plot)

On the x-axis, we have turn in the conversation. On the y-axis, we have the conversation behaviors for the disclosers on the top half and the listeners on the bottom half. Each conversation behavior category is represented by a different color and the gray bars indicate when a particular dyad member is not speaking. We can see that Dyad 105 had greater back-and-forth exchange during their conversation, as indicated by the greater number of turns. In both dyads, we can see that the disclosers spent many of their turns elaborating on their problem (red) and the listener used a variety of different turn types.

Plot All Conversation Sequences in One Figure.

Next, we create a single figure that depicts all dyads’ conversation behaviors over time. Each tiny row in the figure represents one conversation.

First, we create a variable that assigns unique consecutive integers to each dyad, which will help with plotting.

data <- # Select data
        data %>%
        # Select grouping variable, in this case, dyad (id)
        dplyr::group_by(id) %>%
        # Create new variable (plot_id) that relabels the id variable with consecutive numbers
        dplyr::mutate(plot_id = cur_group_id()) %>%
        # Save the data as a data.frame
        as.data.frame()

# View the first 10 rows of the data
head(data, 10)

##     id turn role       turn_type plot_id
## 1  105    1    1        Question      21
## 2  105    2    2 Acknowledgement      21
## 3  105    3    1     Elaboration      21
## 4  105    4    2 Acknowledgement      21
## 5  105    5    1     Elaboration      21
## 6  105    6    2 Acknowledgement      21
## 7  105    7    1     Elaboration      21
## 8  105    8    2     Elaboration      21
## 9  105    9    1     Elaboration      21
## 10 105   10    2      Reflection      21

Plot all of the conversation sequences.

all_convos <- # Select data
              ggplot(data = data) +
              
              geom_rect(aes(# Set the width of each bar as -0.5 and +0.5 the value of the time variable (turn)
                            xmin = turn - 0.5, xmax = turn + 0.5, 
                            # Set the height of each bar as -0.4 and +0.4 the value of the new id variable (plot_id)
                            ymin = plot_id - .4, ymax = plot_id + .4, 
                            # Set the color of each bar to correspond to each conversation behavior
                            fill = turn_type)) + 
  
              # Set color of conversation behaviors to vector we created earlier ("cols")
              scale_fill_manual(values = cols) +
  
              # Label for x-axis
              xlab("Turn") + 
  
              # Label for y-axis
              ylab("Dyad") +
  
              # X-axis ticks and labels
              scale_x_continuous(breaks=seq(0, 150, by = 10)) + 
  
              # Y-axis ticks and labels
              scale_y_continuous(breaks=c(0, 120)) +
  
              # Legend label
              labs(fill = "Conversation Behavior") +
  
              # Additional plot aesthetics
              theme(panel.grid.major = element_blank(), 
                    panel.grid.minor = element_blank(),
                    axis.text=element_text(color = "black"),
                    axis.text.y = element_blank())

# View plot
all_convos

In this plot, we can see that the use and timing of conversation behaviors varied between dyads and that the “length” of conversations as measured by the number of speaking turns was quite different between dyads.

Describe the Data.

The goal of this step is to describe our sample, specifically,

1. how many dyads are in the data set,
   
2. how many conversation turns there are for each dyad,
   
3. the frequency of each conversation behavior across all dyads, and
   
4. the frequency of each conversation behavior for each role across all dyads.

1. Number of dyads.

# Number of dyads in the repeated measures data
# Length (i.e., number) of unique ID values
length(unique(data$id))

## [1] 59

There are 59 dyads in the data set.

2. Number of conversation turns for each dyad.

num_occ <- # Select data
           data %>%
           # Select grouping variable, in this case, dyad ID (id)
           group_by(id) %>%
           # Count the number of turns in each conversation
           dplyr::summarise(count = n()) %>%
           # Save the data as a data.frame
           as.data.frame()

# Calculate descriptives on the number of turns per conversation
describe(num_occ$count)

##    vars  n  mean    sd median trimmed   mad min max range skew kurtosis   se
## X1    1 59 87.71 19.69     85   85.98 19.27  60 147    87 0.85     0.42 2.56

The dyads in this subset of the data had supportive conversations that had, on average, approximately 88 turns (M = 87.71, SD = 19.69), with the conversations ranging in length from 60 to 147 turns.

Plot a histogram of the number of turns per conversation.

# Select data (num_occ) and value on the x-axis (number of turns per conversation: "count")
ggplot(data = num_occ, aes(x = count)) +
  # Create a histogram with binwidth = 5 and white bars outlined in black
  geom_histogram(binwidth = 5, fill = "white", color = "black") + 
  # Label x-axis
  labs(x = "Number of Turns per Conversation") +
  # Change background aesthetics of plot
  theme_classic()

3. The number of total turns for each conversation behavior.

# Create table that calculates the number of turns for each conversation behavior
turntype_table <- table(data$turn_type)

# Display the table
turntype_table

## 
##  Acknowledgement           Advice      Elaboration HedgedDisclosure 
##             1265               72             2422              455 
##         Question       Reflection 
##              392              496

prop.table(table(data$turn_type))

## 
##  Acknowledgement           Advice      Elaboration HedgedDisclosure 
##       0.24794198       0.01411211       0.47471580       0.08918071 
##         Question       Reflection 
##       0.07683261       0.09721678

We can see that elaboration behaviors were used the most frequently (2,422 turns; 47%), while advice turns were used the least frequently (72 turns; 1%).

4. The number of total turns for each conversation behavior by role.

# Calculate the frequency and proportion of each conversation behavior by role
role_turntable <- # Select the data
                  data %>%
                  # Select grouping variable, in this case, dyad member role (role)
                  dplyr::group_by(role) %>%
                  # Count the number of conversation behaviors for each role
                  dplyr::count(turn_type) %>%
                  # Create new variables in which
                  # the frequency of each conversation behavior is calculated (freq)
                  # the proportion of each conversation behavior is calculated (prop)
                  dplyr::mutate(freq = table(n),
                                prop = prop.table(n)) %>%
                  # Save the data as a data.frame
                  as.data.frame()

# View number of proportion of conversation behaviors by role
role_turntable

##    role        turn_type    n freq        prop
## 1     1  Acknowledgement  251    1 0.096724470
## 2     1           Advice   18    1 0.006936416
## 3     1      Elaboration 1845    1 0.710982659
## 4     1 HedgedDisclosure  298    1 0.114836224
## 5     1         Question  113    1 0.043545279
## 6     1       Reflection   31    1 0.011946050
## 7     1             <NA>   39    1 0.015028902
## 8     2  Acknowledgement 1014    1 0.393023256
## 9     2           Advice   54    1 0.020930233
## 10    2      Elaboration  577    1 0.223643411
## 11    2 HedgedDisclosure  157    1 0.060852713
## 12    2         Question  279    1 0.108139535
## 13    2       Reflection  465    1 0.180232558
## 14    2             <NA>   34    1 0.013178295

For disclosers (role = 1), we can see that elaboration behaviors were used the most frequently (1,845 turns; 71%), while advice turns were used the least frequently (18 turns; 1%). For listeners (role = 2), we can see that acknowledgement behaviors were used the most frequently (1,014 turns; 39%), while advice turns were used the least frequently (54 turns; 2%).

Prepare the Data for the Dyadic Multinomial Logistic Growth Model.

data <- # Select data
        data %>%
        # Select grouping variable, in this case, dyad (id)
        dplyr::group_by(id) %>%
        # Create new variable (time_prop) in which each turn is divided by the total number of turns in the conversation
        dplyr::mutate(time_prop = turn/max(turn)) %>%
        # Save the data as a data.frame
        as.data.frame()

# View the first 10 rows of the data
head(data, 10)

##     id turn role       turn_type plot_id   time_prop
## 1  105    1    1        Question      21 0.009615385
## 2  105    2    2 Acknowledgement      21 0.019230769
## 3  105    3    1     Elaboration      21 0.028846154
## 4  105    4    2 Acknowledgement      21 0.038461538
## 5  105    5    1     Elaboration      21 0.048076923
## 6  105    6    2 Acknowledgement      21 0.057692308
## 7  105    7    1     Elaboration      21 0.067307692
## 8  105    8    2     Elaboration      21 0.076923077
## 9  105    9    1     Elaboration      21 0.086538462
## 10 105   10    2      Reflection      21 0.096153846

data <- # Select data
        data %>%
        # Select grouping variable, in this case, dyad (id)
        dplyr::group_by(id) %>%
        # Create new variable (time_prop_lag) that shifts the "time_prop" variable up one row
        dplyr::mutate(time_prop_lag = lag(time_prop),
                     # Set the first row of each "time_prop_lag" variable to 0
                     time_prop_lag = ifelse(row_number()==1, 0, time_prop_lag)) %>%
        # Save the data as a data.frame
        as.data.frame()

# View the first 10 rows of the data
head(data, 10)

##     id turn role       turn_type plot_id   time_prop time_prop_lag
## 1  105    1    1        Question      21 0.009615385   0.000000000
## 2  105    2    2 Acknowledgement      21 0.019230769   0.009615385
## 3  105    3    1     Elaboration      21 0.028846154   0.019230769
## 4  105    4    2 Acknowledgement      21 0.038461538   0.028846154
## 5  105    5    1     Elaboration      21 0.048076923   0.038461538
## 6  105    6    2 Acknowledgement      21 0.057692308   0.048076923
## 7  105    7    1     Elaboration      21 0.067307692   0.057692308
## 8  105    8    2     Elaboration      21 0.076923077   0.067307692
## 9  105    9    1     Elaboration      21 0.086538462   0.076923077
## 10 105   10    2      Reflection      21 0.096153846   0.086538462

prop_convos <- # Select data
               ggplot(data = data) +
              
               geom_rect(aes(# Set the width of each bar as the time_prop_lag (lower bound) and time_prop (upper bound)
                             xmin = time_prop_lag, xmax = time_prop, 
                             # Set the height of each bar as -0.4 and +0.4 the value of the new id variable (plot_id)
                             ymin = plot_id - .4, ymax = plot_id + .4, 
                             # Set the color of each bar to correspond to each conversation behavior
                             fill = turn_type)) + 
  
               # Set color of conversation behaviors to vector we created earlier ("cols")
               scale_fill_manual(values = cols) +
  
               # Label for x-axis
               xlab("Turn") + 
  
               # Label for y-axis
               ylab("Dyad") +
  
               # X-axis ticks and labels
               scale_x_continuous(breaks=seq(0, 1, by = .1)) + 
  
               # Y-axis ticks and labels
               scale_y_continuous(breaks=c(0, 120)) +
  
               # Legend label
               labs(fill = "Conversation Behavior") +
  
               # Additional plot aesthetics
               theme(panel.grid.major = element_blank(), 
                     panel.grid.minor = element_blank(),
                     axis.text=element_text(color = "black"),
                     axis.text.y = element_blank())

# View plot
prop_convos

Reformat to Bivariate Data Frame.

The last step of our data preparation involves (a) identifying and setting a reference category and (b) reformatting the data so that each time point represents a turn pair - i.e., that we have conversation behavior information for both listeners and disclosers simultaneously.

First, we want to assign the reference category in our dyadic multinomial logistic growth model. Since we believe listeners will spend a majority of their time using acknowledgments in response to the disclosers’ sharing about their stressor, we set the “acknowledgement” turn as the reference category. To ensure this category is the reference category, we list the “acknowledgement” category as the first level within the variable. The other turn types can be listed in any order.

# Select data and variable to re-order
# List reference variable first
levels(data$turn_type) <- c("Acknowledgement", "Advice", 
                            "Elaboration", "HedgedDisclosure", 
                            "Question", "Reflection") 

Next, we want to reformat our data set so that we have a column for listeners’ turns and a column for disclosers’ turns. Although there may be many ways to do this, we have chosen to split the data into two data sets (one for listeners and one for disclosers), create a new time variable in each data set for the sake of merging the data sets, and then merge the data sets back together.

First, we create two data sets: one for listeners and one for disclosers.

# Select all rows in data that are labeled "Listener" (i.e., role == 2)
listener_growth <- data[data$role == 2, ]

# Select all rows in data that are labeled "Discloser" (i.e., role == 1)
discloser_growth <- data[data$role == 1, ]

Second, we create a new time variable that will help us align turn pairs when we merge the listener and discloser data sets.

listener_growth <- # Select data set
                   listener_growth %>% 
                   # Select grouping variable, in this case, dyad (id)
                   dplyr::group_by(id) %>% 
                   # Create new variable (newturn) that counts the rows from 1:n for each listener
                   dplyr::mutate(newturn = row_number()) %>%
                   # Subset columns of interest
                   dplyr::select(id, newturn, time_prop_lag, time_prop, turn_type) %>%
                   # Save the data as a data.frame
                   as.data.frame()

discloser_growth <- # Select data set
                    discloser_growth %>% 
                    # Select grouping variable, in this case, dyad (id)
                    dplyr::group_by(id) %>% 
                    # Create new variable (newturn) that counts the rows from 1:n for each discloser
                    dplyr::mutate(newturn = row_number()) %>%
                    # Subset columns of interest
                    dplyr::select(id, newturn, time_prop_lag, time_prop, turn_type) %>%
                    # Save the data as a data.frame
                    as.data.frame()

We next need to relabel a few columns so we are able to distinguish the listener and discloser columns after the merge.

# Rename a few listener columns
colnames(listener_growth)[3:5] <- c("list_time_prop_lag", "list_time_prop", "list_turn_type")

# View the first 10 rows of listener_growth
head(listener_growth, 10)

##     id newturn list_time_prop_lag list_time_prop  list_turn_type
## 1  105       1        0.009615385     0.01923077 Acknowledgement
## 2  105       2        0.028846154     0.03846154 Acknowledgement
## 3  105       3        0.048076923     0.05769231 Acknowledgement
## 4  105       4        0.067307692     0.07692308     Elaboration
## 5  105       5        0.086538462     0.09615385      Reflection
## 6  105       6        0.105769231     0.11538462 Acknowledgement
## 7  105       7        0.125000000     0.13461538 Acknowledgement
## 8  105       8        0.144230769     0.15384615      Reflection
## 9  105       9        0.163461538     0.17307692 Acknowledgement
## 10 105      10        0.182692308     0.19230769      Reflection

# Rename a few discloser columns
colnames(discloser_growth)[3:5] <- c("disc_time_prop_lag", "disc_time_prop", "disc_turn_type")

# View the first 10 rows of discloser_growth
head(discloser_growth, 10)

##     id newturn disc_time_prop_lag disc_time_prop   disc_turn_type
## 1  105       1         0.00000000    0.009615385         Question
## 2  105       2         0.01923077    0.028846154      Elaboration
## 3  105       3         0.03846154    0.048076923      Elaboration
## 4  105       4         0.05769231    0.067307692      Elaboration
## 5  105       5         0.07692308    0.086538462      Elaboration
## 6  105       6         0.09615385    0.105769231 HedgedDisclosure
## 7  105       7         0.11538462    0.125000000      Elaboration
## 8  105       8         0.13461538    0.144230769      Elaboration
## 9  105       9         0.15384615    0.163461538      Elaboration
## 10 105      10         0.17307692    0.182692308 HedgedDisclosure

Finally, we merge the listener and discloser data sets back together by matching dyad IDs (id) and our new turn variable (newturn).

dyad_growth <- # Select two data sets to merge 
               merge(listener_growth, discloser_growth, 
                     # Identify variables to merge and connect data sets
                     by = c("id", "newturn"))

# Reorder rows for convenience by dyad ID (id) and our new turn variable (newturn)
dyad_growth <- dyad_growth[order(dyad_growth$id, dyad_growth$newturn), ]

# View the first 10 rows of dyad_growth
head(dyad_growth, 10)

##      id newturn list_time_prop_lag list_time_prop  list_turn_type
## 1892  3       1         0.01538462     0.03076923 Acknowledgement
## 1903  3       2         0.04615385     0.06153846 Acknowledgement
## 1914  3       3         0.07692308     0.09230769 Acknowledgement
## 1918  3       4         0.10769231     0.12307692        Question
## 1919  3       5         0.13846154     0.15384615 Acknowledgement
## 1920  3       6         0.16923077     0.18461538      Reflection
## 1921  3       7         0.20000000     0.21538462      Reflection
## 1922  3       8         0.23076923     0.24615385 Acknowledgement
## 1923  3       9         0.26153846     0.27692308     Elaboration
## 1893  3      10         0.29230769     0.30769231     Elaboration
##      disc_time_prop_lag disc_time_prop   disc_turn_type
## 1892         0.00000000     0.01538462      Elaboration
## 1903         0.03076923     0.04615385 HedgedDisclosure
## 1914         0.06153846     0.07692308 HedgedDisclosure
## 1918         0.09230769     0.10769231      Elaboration
## 1919         0.12307692     0.13846154      Elaboration
## 1920         0.15384615     0.16923077      Elaboration
## 1921         0.18461538     0.20000000      Elaboration
## 1922         0.21538462     0.23076923      Elaboration
## 1923         0.24615385     0.26153846      Elaboration
## 1893         0.27692308     0.29230769  Acknowledgement

We then just have a few odds and ends to take care of before we are ready to fit the model!

We need to determine the minimum time proportion between the listener and discloser in each conversation - i.e., the person who spoke first. We will use this as the time variable in the growth model to represent the timing of turn pairs.

dyad_growth <- # Select data
               dyad_growth %>% 
               # Select grouping variable, in this case, dyad (id)
               dplyr::group_by(id) %>% 
               # Compare columns in each row
               rowwise() %>%
               # Create new variable (pair_time_prop) that selects the first turn 
               # based on the lowest value of time (time_prop_lag)
               mutate(pair_time_prop = min(list_time_prop_lag, disc_time_prop_lag)) %>%
               # Save the data as a data.frame
               as.data.frame()

Finally, we need to reformat some of the variables to make sure they have the right structure. Specifically, we want to make the dyad ID variable (id) and conversation behaviors variables (list_turn_type, disc_turn_type) into factor variables. A factor variable makes sure R interprets the variables as categories instead of integers (like how the id variable id currently coded).

data$id <- as.factor(data$id)
dyad_growth$list_turn_type <- as.factor(dyad_growth$list_turn_type)
dyad_growth$disc_turn_type <- as.factor(dyad_growth$disc_turn_type)

Fit Dyadic Multinomial Logistic Growth Model.

The last step of this process involves fitting the dyadic multinomial logistic growth model.

Before we fit the model, we specify our model in the form of a formula. Here, we are specifying a dyadic model in which listener and discloser conversation behaviors (list_turn_type, disc_turn_type) are simultaneously predicted by time in the conversation (pair_time_prop), where we allow for random intercepts (1) and slopes (pair_time_prop) for each dyad (id).

str(dyad_growth$list_turn_type)

##  Factor w/ 6 levels "Acknowledgement",..: 1 1 1 5 1 6 6 1 3 3 ...

# Save model formula
model_formula <- bf(# Set multivariate outcome for listeners' and disclosers' turns
                    mvbind(list_turn_type, disc_turn_type) ~ 
                           # Predicted by time in the conversation (pair_time_prop)
                           # Random intercepts and slopes for each dyad (id)
                           pair_time_prop + (1 + pair_time_prop|p|id),
                    # Set link function
                    family = "categorical")

# Examine prior settings of model parameters 
(myprior <- get_prior(model_formula,
                      data = dyad_growth,  family = "categorical"))

## Setting 'rescor' to FALSE by default for this model

## Warning: Rows containing NAs were excluded from the model.

##                 prior     class           coef group         resp
##                (flat)         b                                  
##                lkj(1)       cor                                  
##                lkj(1)       cor                   id             
##                (flat) Intercept                                  
##                (flat)         b                      discturntype
##                (flat) Intercept                      discturntype
##                (flat)         b                      discturntype
##                (flat)         b pair_time_prop       discturntype
##  student_t(3, 0, 2.5) Intercept                      discturntype
##  student_t(3, 0, 2.5)        sd                      discturntype
##  student_t(3, 0, 2.5)        sd                   id discturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id discturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id discturntype
##                (flat)         b                      discturntype
##                (flat)         b pair_time_prop       discturntype
##  student_t(3, 0, 2.5) Intercept                      discturntype
##  student_t(3, 0, 2.5)        sd                      discturntype
##  student_t(3, 0, 2.5)        sd                   id discturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id discturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id discturntype
##                (flat)         b                      discturntype
##                (flat)         b pair_time_prop       discturntype
##  student_t(3, 0, 2.5) Intercept                      discturntype
##  student_t(3, 0, 2.5)        sd                      discturntype
##  student_t(3, 0, 2.5)        sd                   id discturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id discturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id discturntype
##                (flat)         b                      discturntype
##                (flat)         b pair_time_prop       discturntype
##  student_t(3, 0, 2.5) Intercept                      discturntype
##  student_t(3, 0, 2.5)        sd                      discturntype
##  student_t(3, 0, 2.5)        sd                   id discturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id discturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id discturntype
##                (flat)         b                      discturntype
##                (flat)         b pair_time_prop       discturntype
##  student_t(3, 0, 2.5) Intercept                      discturntype
##  student_t(3, 0, 2.5)        sd                      discturntype
##  student_t(3, 0, 2.5)        sd                   id discturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id discturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id discturntype
##                (flat)         b                      listturntype
##                (flat) Intercept                      listturntype
##                (flat)         b                      listturntype
##                (flat)         b pair_time_prop       listturntype
##  student_t(3, 0, 2.5) Intercept                      listturntype
##  student_t(3, 0, 2.5)        sd                      listturntype
##  student_t(3, 0, 2.5)        sd                   id listturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id listturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id listturntype
##                (flat)         b                      listturntype
##                (flat)         b pair_time_prop       listturntype
##  student_t(3, 0, 2.5) Intercept                      listturntype
##  student_t(3, 0, 2.5)        sd                      listturntype
##  student_t(3, 0, 2.5)        sd                   id listturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id listturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id listturntype
##                (flat)         b                      listturntype
##                (flat)         b pair_time_prop       listturntype
##  student_t(3, 0, 2.5) Intercept                      listturntype
##  student_t(3, 0, 2.5)        sd                      listturntype
##  student_t(3, 0, 2.5)        sd                   id listturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id listturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id listturntype
##                (flat)         b                      listturntype
##                (flat)         b pair_time_prop       listturntype
##  student_t(3, 0, 2.5) Intercept                      listturntype
##  student_t(3, 0, 2.5)        sd                      listturntype
##  student_t(3, 0, 2.5)        sd                   id listturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id listturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id listturntype
##                (flat)         b                      listturntype
##                (flat)         b pair_time_prop       listturntype
##  student_t(3, 0, 2.5) Intercept                      listturntype
##  student_t(3, 0, 2.5)        sd                      listturntype
##  student_t(3, 0, 2.5)        sd                   id listturntype
##  student_t(3, 0, 2.5)        sd      Intercept    id listturntype
##  student_t(3, 0, 2.5)        sd pair_time_prop    id listturntype
##                dpar nlpar lb ub       source
##                                      default
##                                      default
##                                 (vectorized)
##                                      default
##                                      default
##                                      default
##            muAdvice                  default
##            muAdvice             (vectorized)
##            muAdvice                  default
##            muAdvice        0         default
##            muAdvice        0    (vectorized)
##            muAdvice        0    (vectorized)
##            muAdvice        0    (vectorized)
##       muElaboration                  default
##       muElaboration             (vectorized)
##       muElaboration                  default
##       muElaboration        0         default
##       muElaboration        0    (vectorized)
##       muElaboration        0    (vectorized)
##       muElaboration        0    (vectorized)
##  muHedgedDisclosure                  default
##  muHedgedDisclosure             (vectorized)
##  muHedgedDisclosure                  default
##  muHedgedDisclosure        0         default
##  muHedgedDisclosure        0    (vectorized)
##  muHedgedDisclosure        0    (vectorized)
##  muHedgedDisclosure        0    (vectorized)
##          muQuestion                  default
##          muQuestion             (vectorized)
##          muQuestion                  default
##          muQuestion        0         default
##          muQuestion        0    (vectorized)
##          muQuestion        0    (vectorized)
##          muQuestion        0    (vectorized)
##        muReflection                  default
##        muReflection             (vectorized)
##        muReflection                  default
##        muReflection        0         default
##        muReflection        0    (vectorized)
##        muReflection        0    (vectorized)
##        muReflection        0    (vectorized)
##                                      default
##                                      default
##            muAdvice                  default
##            muAdvice             (vectorized)
##            muAdvice                  default
##            muAdvice        0         default
##            muAdvice        0    (vectorized)
##            muAdvice        0    (vectorized)
##            muAdvice        0    (vectorized)
##       muElaboration                  default
##       muElaboration             (vectorized)
##       muElaboration                  default
##       muElaboration        0         default
##       muElaboration        0    (vectorized)
##       muElaboration        0    (vectorized)
##       muElaboration        0    (vectorized)
##  muHedgedDisclosure                  default
##  muHedgedDisclosure             (vectorized)
##  muHedgedDisclosure                  default
##  muHedgedDisclosure        0         default
##  muHedgedDisclosure        0    (vectorized)
##  muHedgedDisclosure        0    (vectorized)
##  muHedgedDisclosure        0    (vectorized)
##          muQuestion                  default
##          muQuestion             (vectorized)
##          muQuestion                  default
##          muQuestion        0         default
##          muQuestion        0    (vectorized)
##          muQuestion        0    (vectorized)
##          muQuestion        0    (vectorized)
##        muReflection                  default
##        muReflection             (vectorized)
##        muReflection                  default
##        muReflection        0         default
##        muReflection        0    (vectorized)
##        muReflection        0    (vectorized)
##        muReflection        0    (vectorized)

We usee the default mildly informative priors available in the program brms (Bürkner, 2017), which include flat priors for the intercepts and time/growth parameters (i.e., gammas), half student t distribution priors with three degrees of freedom, a mean of zero, and (for our data) standard deviations of 2.5, and Lewandowski-Kurowicka-Joe (LKJ) distribution priors for the correlations among random effects.

Fit the model.

As described in the paper that accompanies this tutorial, fitting a model using a Bayesian approach requires multiple decisions, including establishing the MCMC sampling procedure. Researchers must determine how samples of the parameter estimates will be selected from the iterative computations of the probability distribution. Specifically, choices include length of the burn-in period, number of sampling iterations, and the thinning rate.

The burn-in period refers to the number of initial iterations that are used to hone in on a reasonable estimate before determining the estimated posterior distribution. Recent literature suggests that at least 10,000 iterations should be used in the burn-in period (Depaoli & van de Schoot, 2017). Next, the number of sampling iterations following the burn-in period needs to be chosen. Prior work suggests the number of iterations should be large enough to achieve an effective sample size (ESS; to be described in more depth below) of at least 1,000 (Zitzmann & Hecht, 2019), but others have recommended at least 10,000 iterations regardless of the number of iterations needed to achieve a reasonable ESS (Depaoli & van de Schoot, 2017). Generally, the number of iterations should be large enough that the model can obtain stable estimates of the model parameters without wasting computational time. The number of iterations needed will depend on the specific model and data being used. Finally, a thinning rate needs to be chosen. A thinning process helps avoid potential autocorrelation of parameter estimates that may manifest in the sampling procedure. By not retaining all parameter estimates (e.g., only retaining every other parameter estimate or every fifth parameter estimate), the final sampling distribution is less likely to be influenced by any autocorrelation of estimates. Some prior work has shown that thinning can reduce the precision of parameter distributions, so should only be used when computational memory is an issue (Link & Eaton, 2012). In practice, estimation is often pre-tested using a relatively small number of burn-in and estimation iterations to make sure that the model is programmed and running correctly. More extended computational time is then invested to obtain actual modeling results and output.

Furthermore, after considering the interpretive relevance of each parameter (using the credible intervals and probability of direction), the parameters of the dyadic multinomial logistic growth model provide information about whether and how the predictors are related to the expected log of the odds ratio of each behavior, relative to a reference category. These parameters are often much easier to interpret after back-transformation into a probability metric using the inverse link function. Specifically, exponentiated model parameters provide for informative description of the model implied baselines and trajectories of change. Finally, visualizations of the model-implied trajectories provide for intuitive understanding of the (nonlinear) change in the observed interaction behaviors, reporting of findings, and interpretation with respect to the study hypotheses.

For the sake of demonstration, we fit a model with a much shorter sampling procedure - i.e., fewer iterations and a shorter burn-in period. Please adjust the MCMC sampling values based on current recommendations (e.g., Depaoli & van de Schoot, 2017) for the sake of reporting model results.

In the paper that accompanies this tutorial, and in line with current guidelines (e.g., Depaoli & van de Schoot, 2017), MCMC estimation was done using 20,000 iterations, with a 10,000 iteration burn-in period, 4 chains, and a thinning rate of 5.

model <- brm(# Select model formula
             model_formula,
             # Select data set
             data = dyad_growth, 
             # Set the number of sampling chains
             chains = 2, 
             # Set the number of cores to use when executing chains
             #cores = getOption("mc.cores", 1), 
             # Set the number of warmup iterations
             warmup = 500,
             # Set the thinning rate
             thin = 1,
             # Set the number of iterations
             iter = 1000,
             # Set the seed for sampling
             seed = 1234
)

## Setting 'rescor' to FALSE by default for this model

## Warning: Rows containing NAs were excluded from the model.

## Compiling Stan program...

## Start sampling

## 
## SAMPLING FOR MODEL '7975027b01199bb5f64b3e33906d35d6' NOW (CHAIN 1).
## Chain 1: 
## Chain 1: Gradient evaluation took 0.01317 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 131.7 seconds.
## Chain 1: Adjust your expectations accordingly!
## Chain 1: 
## Chain 1: 
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## Chain 1: Iteration: 100 / 1000 [ 10%]  (Warmup)
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## Chain 1: Iteration: 1000 / 1000 [100%]  (Sampling)
## Chain 1: 
## Chain 1:  Elapsed Time: 439.395 seconds (Warm-up)
## Chain 1:                286.804 seconds (Sampling)
## Chain 1:                726.199 seconds (Total)
## Chain 1: 
## 
## SAMPLING FOR MODEL '7975027b01199bb5f64b3e33906d35d6' NOW (CHAIN 2).
## Chain 2: 
## Chain 2: Gradient evaluation took 0.010669 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 106.69 seconds.
## Chain 2: Adjust your expectations accordingly!
## Chain 2: 
## Chain 2: 
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## Chain 2: Iteration: 1000 / 1000 [100%]  (Sampling)
## Chain 2: 
## Chain 2:  Elapsed Time: 449.279 seconds (Warm-up)
## Chain 2:                288.99 seconds (Sampling)
## Chain 2:                738.269 seconds (Total)
## Chain 2:

## Warning: There were 1 divergent transitions after warmup. See
## https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
## to find out why this is a problem and how to eliminate them.

## Warning: Examine the pairs() plot to diagnose sampling problems

## Warning: The largest R-hat is 1.06, indicating chains have not mixed.
## Running the chains for more iterations may help. See
## https://mc-stan.org/misc/warnings.html#r-hat

## Warning: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
## Running the chains for more iterations may help. See
## https://mc-stan.org/misc/warnings.html#bulk-ess

## Warning: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
## Running the chains for more iterations may help. See
## https://mc-stan.org/misc/warnings.html#tail-ess

# Examine model output
summary(model)

## Warning: Parts of the model have not converged (some Rhats are > 1.05). Be
## careful when analysing the results! We recommend running more iterations and/or
## setting stronger priors.

## Warning: There were 1 divergent transitions after warmup. Increasing adapt_delta
## above 0.8 may help. See http://mc-stan.org/misc/warnings.html#divergent-
## transitions-after-warmup

##  Family: MV(categorical, categorical) 
##   Links: muAdvice = logit; muElaboration = logit; muHedgedDisclosure = logit; muQuestion = logit; muReflection = logit
##          muAdvice = logit; muElaboration = logit; muHedgedDisclosure = logit; muQuestion = logit; muReflection = logit 
## Formula: list_turn_type ~ pair_time_prop + (1 + pair_time_prop | p | id) 
##          disc_turn_type ~ pair_time_prop + (1 + pair_time_prop | p | id) 
##    Data: dyad_growth (Number of observations: 2501) 
##   Draws: 2 chains, each with iter = 1000; warmup = 500; thin = 1;
##          total post-warmup draws = 1000
## 
## Group-Level Effects: 
## ~id (Number of levels: 59) 
##                                                                                                    Estimate
## sd(muAdvice_listturntype_Intercept)                                                                    1.50
## sd(muAdvice_listturntype_pair_time_prop)                                                               1.24
## sd(muElaboration_listturntype_Intercept)                                                               1.08
## sd(muElaboration_listturntype_pair_time_prop)                                                          1.13
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          0.89
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     0.68
## sd(muQuestion_listturntype_Intercept)                                                                  1.01
## sd(muQuestion_listturntype_pair_time_prop)                                                             0.57
## sd(muReflection_listturntype_Intercept)                                                                0.84
## sd(muReflection_listturntype_pair_time_prop)                                                           0.58
## sd(muAdvice_discturntype_Intercept)                                                                    1.09
## sd(muAdvice_discturntype_pair_time_prop)                                                               1.60
## sd(muElaboration_discturntype_Intercept)                                                               0.65
## sd(muElaboration_discturntype_pair_time_prop)                                                          0.52
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          0.75
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     1.19
## sd(muQuestion_discturntype_Intercept)                                                                  1.57
## sd(muQuestion_discturntype_pair_time_prop)                                                             1.18
## sd(muReflection_discturntype_Intercept)                                                                0.94
## sd(muReflection_discturntype_pair_time_prop)                                                           0.79
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                             -0.01
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                              0.21
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                         0.19
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                         0.03
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                   -0.05
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                   -0.23
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                         0.16
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                    0.09
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.32
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)               0.07
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                    0.13
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)               0.06
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)               0.06
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)          0.07
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)         -0.08
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.37
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                            0.12
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                            0.16
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                       0.07
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                       0.23
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                  0.13
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           -0.01
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                      -0.04
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                       0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                  0.05
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                 -0.07
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)            -0.02
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                         -0.13
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                               0.19
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                          0.05
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                          0.08
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                     0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                     0.17
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                0.01
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                             0.21
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                        0.06
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                          0.08
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                     0.04
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               -0.03
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                0.07
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)           0.02
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                        0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                  -0.01
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     -0.09
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  -0.07
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             -0.07
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                              0.01
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                        -0.13
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                   -0.04
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                -0.12
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                            0.05
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                              -0.08
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.01
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.08
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        -0.06
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        -0.02
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    0.00
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                   -0.09
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)              -0.05
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           -0.14
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                       0.05
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         -0.12
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    -0.01
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.09
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.13
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                        -0.27
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   -0.14
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)              -0.10
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                           -0.21
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                       0.09
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.02
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    -0.02
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                              0.17
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.12
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.03
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.03
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.04
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              -0.17
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)              -0.04
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)         -0.09
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      -0.04
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                  0.07
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.06
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.05
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.06
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.07
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.02
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.09
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.07
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.29
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.11
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)              -0.24
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)          0.02
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      -0.12
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                  0.02
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.32
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               -0.02
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.01
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.01
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.32
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.05
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.20
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.17
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.19
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)    -0.01
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 -0.14
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)             0.06
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               -0.01
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          -0.09
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.05
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.02
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.28
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.09
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.02
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.13
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.05
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.32
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.03
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                       0.06
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.00
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                               0.02
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                          0.17
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                            -0.05
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       -0.03
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.16
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.14
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                            0.20
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.14
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                       0.04
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.02
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.06
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.04
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.03
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.01
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.15
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    -0.04
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       -0.07
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  -0.10
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.10
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.06
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.02
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.02
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.03
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.06
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.14
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                              -0.08
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.06
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                         -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                    -0.05
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.00
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                            -0.26
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.01
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                          -0.05
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     -0.05
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                               0.07
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.11
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                          0.09
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.03
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                     0.01
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.07
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                             0.08
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.04
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.02
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.04
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.05
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.02
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.10
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.01
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.02
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                -0.01
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.04
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.05
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.05
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.00
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.04
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.02
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.02
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.05
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.04
##                                                                                                    Est.Error
## sd(muAdvice_listturntype_Intercept)                                                                     0.40
## sd(muAdvice_listturntype_pair_time_prop)                                                                0.77
## sd(muElaboration_listturntype_Intercept)                                                                0.14
## sd(muElaboration_listturntype_pair_time_prop)                                                           0.30
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           0.18
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                      0.44
## sd(muQuestion_listturntype_Intercept)                                                                   0.15
## sd(muQuestion_listturntype_pair_time_prop)                                                              0.33
## sd(muReflection_listturntype_Intercept)                                                                 0.13
## sd(muReflection_listturntype_pair_time_prop)                                                            0.31
## sd(muAdvice_discturntype_Intercept)                                                                     0.60
## sd(muAdvice_discturntype_pair_time_prop)                                                                1.15
## sd(muElaboration_discturntype_Intercept)                                                                0.13
## sd(muElaboration_discturntype_pair_time_prop)                                                           0.27
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           0.17
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      0.37
## sd(muQuestion_discturntype_Intercept)                                                                   0.30
## sd(muQuestion_discturntype_pair_time_prop)                                                              0.61
## sd(muReflection_discturntype_Intercept)                                                                 0.44
## sd(muReflection_discturntype_pair_time_prop)                                                            0.56
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                               0.21
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               0.16
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          0.19
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          0.19
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     0.21
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     0.18
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          0.18
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     0.20
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     0.15
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                0.17
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     0.22
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                0.22
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                0.21
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  0.16
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             0.20
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             0.15
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                        0.21
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        0.19
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           0.23
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                0.17
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           0.20
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           0.15
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 0.21
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              0.15
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         0.19
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           0.21
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      0.20
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      0.21
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            0.22
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    0.21
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       0.21
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    0.20
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               0.21
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               0.19
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     0.22
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  0.19
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             0.21
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                0.20
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           0.22
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               0.21
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          0.21
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          0.19
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     0.21
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                0.22
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             0.22
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        0.22
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           0.20
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      0.21
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               0.22
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               0.17
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          0.20
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.16
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                0.21
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             0.15
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        0.22
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           0.16
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      0.21
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               0.21
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          0.21
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          0.20
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.20
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           0.22
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        0.19
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   0.22
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      0.19
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 0.21
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          0.21
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          0.18
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     0.19
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     0.16
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.19
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                0.18
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           0.20
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        0.17
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   0.21
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      0.16
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 0.21
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          0.20
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     0.21
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     0.18
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.21
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     0.19
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                0.20
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.17
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.19
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           0.19
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      0.21
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   0.18
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              0.21
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 0.18
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            0.20
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     0.21
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                0.22
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.17
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  0.17
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             0.20
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             0.14
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        0.17
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                0.16
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           0.22
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              0.15
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         0.21
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  0.20
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             0.21
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             0.17
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.20
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   0.18
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        0.21
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.20
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           0.20
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      0.21
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         0.19
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    0.21
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             0.22
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        0.21
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.19
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              0.20
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                0.20
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           0.22
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                           0.19
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 0.21
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         0.21
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                            0.20
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       0.21
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                0.22
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           0.22
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           0.20
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      0.19
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 0.20
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              0.21
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         0.20
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      0.21
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.22
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            0.21
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         0.22
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    0.22
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       0.21
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  0.21
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      0.23
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.21
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.22
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            0.22
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         0.21
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    0.21
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       0.22
##                                                                                                    l-95% CI
## sd(muAdvice_listturntype_Intercept)                                                                    0.76
## sd(muAdvice_listturntype_pair_time_prop)                                                               0.07
## sd(muElaboration_listturntype_Intercept)                                                               0.83
## sd(muElaboration_listturntype_pair_time_prop)                                                          0.50
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          0.55
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     0.03
## sd(muQuestion_listturntype_Intercept)                                                                  0.73
## sd(muQuestion_listturntype_pair_time_prop)                                                             0.03
## sd(muReflection_listturntype_Intercept)                                                                0.61
## sd(muReflection_listturntype_pair_time_prop)                                                           0.06
## sd(muAdvice_discturntype_Intercept)                                                                    0.08
## sd(muAdvice_discturntype_pair_time_prop)                                                               0.08
## sd(muElaboration_discturntype_Intercept)                                                               0.41
## sd(muElaboration_discturntype_pair_time_prop)                                                          0.02
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          0.40
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     0.44
## sd(muQuestion_discturntype_Intercept)                                                                  1.03
## sd(muQuestion_discturntype_pair_time_prop)                                                             0.05
## sd(muReflection_discturntype_Intercept)                                                                0.14
## sd(muReflection_discturntype_pair_time_prop)                                                           0.04
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                             -0.41
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                             -0.10
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                        -0.24
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                        -0.34
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                   -0.44
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                   -0.55
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                        -0.20
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                   -0.32
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)              -0.28
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                   -0.31
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)              -0.36
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)              -0.34
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)         -0.33
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)         -0.47
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.04
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                           -0.28
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                           -0.13
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                      -0.27
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                      -0.09
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                 -0.32
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           -0.39
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                      -0.44
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                      -0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                 -0.35
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                 -0.45
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)            -0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                         -0.55
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                              -0.15
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         -0.38
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                         -0.21
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                    -0.31
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                    -0.15
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)               -0.38
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                            -0.11
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                       -0.32
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         -0.32
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    -0.36
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    -0.40
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               -0.44
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)               -0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)          -0.41
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       -0.22
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                  -0.40
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     -0.48
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  -0.44
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             -0.48
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                             -0.34
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                        -0.38
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                        -0.49
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                   -0.46
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                -0.46
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           -0.38
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                              -0.45
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         -0.43
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.49
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        -0.48
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        -0.39
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                   -0.39
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                   -0.48
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)              -0.47
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           -0.53
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      -0.39
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         -0.50
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    -0.44
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.43
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.41
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.51
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                        -0.56
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   -0.48
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.61
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)              -0.47
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                           -0.49
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      -0.36
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                         -0.28
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    -0.39
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.25
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.32
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.45
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.45
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.34
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              -0.55
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)              -0.41
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)         -0.51
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      -0.40
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 -0.35
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    -0.32
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)               -0.37
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.36
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.35
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.45
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.43
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.43
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.58
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.48
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)              -0.55
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)         -0.39
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      -0.44
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 -0.36
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.60
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               -0.44
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.38
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.38
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.07
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.41
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.36
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.41
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.51
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.51
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.54
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)    -0.43
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 -0.47
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            -0.34
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               -0.39
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          -0.46
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.46
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.46
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.11
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.36
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.41
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                -0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.43
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      -0.32
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                      -0.28
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                              -0.28
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         -0.27
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                            -0.36
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       -0.45
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                -0.21
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.29
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                           -0.14
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      -0.27
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                      -0.33
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.33
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.43
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.43
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.40
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.24
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.41
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.40
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.51
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    -0.45
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       -0.42
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  -0.49
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.36
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.37
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.39
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.40
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.41
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.44
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.53
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                              -0.45
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.47
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                         -0.39
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                    -0.43
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)               -0.40
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                            -0.62
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       -0.39
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                          -0.44
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     -0.48
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                              -0.33
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.33
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                         -0.30
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.39
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                    -0.34
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)               -0.31
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                            -0.35
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                       -0.35
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.42
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.46
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.42
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.36
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.43
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.44
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.52
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  -0.39
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.39
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                -0.42
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.37
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.38
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.38
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.43
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.41
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.40
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  -0.36
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.44
##                                                                                                    u-95% CI
## sd(muAdvice_listturntype_Intercept)                                                                    2.25
## sd(muAdvice_listturntype_pair_time_prop)                                                               2.79
## sd(muElaboration_listturntype_Intercept)                                                               1.40
## sd(muElaboration_listturntype_pair_time_prop)                                                          1.71
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          1.27
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     1.59
## sd(muQuestion_listturntype_Intercept)                                                                  1.34
## sd(muQuestion_listturntype_pair_time_prop)                                                             1.26
## sd(muReflection_listturntype_Intercept)                                                                1.13
## sd(muReflection_listturntype_pair_time_prop)                                                           1.19
## sd(muAdvice_discturntype_Intercept)                                                                    2.36
## sd(muAdvice_discturntype_pair_time_prop)                                                               4.31
## sd(muElaboration_discturntype_Intercept)                                                               0.90
## sd(muElaboration_discturntype_pair_time_prop)                                                          1.04
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          1.09
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     1.91
## sd(muQuestion_discturntype_Intercept)                                                                  2.23
## sd(muQuestion_discturntype_pair_time_prop)                                                             2.40
## sd(muReflection_discturntype_Intercept)                                                                1.84
## sd(muReflection_discturntype_pair_time_prop)                                                           2.10
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                              0.40
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                              0.50
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                         0.55
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                         0.40
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                    0.35
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                    0.16
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                         0.49
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                    0.48
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.60
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)               0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                    0.54
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)               0.48
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)               0.45
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)          0.47
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)          0.33
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.65
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                            0.49
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                            0.43
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                       0.43
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                       0.54
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                  0.53
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                            0.39
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                       0.34
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                       0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                  0.45
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                  0.32
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)             0.42
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                          0.33
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                               0.50
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                          0.40
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                          0.37
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                     0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                     0.48
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                0.41
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                             0.50
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                        0.42
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                          0.48
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                     0.45
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     0.41
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                0.38
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                0.45
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)           0.42
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                        0.55
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                   0.41
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      0.33
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                   0.34
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                              0.36
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                              0.38
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                         0.29
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                    0.39
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                 0.30
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                            0.45
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                               0.32
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.41
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.34
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                         0.36
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         0.39
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                    0.31
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)               0.39
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                            0.30
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                       0.45
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          0.29
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     0.39
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.43
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                              0.26
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.24
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                         0.06
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.02
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)               0.33
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                            0.08
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                       0.49
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.31
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     0.38
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                              0.53
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.50
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.37
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.38
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.42
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)               0.23
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)               0.34
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)          0.37
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                       0.32
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                  0.49
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.44
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.44
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.45
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.46
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.27
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.30
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.05
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.26
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)               0.12
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)          0.41
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                       0.24
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                  0.41
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.39
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.40
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.43
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.63
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                    0.36
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)               0.33
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.15
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)          0.18
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)     0.38
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                  0.20
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)             0.48
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.33
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.33
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                    0.37
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)               0.41
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.60
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.47
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)          0.42
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.45
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.34
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.58
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.37
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                       0.38
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.39
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                               0.31
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                          0.56
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                             0.23
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.36
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.55
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.53
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                            0.51
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.51
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                       0.37
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.38
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.33
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.35
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.56
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                  0.36
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                          0.27
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                     0.36
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.29
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.30
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.50
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.48
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       0.36
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.41
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                  0.34
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.32
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                          0.33
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                               0.30
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.36
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                          0.35
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.35
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                     0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.41
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                             0.15
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.41
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                           0.33
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.38
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                               0.48
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.52
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                          0.46
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                     0.40
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.45
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                             0.45
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.43
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.40
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.40
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.40
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.44
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                0.37
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.40
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.34
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.43
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.40
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.40
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.45
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.46
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.42
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                0.39
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.45
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.43
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.45
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.40
##                                                                                                    Rhat
## sd(muAdvice_listturntype_Intercept)                                                                1.01
## sd(muAdvice_listturntype_pair_time_prop)                                                           1.00
## sd(muElaboration_listturntype_Intercept)                                                           1.01
## sd(muElaboration_listturntype_pair_time_prop)                                                      1.00
## sd(muHedgedDisclosure_listturntype_Intercept)                                                      1.00
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                 1.02
## sd(muQuestion_listturntype_Intercept)                                                              1.00
## sd(muQuestion_listturntype_pair_time_prop)                                                         1.00
## sd(muReflection_listturntype_Intercept)                                                            1.01
## sd(muReflection_listturntype_pair_time_prop)                                                       1.00
## sd(muAdvice_discturntype_Intercept)                                                                1.05
## sd(muAdvice_discturntype_pair_time_prop)                                                           1.06
## sd(muElaboration_discturntype_Intercept)                                                           1.00
## sd(muElaboration_discturntype_pair_time_prop)                                                      1.03
## sd(muHedgedDisclosure_discturntype_Intercept)                                                      1.01
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                 1.01
## sd(muQuestion_discturntype_Intercept)                                                              1.00
## sd(muQuestion_discturntype_pair_time_prop)                                                         1.01
## sd(muReflection_discturntype_Intercept)                                                            1.00
## sd(muReflection_discturntype_pair_time_prop)                                                       1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                          1.00
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                          1.01
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)           1.01
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                1.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           1.01
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)      1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                             1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                        1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)              1.02
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)         1.00
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                           1.01
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      1.02
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                      1.01
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                 1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)            1.01
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                         1.01
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                    1.01
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      1.01
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 1.01
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)            1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)       1.00
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               1.00
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                  1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                               1.00
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          1.01
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                          1.00
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                     1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                1.01
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                             1.01
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                        1.00
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                           1.01
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                      1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          1.01
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     1.01
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     1.00
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)           1.00
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        1.01
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                   1.00
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                      1.00
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                 1.00
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          1.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                          1.00
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                     1.00
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)           1.00
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                        1.00
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   1.00
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                      1.00
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                 1.01
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                          1.01
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     1.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1.01
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)           1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)      1.00
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   1.00
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              1.00
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                 1.00
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)            1.00
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1.00
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)      1.00
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   1.00
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              1.00
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                 1.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)            1.00
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     1.00
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                1.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop) 1.00
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              1.00
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         1.01
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)            1.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)       1.01
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                1.01
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           1.02
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                             1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        1.01
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                        1.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)              1.01
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                           1.00
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      1.01
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                         1.00
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                    1.01
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                             1.00
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        1.03
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                        1.00
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   1.01
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)              1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)              1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)         1.00
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      1.00
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 1.00
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                    1.00
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)               1.00
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        1.00
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)         1.00
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                           1.00
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)            1.01
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                         1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    1.00
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                       1.00
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                  1.00
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                           1.01
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      1.01
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 1.01
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)            1.00
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                         1.00
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                    1.00
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)       1.00
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               1.00
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                  1.00
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)             1.00
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)       1.00
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                    1.00
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               1.00
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                  1.00
##                                                                                                    Bulk_ESS
## sd(muAdvice_listturntype_Intercept)                                                                     157
## sd(muAdvice_listturntype_pair_time_prop)                                                                109
## sd(muElaboration_listturntype_Intercept)                                                                489
## sd(muElaboration_listturntype_pair_time_prop)                                                           177
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           539
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                       79
## sd(muQuestion_listturntype_Intercept)                                                                   534
## sd(muQuestion_listturntype_pair_time_prop)                                                              153
## sd(muReflection_listturntype_Intercept)                                                                 449
## sd(muReflection_listturntype_pair_time_prop)                                                            145
## sd(muAdvice_discturntype_Intercept)                                                                      65
## sd(muAdvice_discturntype_pair_time_prop)                                                                 41
## sd(muElaboration_discturntype_Intercept)                                                                372
## sd(muElaboration_discturntype_pair_time_prop)                                                            80
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           401
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      373
## sd(muQuestion_discturntype_Intercept)                                                                   525
## sd(muQuestion_discturntype_pair_time_prop)                                                               88
## sd(muReflection_discturntype_Intercept)                                                                 243
## sd(muReflection_discturntype_pair_time_prop)                                                            344
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                              1119
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               273
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          192
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          348
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     321
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     397
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          417
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     322
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     414
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                460
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     308
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                510
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                701
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           800
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           508
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  320
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             215
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             397
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        357
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        248
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   168
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             939
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                       1029
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        970
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   753
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                  1003
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              677
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           713
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                211
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           113
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           264
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      229
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      292
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 206
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              405
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         290
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           781
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      739
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     1134
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 769
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 743
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            713
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         705
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    705
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       454
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    803
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               341
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               944
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          776
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          553
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     753
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  484
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             564
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                652
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           688
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               876
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          532
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         1262
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     887
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     839
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                582
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             620
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        779
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           893
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      776
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               583
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               326
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          219
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          470
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     355
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     409
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                315
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             487
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        313
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           647
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      344
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               256
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          299
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          369
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     662
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    1113
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                312
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                687
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           526
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        924
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   423
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1097
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 533
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          649
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     584
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     368
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          446
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     373
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     555
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                486
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                415
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           447
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        663
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   483
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      595
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 647
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          489
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     567
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     669
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                755
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     822
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                455
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                676
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           655
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           631
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      365
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   885
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              629
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 838
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            414
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     373
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                337
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                501
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           593
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           628
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  307
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             229
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             781
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        381
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        443
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   306
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                476
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           227
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              727
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         366
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  313
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                              79
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             770
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        408
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        655
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   633
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             702
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        550
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        933
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   525
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   929
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              786
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           765
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      594
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         830
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    801
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             634
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        786
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        710
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   709
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   786
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              918
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           558
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                670
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           491
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                          1200
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      724
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      798
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 602
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              814
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         709
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                           1158
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       825
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                598
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           547
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           833
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      755
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      852
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 905
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              869
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         634
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                          1088
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     1035
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      971
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 925
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 999
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            927
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                        1009
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    826
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       597
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  922
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           782
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      703
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     1066
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 558
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 925
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            956
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         756
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    584
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       568
##                                                                                                    Tail_ESS
## sd(muAdvice_listturntype_Intercept)                                                                     281
## sd(muAdvice_listturntype_pair_time_prop)                                                                293
## sd(muElaboration_listturntype_Intercept)                                                                465
## sd(muElaboration_listturntype_pair_time_prop)                                                           161
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           542
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                      224
## sd(muQuestion_listturntype_Intercept)                                                                   612
## sd(muQuestion_listturntype_pair_time_prop)                                                              430
## sd(muReflection_listturntype_Intercept)                                                                 629
## sd(muReflection_listturntype_pair_time_prop)                                                            302
## sd(muAdvice_discturntype_Intercept)                                                                     261
## sd(muAdvice_discturntype_pair_time_prop)                                                                266
## sd(muElaboration_discturntype_Intercept)                                                                415
## sd(muElaboration_discturntype_pair_time_prop)                                                           233
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           342
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      301
## sd(muQuestion_discturntype_Intercept)                                                                   637
## sd(muQuestion_discturntype_pair_time_prop)                                                              195
## sd(muReflection_discturntype_Intercept)                                                                 239
## sd(muReflection_discturntype_pair_time_prop)                                                            593
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                               826
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               491
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          336
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          458
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     578
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     387
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          613
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     461
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     776
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                599
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     445
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                562
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                527
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           817
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           722
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  522
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             461
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             703
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        751
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        433
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   237
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             648
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                        783
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        792
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   630
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   879
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              740
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           879
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                500
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           251
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           407
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      470
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      404
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 376
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              565
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         656
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           630
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      845
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      558
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 735
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 741
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            790
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         815
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    824
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       778
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    625
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               503
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               708
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          639
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          732
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     665
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  458
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             681
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                769
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           810
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               712
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          564
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          585
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     586
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     689
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                660
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             846
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        797
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           770
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      768
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               817
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               344
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          511
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          603
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     719
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     662
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                421
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             569
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        584
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           691
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      450
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               890
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          730
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          329
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     708
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     682
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                619
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                697
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           780
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        722
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   758
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      714
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 701
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          712
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     764
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     300
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          674
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     738
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     689
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                480
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                685
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           777
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        698
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   715
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      731
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 767
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          833
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     794
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     866
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                750
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     762
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                729
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                911
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           859
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           749
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      468
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   723
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              795
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 572
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            815
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     520
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                494
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                429
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           657
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           798
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  512
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             495
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             784
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        626
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        739
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   615
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                644
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           448
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              780
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         507
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  507
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             437
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             679
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        553
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        708
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   673
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             784
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        539
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        623
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   748
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   840
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              853
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           649
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      741
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         982
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    910
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             714
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        827
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        723
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   611
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   789
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              834
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           782
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                848
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           733
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                           784
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      861
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      852
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 911
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              674
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         525
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                            770
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       750
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                782
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           842
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           920
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      789
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      796
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 943
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              786
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         801
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                           745
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      682
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      712
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 739
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 839
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            797
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         617
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    774
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       763
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  912
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           858
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      647
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      868
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 901
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 766
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            764
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         704
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    738
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       674
## 
## Population-Level Effects: 
##                                                Estimate Est.Error l-95% CI
## muAdvice_listturntype_Intercept                   -4.63      0.56    -5.79
## muElaboration_listturntype_Intercept              -1.87      0.20    -2.26
## muHedgedDisclosure_listturntype_Intercept         -2.99      0.25    -3.49
## muQuestion_listturntype_Intercept                 -1.74      0.21    -2.17
## muReflection_listturntype_Intercept               -1.25      0.16    -1.58
## muAdvice_discturntype_Intercept                   -2.60      0.77    -4.22
## muElaboration_discturntype_Intercept               2.74      0.19     2.38
## muHedgedDisclosure_discturntype_Intercept          1.08      0.22     0.64
## muQuestion_discturntype_Intercept                 -1.25      0.41    -2.11
## muReflection_discturntype_Intercept               -2.65      0.59    -3.85
## muAdvice_listturntype_pair_time_prop               1.60      0.88    -0.40
## muElaboration_listturntype_pair_time_prop          2.17      0.27     1.66
## muHedgedDisclosure_listturntype_pair_time_prop     1.88      0.37     1.14
## muQuestion_listturntype_pair_time_prop             0.50      0.30    -0.10
## muReflection_listturntype_pair_time_prop           0.65      0.24     0.15
## muAdvice_discturntype_pair_time_prop              -1.76      1.63    -5.84
## muElaboration_discturntype_pair_time_prop         -1.08      0.28    -1.60
## muHedgedDisclosure_discturntype_pair_time_prop    -1.95      0.39    -2.74
## muQuestion_discturntype_pair_time_prop            -0.49      0.56    -1.67
## muReflection_discturntype_pair_time_prop           0.21      0.82    -1.46
##                                                u-95% CI Rhat Bulk_ESS Tail_ESS
## muAdvice_listturntype_Intercept                   -3.61 1.00      206      187
## muElaboration_listturntype_Intercept              -1.46 1.00      537      611
## muHedgedDisclosure_listturntype_Intercept         -2.51 1.00      692      745
## muQuestion_listturntype_Intercept                 -1.36 1.00      643      672
## muReflection_listturntype_Intercept               -0.94 1.00      551      653
## muAdvice_discturntype_Intercept                   -1.22 1.02      242      551
## muElaboration_discturntype_Intercept               3.12 1.00      515      707
## muHedgedDisclosure_discturntype_Intercept          1.50 1.00      516      619
## muQuestion_discturntype_Intercept                 -0.46 1.00      673      538
## muReflection_discturntype_Intercept               -1.57 1.01      688      407
## muAdvice_listturntype_pair_time_prop               3.09 1.00      184      181
## muElaboration_listturntype_pair_time_prop          2.73 1.00      692      707
## muHedgedDisclosure_listturntype_pair_time_prop     2.56 1.00      595      399
## muQuestion_listturntype_pair_time_prop             1.07 1.00     1004      882
## muReflection_listturntype_pair_time_prop           1.10 1.00      714      610
## muAdvice_discturntype_pair_time_prop               0.71 1.03      167      241
## muElaboration_discturntype_pair_time_prop         -0.55 1.01      653      616
## muHedgedDisclosure_discturntype_pair_time_prop    -1.23 1.00      666      644
## muQuestion_discturntype_pair_time_prop             0.52 1.00      576      519
## muReflection_discturntype_pair_time_prop           1.77 1.01      847      545
## 
## Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
## and Tail_ESS are effective sample size measures, and Rhat is the potential
## scale reduction factor on split chains (at convergence, Rhat = 1).

Based on the fixed (i.e., population-level) effects, we see that listeners’ advice, elaboration, hedged disclosure, and reflection conversation behaviors were all more likely at the beginning of the conversation as compared to acknowledgements. At the beginning of the conversation, disclosers were less likely to provide advice, ask questions, and reflect and more likely to use elaborations and hedged disclosures as compared to acknowledgements. Across the conversation, listeners’ use of advice, elaborations, hedged disclosures, and reflections increased as compared to acknowledgements and disclosers’ use of elaborations and hedged disclosures decreased as compared to acknowledgements.

As described in the accompanying paper, inference about the parameter estimates in the Bayesian framework makes use of 95% credible intervals (instead of confidence intervals) and transformation into relative risk ratios (given the multinomial nature of the outcome variable). Another useful metric for interpretation is the probability of direction, which is the probability that a parameter (based upon its posterior distribution) is positive or negative, that is, different from zero (Makowski et al., 2019). The probability of direction ranges from 50% to 100%, with 50% indicating that the parameter is equally likely to be positive or negative and 100% indicating the parameter is very likely to be either positive or negative.

Please see the accompanying paper for a complete exemplar write-up of these results.

View model convergence plots.

plot(model)

The MCMC chains for the model parameters did not show any noticeable trends and indeed looked like “hairy caterpillars” (Roy, 2020), so we can infer successful model convergence.

Examine value of Widely Applicable Information Criterion (WAIC).

model_waic <- waic(model)

## Warning: 
## 202 (8.1%) p_waic estimates greater than 0.4. We recommend trying loo instead.

model_waic

## 
## Computed from 1000 by 2501 log-likelihood matrix
## 
##           Estimate    SE
## elpd_waic  -5572.6  66.0
## p_waic       397.2   9.7
## waic       11145.2 132.0
## 
## 202 (8.1%) p_waic estimates greater than 0.4. We recommend trying loo instead.

The ratio of the probability of choosing one outcome category over the probability of choosing the reference category is often referred to as relative risk (and it is sometimes referred to as odds). The relative risk ratios are determined by exponentiating the fixed effects model parameters. We can exponentiate the coefficients from our model to see these risk ratios.

# Obtain fixed effects object
fe <- fixef(model, summary = TRUE)

# Exponentiate the fixed effects estimates (from selected column) and round to two decimal places
exp_fe <- round(exp(fe[,-2]), 2)
exp_fe

##                                                Estimate  Q2.5 Q97.5
## muAdvice_listturntype_Intercept                    0.01  0.00  0.03
## muElaboration_listturntype_Intercept               0.15  0.10  0.23
## muHedgedDisclosure_listturntype_Intercept          0.05  0.03  0.08
## muQuestion_listturntype_Intercept                  0.18  0.11  0.26
## muReflection_listturntype_Intercept                0.29  0.21  0.39
## muAdvice_discturntype_Intercept                    0.07  0.01  0.29
## muElaboration_discturntype_Intercept              15.53 10.82 22.63
## muHedgedDisclosure_discturntype_Intercept          2.95  1.89  4.47
## muQuestion_discturntype_Intercept                  0.29  0.12  0.63
## muReflection_discturntype_Intercept                0.07  0.02  0.21
## muAdvice_listturntype_pair_time_prop               4.97  0.67 22.03
## muElaboration_listturntype_pair_time_prop          8.80  5.28 15.29
## muHedgedDisclosure_listturntype_pair_time_prop     6.58  3.11 12.99
## muQuestion_listturntype_pair_time_prop             1.65  0.90  2.91
## muReflection_listturntype_pair_time_prop           1.91  1.17  3.00
## muAdvice_discturntype_pair_time_prop               0.17  0.00  2.03
## muElaboration_discturntype_pair_time_prop          0.34  0.20  0.57
## muHedgedDisclosure_discturntype_pair_time_prop     0.14  0.06  0.29
## muQuestion_discturntype_pair_time_prop             0.61  0.19  1.68
## muReflection_discturntype_pair_time_prop           1.24  0.23  5.86

Finally, we can examine the probability of direction, which indicates the probability that a parameter is positive or negative (i.e., different from zero).

pdirect <- p_direction(model, effects = "all", component = "all", method = "direct", null = 0)
print(pdirect)

## Probability of Direction SD/Cor: id discturntype
## 
## Parameter                                                                                       |     Response |     pd
## -----------------------------------------------------------------------------------------------------------------------
## muAdvice_listturntype_Intercept ~ muAdvice_listturntype_pair_time_prop                          | discturntype | 52.20%
## muAdvice_listturntype_Intercept ~ muElaboration_listturntype_Intercept                          | discturntype | 90.70%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_listturntype_Intercept                     | discturntype | 83.50%
## muAdvice_listturntype_Intercept ~ muElaboration_listturntype_pair_time_prop                     | discturntype | 55.20%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_listturntype_pair_time_prop                | discturntype | 59.40%
## muElaboration_listturntype_Intercept ~ muElaboration_listturntype_pair_time_prop                | discturntype | 90.20%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_listturntype_Intercept                     | discturntype | 81.00%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_Intercept                | discturntype | 67.40%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_listturntype_Intercept                | discturntype | 97.70%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_Intercept           | discturntype | 66.60%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop                | discturntype | 71.80%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_pair_time_prop           | discturntype | 61.50%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop           | discturntype | 60.80%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_pair_time_prop      | discturntype | 63.50%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop      | discturntype | 64.00%
## muAdvice_listturntype_Intercept ~ muQuestion_listturntype_Intercept                             | discturntype | 98.50%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept                        | discturntype | 72.90%
## muElaboration_listturntype_Intercept ~ muQuestion_listturntype_Intercept                        | discturntype | 85.20%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept                   | discturntype | 65.10%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_listturntype_Intercept                   | discturntype | 92.70%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept              | discturntype | 72.90%
## muAdvice_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                        | discturntype | 50.80%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop                   | discturntype | 57.00%
## muElaboration_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                   | discturntype | 51.90%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop              | discturntype | 61.30%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop              | discturntype | 62.90%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop         | discturntype | 55.20%
## muQuestion_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                      | discturntype | 71.50%
## muAdvice_listturntype_Intercept ~ muReflection_listturntype_Intercept                           | discturntype | 85.70%
## muAdvice_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                      | discturntype | 61.50%
## muElaboration_listturntype_Intercept ~ muReflection_listturntype_Intercept                      | discturntype | 69.80%
## muElaboration_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                 | discturntype | 53.90%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_listturntype_Intercept                 | discturntype | 85.10%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept            | discturntype | 50.30%
## muQuestion_listturntype_Intercept ~ muReflection_listturntype_Intercept                         | discturntype | 90.80%
## muQuestion_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                    | discturntype | 62.00%
## muAdvice_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                      | discturntype | 65.10%
## muAdvice_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop                 | discturntype | 58.10%
## muElaboration_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                 | discturntype | 54.30%
## muElaboration_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop            | discturntype | 55.60%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop            | discturntype | 63.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop       | discturntype | 54.80%
## muQuestion_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                    | discturntype | 82.90%
## muQuestion_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop               | discturntype | 52.80%
## muReflection_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                  | discturntype | 67.70%
## muAdvice_listturntype_Intercept ~ muAdvice_discturntype_Intercept                               | discturntype | 64.10%
## muAdvice_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                          | discturntype | 64.10%
## muElaboration_listturntype_Intercept ~ muAdvice_discturntype_Intercept                          | discturntype | 50.70%
## muElaboration_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                     | discturntype | 55.10%
## muHedgedDisclosure_listturntype_Intercept ~ muAdvice_discturntype_Intercept                     | discturntype | 73.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                | discturntype | 58.70%
## muQuestion_listturntype_Intercept ~ muAdvice_discturntype_Intercept                             | discturntype | 75.30%
## muQuestion_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                        | discturntype | 58.70%
## muReflection_listturntype_Intercept ~ muAdvice_discturntype_Intercept                           | discturntype | 66.60%
## muReflection_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                      | discturntype | 51.20%
## muAdvice_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                          | discturntype | 65.80%
## muAdvice_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                     | discturntype | 59.40%
## muElaboration_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                     | discturntype | 54.50%
## muElaboration_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                | discturntype | 50.20%
## muHedgedDisclosure_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                | discturntype | 65.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop           | discturntype | 59.20%
## muQuestion_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                        | discturntype | 74.60%
## muQuestion_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                   | discturntype | 58.00%
## muReflection_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                      | discturntype | 74.00%
## muReflection_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                 | discturntype | 51.50%
## muAdvice_discturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                          | discturntype | 53.10%
## muAdvice_listturntype_Intercept ~ muElaboration_discturntype_Intercept                          | discturntype | 68.80%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                     | discturntype | 75.80%
## muElaboration_listturntype_Intercept ~ muElaboration_discturntype_Intercept                     | discturntype | 95.30%
## muElaboration_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                | discturntype | 78.60%
## muHedgedDisclosure_listturntype_Intercept ~ muElaboration_discturntype_Intercept                | discturntype | 98.20%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept           | discturntype | 69.60%
## muQuestion_listturntype_Intercept ~ muElaboration_discturntype_Intercept                        | discturntype | 92.30%
## muQuestion_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                   | discturntype | 66.70%
## muReflection_listturntype_Intercept ~ muElaboration_discturntype_Intercept                      | discturntype | 54.40%
## muReflection_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                 | discturntype | 55.80%
## muAdvice_discturntype_Intercept ~ muElaboration_discturntype_Intercept                          | discturntype | 79.50%
## muAdvice_discturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                     | discturntype | 70.70%
## muAdvice_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                     | discturntype | 56.00%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop                | discturntype | 53.00%
## muElaboration_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                | discturntype | 59.80%
## muElaboration_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop           | discturntype | 80.30%
## muHedgedDisclosure_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop           | discturntype | 57.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop      | discturntype | 66.40%
## muQuestion_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                   | discturntype | 59.10%
## muQuestion_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop              | discturntype | 62.30%
## muReflection_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                 | discturntype | 62.20%
## muReflection_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop            | discturntype | 59.30%
## muAdvice_discturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                     | discturntype | 62.30%
## muAdvice_discturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop                | discturntype | 62.00%
## muElaboration_discturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                | discturntype | 53.60%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                     | discturntype | 67.20%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept                | discturntype | 65.10%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                | discturntype | 95.40%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept           | discturntype | 72.30%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept           | discturntype | 90.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept      | discturntype | 53.40%
## muQuestion_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                   | discturntype | 76.50%
## muQuestion_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept              | discturntype | 52.70%
## muReflection_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                 | discturntype | 97.50%
## muReflection_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept            | discturntype | 54.00%
## muAdvice_discturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                     | discturntype | 52.20%
## muAdvice_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept                | discturntype | 50.30%
## muElaboration_discturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                | discturntype | 95.00%
## muElaboration_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept           | discturntype | 51.80%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop                | discturntype | 51.80%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop           | discturntype | 58.30%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop           | discturntype | 86.60%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop      | discturntype | 81.10%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop      | discturntype | 83.80%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop | discturntype | 50.20%
## muQuestion_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop              | discturntype | 77.90%
## muQuestion_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop         | discturntype | 61.30%
## muReflection_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop            | discturntype | 51.90%
## muReflection_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop       | discturntype | 66.00%
## muAdvice_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop                | discturntype | 58.30%
## muAdvice_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop           | discturntype | 53.80%
## muElaboration_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop           | discturntype | 93.60%
## muElaboration_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop      | discturntype | 66.10%
## muHedgedDisclosure_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop      | discturntype | 53.60%
## muAdvice_listturntype_Intercept ~ muQuestion_discturntype_Intercept                             | discturntype | 74.90%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                        | discturntype | 60.00%
## muElaboration_listturntype_Intercept ~ muQuestion_discturntype_Intercept                        | discturntype | 98.00%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                   | discturntype | 57.20%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_discturntype_Intercept                   | discturntype | 64.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept              | discturntype | 50.40%
## muQuestion_listturntype_Intercept ~ muQuestion_discturntype_Intercept                           | discturntype | 53.40%
## muQuestion_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                      | discturntype | 78.80%
## muReflection_listturntype_Intercept ~ muQuestion_discturntype_Intercept                         | discturntype | 63.50%
## muReflection_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                    | discturntype | 56.20%
## muAdvice_discturntype_Intercept ~ muQuestion_discturntype_Intercept                             | discturntype | 78.80%
## muAdvice_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                        | discturntype | 74.60%
## muElaboration_discturntype_Intercept ~ muQuestion_discturntype_Intercept                        | discturntype | 88.70%
## muElaboration_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                   | discturntype | 75.00%
## muHedgedDisclosure_discturntype_Intercept ~ muQuestion_discturntype_Intercept                   | discturntype | 57.80%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept              | discturntype | 53.10%
## muAdvice_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                        | discturntype | 63.20%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                   | discturntype | 56.80%
## muElaboration_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                   | discturntype | 50.10%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop              | discturntype | 79.80%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop              | discturntype | 58.50%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop         | discturntype | 53.90%
## muQuestion_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                      | discturntype | 78.40%
## muQuestion_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                 | discturntype | 56.90%
## muReflection_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                    | discturntype | 64.30%
## muReflection_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop               | discturntype | 67.90%
## muAdvice_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                        | discturntype | 68.40%
## muAdvice_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                   | discturntype | 62.00%
## muElaboration_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                   | discturntype | 52.50%
## muElaboration_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop              | discturntype | 53.50%
## muHedgedDisclosure_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop              | discturntype | 55.90%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop         | discturntype | 61.80%
## muQuestion_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                      | discturntype | 74.80%
## muAdvice_listturntype_Intercept ~ muReflection_discturntype_Intercept                           | discturntype | 65.90%
## muAdvice_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                      | discturntype | 60.10%
## muElaboration_listturntype_Intercept ~ muReflection_discturntype_Intercept                      | discturntype | 55.90%
## muElaboration_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                 | discturntype | 55.20%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_discturntype_Intercept                 | discturntype | 60.10%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept            | discturntype | 50.70%
## muQuestion_listturntype_Intercept ~ muReflection_discturntype_Intercept                         | discturntype | 89.50%
## muQuestion_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                    | discturntype | 51.90%
## muReflection_listturntype_Intercept ~ muReflection_discturntype_Intercept                       | discturntype | 59.30%
## muReflection_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                  | discturntype | 60.10%
## muAdvice_discturntype_Intercept ~ muReflection_discturntype_Intercept                           | discturntype | 62.70%
## muAdvice_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                      | discturntype | 69.00%
## muElaboration_discturntype_Intercept ~ muReflection_discturntype_Intercept                      | discturntype | 68.80%
## muElaboration_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                 | discturntype | 57.50%
## muHedgedDisclosure_discturntype_Intercept ~ muReflection_discturntype_Intercept                 | discturntype | 51.10%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept            | discturntype | 63.20%
## muQuestion_discturntype_Intercept ~ muReflection_discturntype_Intercept                         | discturntype | 66.60%
## muQuestion_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                    | discturntype | 59.00%
## muAdvice_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                      | discturntype | 54.60%
## muAdvice_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop                 | discturntype | 52.80%
## muElaboration_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                 | discturntype | 54.50%
## muElaboration_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop            | discturntype | 55.70%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop            | discturntype | 60.20%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop       | discturntype | 54.70%
## muQuestion_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                    | discturntype | 69.10%
## muQuestion_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop               | discturntype | 52.30%
## muReflection_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                  | discturntype | 54.80%
## muReflection_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop             | discturntype | 52.30%
## muAdvice_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                      | discturntype | 57.80%
## muAdvice_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop                 | discturntype | 58.80%
## muElaboration_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                 | discturntype | 60.50%
## muElaboration_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop            | discturntype | 50.10%
## muHedgedDisclosure_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop            | discturntype | 58.70%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop       | discturntype | 52.90%
## muQuestion_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                    | discturntype | 53.40%
## muQuestion_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop               | discturntype | 59.20%
## muReflection_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                  | discturntype | 57.30%
## muAdvice_discturntype_Intercept                                                                 | discturntype |   100%
## muAdvice_discturntype_pair_time_prop                                                            | discturntype |   100%
## muElaboration_discturntype_Intercept                                                            | discturntype |   100%
## muElaboration_discturntype_pair_time_prop                                                       | discturntype |   100%
## muHedgedDisclosure_discturntype_Intercept                                                       | discturntype |   100%
## muHedgedDisclosure_discturntype_pair_time_prop                                                  | discturntype |   100%
## muQuestion_discturntype_Intercept                                                               | discturntype |   100%
## muQuestion_discturntype_pair_time_prop                                                          | discturntype |   100%
## muReflection_discturntype_Intercept                                                             | discturntype |   100%
## muReflection_discturntype_pair_time_prop                                                        | discturntype |   100%
## 
## # Random effects SD/Cor: id listturntype
## 
## Parameter                                                                                       |     Response |     pd
## -----------------------------------------------------------------------------------------------------------------------
## muAdvice_listturntype_Intercept                                                                 | listturntype |   100%
## muAdvice_listturntype_pair_time_prop                                                            | listturntype |   100%
## muElaboration_listturntype_Intercept                                                            | listturntype |   100%
## muElaboration_listturntype_pair_time_prop                                                       | listturntype |   100%
## muHedgedDisclosure_listturntype_Intercept                                                       | listturntype |   100%
## muHedgedDisclosure_listturntype_pair_time_prop                                                  | listturntype |   100%
## muQuestion_listturntype_Intercept                                                               | listturntype |   100%
## muQuestion_listturntype_pair_time_prop                                                          | listturntype |   100%
## muReflection_listturntype_Intercept                                                             | listturntype |   100%
## muReflection_listturntype_pair_time_prop                                                        | listturntype |   100%
## muAdvice_listturntype_Intercept ~ muAdvice_listturntype_pair_time_prop                          | listturntype | 52.20%
## muAdvice_listturntype_Intercept ~ muElaboration_listturntype_Intercept                          | listturntype | 90.70%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_listturntype_Intercept                     | listturntype | 83.50%
## muAdvice_listturntype_Intercept ~ muElaboration_listturntype_pair_time_prop                     | listturntype | 55.20%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_listturntype_pair_time_prop                | listturntype | 59.40%
## muElaboration_listturntype_Intercept ~ muElaboration_listturntype_pair_time_prop                | listturntype | 90.20%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_listturntype_Intercept                     | listturntype | 81.00%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_Intercept                | listturntype | 67.40%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_listturntype_Intercept                | listturntype | 97.70%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_Intercept           | listturntype | 66.60%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop                | listturntype | 71.80%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_pair_time_prop           | listturntype | 61.50%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop           | listturntype | 60.80%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_listturntype_pair_time_prop      | listturntype | 63.50%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_listturntype_pair_time_prop      | listturntype | 64.00%
## muAdvice_listturntype_Intercept ~ muQuestion_listturntype_Intercept                             | listturntype | 98.50%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept                        | listturntype | 72.90%
## muElaboration_listturntype_Intercept ~ muQuestion_listturntype_Intercept                        | listturntype | 85.20%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept                   | listturntype | 65.10%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_listturntype_Intercept                   | listturntype | 92.70%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_listturntype_Intercept              | listturntype | 72.90%
## muAdvice_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                        | listturntype | 50.80%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop                   | listturntype | 57.00%
## muElaboration_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                   | listturntype | 51.90%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop              | listturntype | 61.30%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop              | listturntype | 62.90%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_listturntype_pair_time_prop         | listturntype | 55.20%
## muQuestion_listturntype_Intercept ~ muQuestion_listturntype_pair_time_prop                      | listturntype | 71.50%
## muAdvice_listturntype_Intercept ~ muReflection_listturntype_Intercept                           | listturntype | 85.70%
## muAdvice_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                      | listturntype | 61.50%
## muElaboration_listturntype_Intercept ~ muReflection_listturntype_Intercept                      | listturntype | 69.80%
## muElaboration_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                 | listturntype | 53.90%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_listturntype_Intercept                 | listturntype | 85.10%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept            | listturntype | 50.30%
## muQuestion_listturntype_Intercept ~ muReflection_listturntype_Intercept                         | listturntype | 90.80%
## muQuestion_listturntype_pair_time_prop ~ muReflection_listturntype_Intercept                    | listturntype | 62.00%
## muAdvice_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                      | listturntype | 65.10%
## muAdvice_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop                 | listturntype | 58.10%
## muElaboration_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                 | listturntype | 54.30%
## muElaboration_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop            | listturntype | 55.60%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop            | listturntype | 63.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop       | listturntype | 54.80%
## muQuestion_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                    | listturntype | 82.90%
## muQuestion_listturntype_pair_time_prop ~ muReflection_listturntype_pair_time_prop               | listturntype | 52.80%
## muReflection_listturntype_Intercept ~ muReflection_listturntype_pair_time_prop                  | listturntype | 67.70%
## muAdvice_listturntype_Intercept ~ muAdvice_discturntype_Intercept                               | listturntype | 64.10%
## muAdvice_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                          | listturntype | 64.10%
## muElaboration_listturntype_Intercept ~ muAdvice_discturntype_Intercept                          | listturntype | 50.70%
## muElaboration_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                     | listturntype | 55.10%
## muHedgedDisclosure_listturntype_Intercept ~ muAdvice_discturntype_Intercept                     | listturntype | 73.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                | listturntype | 58.70%
## muQuestion_listturntype_Intercept ~ muAdvice_discturntype_Intercept                             | listturntype | 75.30%
## muQuestion_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                        | listturntype | 58.70%
## muReflection_listturntype_Intercept ~ muAdvice_discturntype_Intercept                           | listturntype | 66.60%
## muReflection_listturntype_pair_time_prop ~ muAdvice_discturntype_Intercept                      | listturntype | 51.20%
## muAdvice_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                          | listturntype | 65.80%
## muAdvice_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                     | listturntype | 59.40%
## muElaboration_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                     | listturntype | 54.50%
## muElaboration_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                | listturntype | 50.20%
## muHedgedDisclosure_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                | listturntype | 65.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop           | listturntype | 59.20%
## muQuestion_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                        | listturntype | 74.60%
## muQuestion_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                   | listturntype | 58.00%
## muReflection_listturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                      | listturntype | 74.00%
## muReflection_listturntype_pair_time_prop ~ muAdvice_discturntype_pair_time_prop                 | listturntype | 51.50%
## muAdvice_discturntype_Intercept ~ muAdvice_discturntype_pair_time_prop                          | listturntype | 53.10%
## muAdvice_listturntype_Intercept ~ muElaboration_discturntype_Intercept                          | listturntype | 68.80%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                     | listturntype | 75.80%
## muElaboration_listturntype_Intercept ~ muElaboration_discturntype_Intercept                     | listturntype | 95.30%
## muElaboration_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                | listturntype | 78.60%
## muHedgedDisclosure_listturntype_Intercept ~ muElaboration_discturntype_Intercept                | listturntype | 98.20%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept           | listturntype | 69.60%
## muQuestion_listturntype_Intercept ~ muElaboration_discturntype_Intercept                        | listturntype | 92.30%
## muQuestion_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                   | listturntype | 66.70%
## muReflection_listturntype_Intercept ~ muElaboration_discturntype_Intercept                      | listturntype | 54.40%
## muReflection_listturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                 | listturntype | 55.80%
## muAdvice_discturntype_Intercept ~ muElaboration_discturntype_Intercept                          | listturntype | 79.50%
## muAdvice_discturntype_pair_time_prop ~ muElaboration_discturntype_Intercept                     | listturntype | 70.70%
## muAdvice_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                     | listturntype | 56.00%
## muAdvice_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop                | listturntype | 53.00%
## muElaboration_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                | listturntype | 59.80%
## muElaboration_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop           | listturntype | 80.30%
## muHedgedDisclosure_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop           | listturntype | 57.30%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop      | listturntype | 66.40%
## muQuestion_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                   | listturntype | 59.10%
## muQuestion_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop              | listturntype | 62.30%
## muReflection_listturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                 | listturntype | 62.20%
## muReflection_listturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop            | listturntype | 59.30%
## muAdvice_discturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                     | listturntype | 62.30%
## muAdvice_discturntype_pair_time_prop ~ muElaboration_discturntype_pair_time_prop                | listturntype | 62.00%
## muElaboration_discturntype_Intercept ~ muElaboration_discturntype_pair_time_prop                | listturntype | 53.60%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                     | listturntype | 67.20%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept                | listturntype | 65.10%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                | listturntype | 95.40%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept           | listturntype | 72.30%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept           | listturntype | 90.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept      | listturntype | 53.40%
## muQuestion_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                   | listturntype | 76.50%
## muQuestion_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept              | listturntype | 52.70%
## muReflection_listturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                 | listturntype | 97.50%
## muReflection_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept            | listturntype | 54.00%
## muAdvice_discturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                     | listturntype | 52.20%
## muAdvice_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept                | listturntype | 50.30%
## muElaboration_discturntype_Intercept ~ muHedgedDisclosure_discturntype_Intercept                | listturntype | 95.00%
## muElaboration_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_Intercept           | listturntype | 51.80%
## muAdvice_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop                | listturntype | 51.80%
## muAdvice_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop           | listturntype | 58.30%
## muElaboration_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop           | listturntype | 86.60%
## muElaboration_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop      | listturntype | 81.10%
## muHedgedDisclosure_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop      | listturntype | 83.80%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop | listturntype | 50.20%
## muQuestion_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop              | listturntype | 77.90%
## muQuestion_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop         | listturntype | 61.30%
## muReflection_listturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop            | listturntype | 51.90%
## muReflection_listturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop       | listturntype | 66.00%
## muAdvice_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop                | listturntype | 58.30%
## muAdvice_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop           | listturntype | 53.80%
## muElaboration_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop           | listturntype | 93.60%
## muElaboration_discturntype_pair_time_prop ~ muHedgedDisclosure_discturntype_pair_time_prop      | listturntype | 66.10%
## muHedgedDisclosure_discturntype_Intercept ~ muHedgedDisclosure_discturntype_pair_time_prop      | listturntype | 53.60%
## muAdvice_listturntype_Intercept ~ muQuestion_discturntype_Intercept                             | listturntype | 74.90%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                        | listturntype | 60.00%
## muElaboration_listturntype_Intercept ~ muQuestion_discturntype_Intercept                        | listturntype | 98.00%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                   | listturntype | 57.20%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_discturntype_Intercept                   | listturntype | 64.00%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept              | listturntype | 50.40%
## muQuestion_listturntype_Intercept ~ muQuestion_discturntype_Intercept                           | listturntype | 53.40%
## muQuestion_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                      | listturntype | 78.80%
## muReflection_listturntype_Intercept ~ muQuestion_discturntype_Intercept                         | listturntype | 63.50%
## muReflection_listturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                    | listturntype | 56.20%
## muAdvice_discturntype_Intercept ~ muQuestion_discturntype_Intercept                             | listturntype | 78.80%
## muAdvice_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                        | listturntype | 74.60%
## muElaboration_discturntype_Intercept ~ muQuestion_discturntype_Intercept                        | listturntype | 88.70%
## muElaboration_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept                   | listturntype | 75.00%
## muHedgedDisclosure_discturntype_Intercept ~ muQuestion_discturntype_Intercept                   | listturntype | 57.80%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muQuestion_discturntype_Intercept              | listturntype | 53.10%
## muAdvice_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                        | listturntype | 63.20%
## muAdvice_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                   | listturntype | 56.80%
## muElaboration_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                   | listturntype | 50.10%
## muElaboration_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop              | listturntype | 79.80%
## muHedgedDisclosure_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop              | listturntype | 58.50%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop         | listturntype | 53.90%
## muQuestion_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                      | listturntype | 78.40%
## muQuestion_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                 | listturntype | 56.90%
## muReflection_listturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                    | listturntype | 64.30%
## muReflection_listturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop               | listturntype | 67.90%
## muAdvice_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                        | listturntype | 68.40%
## muAdvice_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop                   | listturntype | 62.00%
## muElaboration_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                   | listturntype | 52.50%
## muElaboration_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop              | listturntype | 53.50%
## muHedgedDisclosure_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop              | listturntype | 55.90%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muQuestion_discturntype_pair_time_prop         | listturntype | 61.80%
## muQuestion_discturntype_Intercept ~ muQuestion_discturntype_pair_time_prop                      | listturntype | 74.80%
## muAdvice_listturntype_Intercept ~ muReflection_discturntype_Intercept                           | listturntype | 65.90%
## muAdvice_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                      | listturntype | 60.10%
## muElaboration_listturntype_Intercept ~ muReflection_discturntype_Intercept                      | listturntype | 55.90%
## muElaboration_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                 | listturntype | 55.20%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_discturntype_Intercept                 | listturntype | 60.10%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept            | listturntype | 50.70%
## muQuestion_listturntype_Intercept ~ muReflection_discturntype_Intercept                         | listturntype | 89.50%
## muQuestion_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                    | listturntype | 51.90%
## muReflection_listturntype_Intercept ~ muReflection_discturntype_Intercept                       | listturntype | 59.30%
## muReflection_listturntype_pair_time_prop ~ muReflection_discturntype_Intercept                  | listturntype | 60.10%
## muAdvice_discturntype_Intercept ~ muReflection_discturntype_Intercept                           | listturntype | 62.70%
## muAdvice_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                      | listturntype | 69.00%
## muElaboration_discturntype_Intercept ~ muReflection_discturntype_Intercept                      | listturntype | 68.80%
## muElaboration_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                 | listturntype | 57.50%
## muHedgedDisclosure_discturntype_Intercept ~ muReflection_discturntype_Intercept                 | listturntype | 51.10%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept            | listturntype | 63.20%
## muQuestion_discturntype_Intercept ~ muReflection_discturntype_Intercept                         | listturntype | 66.60%
## muQuestion_discturntype_pair_time_prop ~ muReflection_discturntype_Intercept                    | listturntype | 59.00%
## muAdvice_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                      | listturntype | 54.60%
## muAdvice_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop                 | listturntype | 52.80%
## muElaboration_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                 | listturntype | 54.50%
## muElaboration_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop            | listturntype | 55.70%
## muHedgedDisclosure_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop            | listturntype | 60.20%
## muHedgedDisclosure_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop       | listturntype | 54.70%
## muQuestion_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                    | listturntype | 69.10%
## muQuestion_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop               | listturntype | 52.30%
## muReflection_listturntype_Intercept ~ muReflection_discturntype_pair_time_prop                  | listturntype | 54.80%
## muReflection_listturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop             | listturntype | 52.30%
## muAdvice_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                      | listturntype | 57.80%
## muAdvice_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop                 | listturntype | 58.80%
## muElaboration_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                 | listturntype | 60.50%
## muElaboration_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop            | listturntype | 50.10%
## muHedgedDisclosure_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop            | listturntype | 58.70%
## muHedgedDisclosure_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop       | listturntype | 52.90%
## muQuestion_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                    | listturntype | 53.40%
## muQuestion_discturntype_pair_time_prop ~ muReflection_discturntype_pair_time_prop               | listturntype | 59.20%
## muReflection_discturntype_Intercept ~ muReflection_discturntype_pair_time_prop                  | listturntype | 57.30%

Note: this only provides the probability of direction for only the random effects.

This seems to be because the p_direction() function cannot automatically parse a brms object that has both a multivariate outcome and a categorical outcome.

So, we must calculate the probability of direction for the fixed effects “by hand.”

summary(model)

## Warning: Parts of the model have not converged (some Rhats are > 1.05). Be
## careful when analysing the results! We recommend running more iterations and/or
## setting stronger priors.

## Warning: There were 1 divergent transitions after warmup. Increasing adapt_delta
## above 0.8 may help. See http://mc-stan.org/misc/warnings.html#divergent-
## transitions-after-warmup

##  Family: MV(categorical, categorical) 
##   Links: muAdvice = logit; muElaboration = logit; muHedgedDisclosure = logit; muQuestion = logit; muReflection = logit
##          muAdvice = logit; muElaboration = logit; muHedgedDisclosure = logit; muQuestion = logit; muReflection = logit 
## Formula: list_turn_type ~ pair_time_prop + (1 + pair_time_prop | p | id) 
##          disc_turn_type ~ pair_time_prop + (1 + pair_time_prop | p | id) 
##    Data: dyad_growth (Number of observations: 2501) 
##   Draws: 2 chains, each with iter = 1000; warmup = 500; thin = 1;
##          total post-warmup draws = 1000
## 
## Group-Level Effects: 
## ~id (Number of levels: 59) 
##                                                                                                    Estimate
## sd(muAdvice_listturntype_Intercept)                                                                    1.50
## sd(muAdvice_listturntype_pair_time_prop)                                                               1.24
## sd(muElaboration_listturntype_Intercept)                                                               1.08
## sd(muElaboration_listturntype_pair_time_prop)                                                          1.13
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          0.89
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     0.68
## sd(muQuestion_listturntype_Intercept)                                                                  1.01
## sd(muQuestion_listturntype_pair_time_prop)                                                             0.57
## sd(muReflection_listturntype_Intercept)                                                                0.84
## sd(muReflection_listturntype_pair_time_prop)                                                           0.58
## sd(muAdvice_discturntype_Intercept)                                                                    1.09
## sd(muAdvice_discturntype_pair_time_prop)                                                               1.60
## sd(muElaboration_discturntype_Intercept)                                                               0.65
## sd(muElaboration_discturntype_pair_time_prop)                                                          0.52
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          0.75
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     1.19
## sd(muQuestion_discturntype_Intercept)                                                                  1.57
## sd(muQuestion_discturntype_pair_time_prop)                                                             1.18
## sd(muReflection_discturntype_Intercept)                                                                0.94
## sd(muReflection_discturntype_pair_time_prop)                                                           0.79
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                             -0.01
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                              0.21
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                         0.19
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                         0.03
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                   -0.05
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                   -0.23
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                         0.16
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                    0.09
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.32
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)               0.07
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                    0.13
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)               0.06
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)               0.06
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)          0.07
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)         -0.08
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.37
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                            0.12
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                            0.16
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                       0.07
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                       0.23
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                  0.13
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           -0.01
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                      -0.04
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                       0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                  0.05
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                 -0.07
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)            -0.02
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                         -0.13
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                               0.19
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                          0.05
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                          0.08
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                     0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                     0.17
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                0.01
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                             0.21
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                        0.06
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                          0.08
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                     0.04
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               -0.03
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                0.07
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)           0.02
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                        0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                  -0.01
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     -0.09
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  -0.07
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             -0.07
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                              0.01
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                        -0.13
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                   -0.04
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                -0.12
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                            0.05
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                              -0.08
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.01
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.08
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        -0.06
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        -0.02
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    0.00
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                   -0.09
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)              -0.05
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           -0.14
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                       0.05
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         -0.12
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    -0.01
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.09
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.13
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                        -0.27
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   -0.14
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)              -0.10
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                           -0.21
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                       0.09
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.02
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    -0.02
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                              0.17
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.12
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.03
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.03
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.04
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              -0.17
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)              -0.04
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)         -0.09
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      -0.04
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                  0.07
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.06
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.05
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.06
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.07
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.02
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.09
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.07
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.29
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.11
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)              -0.24
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)          0.02
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      -0.12
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                  0.02
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.32
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               -0.02
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.01
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.01
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.32
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.05
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.20
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.17
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.19
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)    -0.01
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 -0.14
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)             0.06
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               -0.01
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          -0.09
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.05
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.02
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.28
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.09
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.02
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.13
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.05
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.32
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.03
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                       0.06
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.00
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                               0.02
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                          0.17
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                            -0.05
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       -0.03
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.16
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.14
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                            0.20
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.14
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                       0.04
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.02
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.06
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.04
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.03
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.01
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.15
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    -0.04
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       -0.07
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  -0.10
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.10
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.06
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.02
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.02
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.03
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.06
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.14
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                              -0.08
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.06
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                         -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.02
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                    -0.05
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.00
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                            -0.26
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.01
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                          -0.05
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     -0.05
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                               0.07
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.11
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                          0.09
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.03
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                     0.01
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.07
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                             0.08
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.04
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.02
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.02
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.04
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.05
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.02
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.10
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.01
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.02
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                -0.01
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.04
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.05
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.05
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.00
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.04
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.02
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.02
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.05
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.04
##                                                                                                    Est.Error
## sd(muAdvice_listturntype_Intercept)                                                                     0.40
## sd(muAdvice_listturntype_pair_time_prop)                                                                0.77
## sd(muElaboration_listturntype_Intercept)                                                                0.14
## sd(muElaboration_listturntype_pair_time_prop)                                                           0.30
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           0.18
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                      0.44
## sd(muQuestion_listturntype_Intercept)                                                                   0.15
## sd(muQuestion_listturntype_pair_time_prop)                                                              0.33
## sd(muReflection_listturntype_Intercept)                                                                 0.13
## sd(muReflection_listturntype_pair_time_prop)                                                            0.31
## sd(muAdvice_discturntype_Intercept)                                                                     0.60
## sd(muAdvice_discturntype_pair_time_prop)                                                                1.15
## sd(muElaboration_discturntype_Intercept)                                                                0.13
## sd(muElaboration_discturntype_pair_time_prop)                                                           0.27
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           0.17
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      0.37
## sd(muQuestion_discturntype_Intercept)                                                                   0.30
## sd(muQuestion_discturntype_pair_time_prop)                                                              0.61
## sd(muReflection_discturntype_Intercept)                                                                 0.44
## sd(muReflection_discturntype_pair_time_prop)                                                            0.56
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                               0.21
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               0.16
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          0.19
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          0.19
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     0.21
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     0.18
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          0.18
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     0.20
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     0.15
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                0.17
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     0.22
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                0.22
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                0.21
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  0.16
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             0.20
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             0.15
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                        0.21
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        0.19
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           0.23
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                0.17
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           0.20
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           0.15
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 0.21
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              0.15
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         0.19
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           0.21
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      0.20
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      0.21
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            0.22
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    0.21
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       0.21
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    0.20
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               0.21
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               0.19
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     0.22
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  0.19
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             0.21
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                0.20
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           0.22
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               0.21
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          0.21
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          0.19
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     0.21
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                0.22
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             0.22
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        0.22
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           0.20
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      0.21
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               0.22
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               0.17
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          0.20
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.16
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     0.16
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                0.21
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             0.15
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        0.22
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           0.16
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      0.21
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               0.21
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          0.21
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          0.20
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.20
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           0.22
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        0.19
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   0.22
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      0.19
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 0.21
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          0.21
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.22
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          0.18
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     0.19
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     0.16
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.19
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                0.18
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           0.20
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        0.17
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   0.21
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      0.16
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 0.21
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          0.20
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     0.21
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     0.18
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.21
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     0.19
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                0.20
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.17
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.19
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           0.19
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      0.21
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   0.18
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              0.21
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 0.18
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            0.20
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     0.21
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                0.22
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.17
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           0.21
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  0.17
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             0.20
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             0.14
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        0.17
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                0.16
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           0.22
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              0.15
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         0.21
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  0.20
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             0.21
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             0.17
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.20
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        0.18
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   0.18
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        0.21
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.20
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              0.21
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           0.20
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      0.21
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         0.19
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    0.21
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             0.22
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        0.21
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.19
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   0.20
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              0.20
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                0.20
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           0.22
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                           0.19
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      0.20
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 0.21
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              0.20
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         0.21
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                            0.20
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       0.21
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                0.22
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           0.22
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           0.20
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.21
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      0.19
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 0.20
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              0.21
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         0.20
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      0.21
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.22
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            0.21
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         0.22
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    0.22
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       0.21
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  0.21
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           0.22
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      0.23
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.21
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.22
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 0.21
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            0.22
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         0.21
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    0.21
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       0.22
##                                                                                                    l-95% CI
## sd(muAdvice_listturntype_Intercept)                                                                    0.76
## sd(muAdvice_listturntype_pair_time_prop)                                                               0.07
## sd(muElaboration_listturntype_Intercept)                                                               0.83
## sd(muElaboration_listturntype_pair_time_prop)                                                          0.50
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          0.55
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     0.03
## sd(muQuestion_listturntype_Intercept)                                                                  0.73
## sd(muQuestion_listturntype_pair_time_prop)                                                             0.03
## sd(muReflection_listturntype_Intercept)                                                                0.61
## sd(muReflection_listturntype_pair_time_prop)                                                           0.06
## sd(muAdvice_discturntype_Intercept)                                                                    0.08
## sd(muAdvice_discturntype_pair_time_prop)                                                               0.08
## sd(muElaboration_discturntype_Intercept)                                                               0.41
## sd(muElaboration_discturntype_pair_time_prop)                                                          0.02
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          0.40
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     0.44
## sd(muQuestion_discturntype_Intercept)                                                                  1.03
## sd(muQuestion_discturntype_pair_time_prop)                                                             0.05
## sd(muReflection_discturntype_Intercept)                                                                0.14
## sd(muReflection_discturntype_pair_time_prop)                                                           0.04
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                             -0.41
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                             -0.10
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                        -0.24
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                        -0.34
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                   -0.44
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                   -0.55
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                        -0.20
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                   -0.32
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)              -0.28
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                   -0.31
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)              -0.36
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)              -0.34
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)         -0.33
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)         -0.47
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.04
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                           -0.28
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                           -0.13
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                      -0.27
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                      -0.09
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                 -0.32
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           -0.39
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                      -0.44
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                      -0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                 -0.35
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                 -0.45
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)            -0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                         -0.55
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                              -0.15
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         -0.38
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                         -0.21
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                    -0.31
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                    -0.15
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)               -0.38
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                            -0.11
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                       -0.32
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         -0.32
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    -0.36
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    -0.40
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               -0.44
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)               -0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)          -0.41
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       -0.22
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                  -0.40
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     -0.48
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  -0.44
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             -0.48
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                             -0.34
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                        -0.38
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                        -0.49
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                   -0.46
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                -0.46
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           -0.38
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                              -0.45
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         -0.43
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.49
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        -0.48
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        -0.39
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                   -0.39
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                   -0.48
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)              -0.47
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           -0.53
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      -0.39
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         -0.50
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    -0.44
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             -0.43
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.41
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.51
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                        -0.56
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   -0.48
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.61
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)              -0.47
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                           -0.49
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      -0.36
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                         -0.28
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    -0.39
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                             -0.25
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        -0.32
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.45
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.45
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.34
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              -0.55
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)              -0.41
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)         -0.51
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      -0.40
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 -0.35
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    -0.32
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)               -0.37
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        -0.36
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   -0.35
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   -0.45
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.43
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.43
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.58
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.48
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)              -0.55
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)         -0.39
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      -0.44
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 -0.36
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.60
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               -0.44
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        -0.38
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   -0.38
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   -0.07
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              -0.41
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.36
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.41
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.51
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.51
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.54
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)    -0.43
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 -0.47
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            -0.34
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               -0.39
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          -0.46
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   -0.46
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              -0.46
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              -0.11
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         -0.36
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)         -0.41
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                -0.20
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.43
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      -0.32
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                      -0.28
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                              -0.28
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         -0.27
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                            -0.36
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       -0.45
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                -0.21
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           -0.29
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                           -0.14
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      -0.27
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                      -0.33
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                 -0.33
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.43
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.43
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.40
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.24
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.41
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.40
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.51
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    -0.45
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       -0.42
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  -0.49
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           -0.36
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      -0.37
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      -0.39
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 -0.40
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                 -0.41
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)            -0.44
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         -0.53
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                              -0.45
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.47
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                         -0.39
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                    -0.43
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)               -0.40
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                            -0.62
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       -0.39
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                          -0.44
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     -0.48
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                              -0.33
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         -0.33
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                         -0.30
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                    -0.39
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                    -0.34
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)               -0.31
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                            -0.35
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                       -0.35
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.42
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.46
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.42
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.36
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.43
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.44
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.52
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  -0.39
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.39
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                -0.42
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         -0.37
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    -0.38
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                    -0.38
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               -0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)               -0.43
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)          -0.41
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       -0.40
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  -0.36
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     -0.44
##                                                                                                    u-95% CI
## sd(muAdvice_listturntype_Intercept)                                                                    2.25
## sd(muAdvice_listturntype_pair_time_prop)                                                               2.79
## sd(muElaboration_listturntype_Intercept)                                                               1.40
## sd(muElaboration_listturntype_pair_time_prop)                                                          1.71
## sd(muHedgedDisclosure_listturntype_Intercept)                                                          1.27
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                     1.59
## sd(muQuestion_listturntype_Intercept)                                                                  1.34
## sd(muQuestion_listturntype_pair_time_prop)                                                             1.26
## sd(muReflection_listturntype_Intercept)                                                                1.13
## sd(muReflection_listturntype_pair_time_prop)                                                           1.19
## sd(muAdvice_discturntype_Intercept)                                                                    2.36
## sd(muAdvice_discturntype_pair_time_prop)                                                               4.31
## sd(muElaboration_discturntype_Intercept)                                                               0.90
## sd(muElaboration_discturntype_pair_time_prop)                                                          1.04
## sd(muHedgedDisclosure_discturntype_Intercept)                                                          1.09
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                     1.91
## sd(muQuestion_discturntype_Intercept)                                                                  2.23
## sd(muQuestion_discturntype_pair_time_prop)                                                             2.40
## sd(muReflection_discturntype_Intercept)                                                                1.84
## sd(muReflection_discturntype_pair_time_prop)                                                           2.10
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                              0.40
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                              0.50
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                         0.55
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                         0.40
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                    0.35
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                    0.16
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                         0.49
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                    0.48
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                    0.60
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)               0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                    0.54
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)               0.48
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)               0.45
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)          0.47
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)          0.33
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                 0.65
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                            0.49
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                            0.43
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                       0.43
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                       0.54
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                  0.53
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                            0.39
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                       0.34
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                       0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                  0.45
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                  0.32
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)             0.42
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                          0.33
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                               0.50
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                          0.40
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                          0.37
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                     0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                     0.48
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                0.41
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                             0.50
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                        0.42
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                          0.48
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                     0.45
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     0.41
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                0.38
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                0.45
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)           0.42
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                        0.55
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                   0.41
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      0.33
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                   0.34
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                              0.36
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                              0.38
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                         0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                         0.29
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                    0.39
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                 0.30
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                            0.45
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                               0.32
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          0.41
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.34
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                         0.36
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         0.39
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                    0.40
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                    0.31
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)               0.39
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                            0.30
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                       0.45
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          0.29
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     0.39
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                              0.43
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                              0.26
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.24
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                         0.06
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                    0.21
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                   -0.02
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)               0.33
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                            0.08
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                       0.49
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                          0.31
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     0.38
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                              0.53
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                         0.50
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.37
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.38
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.42
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)               0.23
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)               0.34
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)          0.37
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                       0.32
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                  0.49
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     0.44
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                0.44
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                         0.45
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                    0.46
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.27
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.30
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.05
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.26
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)               0.12
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)          0.41
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                       0.24
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                  0.41
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    -0.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                0.39
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                         0.40
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                    0.43
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                    0.63
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)               0.40
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                    0.36
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)               0.33
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.15
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.20
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)          0.18
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)     0.38
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                  0.20
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)             0.48
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                0.33
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           0.33
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                    0.37
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)               0.41
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)               0.60
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)          0.47
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)          0.42
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.45
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.34
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                            0.58
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.37
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                       0.38
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.39
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                               0.31
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                          0.56
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                             0.23
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        0.36
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                 0.55
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                            0.53
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                            0.51
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                       0.51
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                       0.37
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                  0.38
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.33
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.35
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       0.36
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.56
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                  0.36
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.41
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                          0.27
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                     0.36
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        0.29
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   0.30
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                            0.50
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                       0.48
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                       0.36
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                  0.41
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                  0.34
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)             0.32
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                          0.33
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                               0.30
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.36
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                          0.35
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.35
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                     0.33
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.41
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                             0.15
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.41
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                           0.33
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      0.38
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                               0.48
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                          0.52
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                          0.46
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                     0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                     0.40
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                0.45
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                             0.45
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                        0.43
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.40
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.40
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.40
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.44
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                0.37
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.40
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.34
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.43
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.40
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 0.40
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                          0.45
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     0.46
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     0.42
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                0.42
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                0.39
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)           0.45
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                        0.43
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                   0.45
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      0.40
##                                                                                                    Rhat
## sd(muAdvice_listturntype_Intercept)                                                                1.01
## sd(muAdvice_listturntype_pair_time_prop)                                                           1.00
## sd(muElaboration_listturntype_Intercept)                                                           1.01
## sd(muElaboration_listturntype_pair_time_prop)                                                      1.00
## sd(muHedgedDisclosure_listturntype_Intercept)                                                      1.00
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                 1.02
## sd(muQuestion_listturntype_Intercept)                                                              1.00
## sd(muQuestion_listturntype_pair_time_prop)                                                         1.00
## sd(muReflection_listturntype_Intercept)                                                            1.01
## sd(muReflection_listturntype_pair_time_prop)                                                       1.00
## sd(muAdvice_discturntype_Intercept)                                                                1.05
## sd(muAdvice_discturntype_pair_time_prop)                                                           1.06
## sd(muElaboration_discturntype_Intercept)                                                           1.00
## sd(muElaboration_discturntype_pair_time_prop)                                                      1.03
## sd(muHedgedDisclosure_discturntype_Intercept)                                                      1.01
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                 1.01
## sd(muQuestion_discturntype_Intercept)                                                              1.00
## sd(muQuestion_discturntype_pair_time_prop)                                                         1.01
## sd(muReflection_discturntype_Intercept)                                                            1.00
## sd(muReflection_discturntype_pair_time_prop)                                                       1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                          1.00
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                          1.01
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)           1.01
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                1.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           1.01
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)      1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                             1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                        1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)              1.02
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)         1.00
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                           1.01
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      1.02
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                      1.01
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                 1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)            1.01
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                         1.01
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                    1.01
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      1.01
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 1.01
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)            1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)       1.00
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                    1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)               1.00
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                  1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                               1.00
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          1.01
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                          1.00
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                     1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                1.01
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                             1.01
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                        1.00
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                           1.01
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                      1.00
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          1.01
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     1.01
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     1.00
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)           1.00
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                        1.01
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                   1.00
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                      1.00
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                 1.00
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          1.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                          1.00
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                     1.00
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)           1.00
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                        1.00
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                   1.00
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                      1.00
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                 1.01
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                          1.01
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     1.01
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1.01
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)           1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)      1.00
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                   1.00
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)              1.00
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                 1.00
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)            1.00
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1.00
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     1.00
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                1.01
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)      1.00
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                   1.00
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)              1.00
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                 1.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)            1.00
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     1.00
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                1.00
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           1.00
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                1.01
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop) 1.00
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)              1.00
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)         1.01
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)            1.00
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)       1.01
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                1.01
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           1.02
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           1.00
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)      1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                             1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        1.01
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                        1.01
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)              1.01
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                           1.00
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                      1.01
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                         1.00
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                    1.01
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                             1.00
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        1.03
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                        1.00
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   1.01
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                   1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)              1.00
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        1.00
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)              1.01
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)         1.00
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      1.00
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                 1.00
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                    1.00
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)               1.00
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        1.00
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   1.00
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)              1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)         1.00
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                           1.00
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)            1.01
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                         1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                    1.00
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                       1.00
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                  1.00
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                           1.01
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      1.01
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                      1.00
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 1.01
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                 1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)            1.00
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                         1.00
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                    1.00
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            1.01
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)       1.00
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                    1.00
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               1.00
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                  1.00
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)             1.00
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      1.00
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 1.00
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)            1.00
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)       1.00
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                    1.00
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)               1.00
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                  1.00
##                                                                                                    Bulk_ESS
## sd(muAdvice_listturntype_Intercept)                                                                     157
## sd(muAdvice_listturntype_pair_time_prop)                                                                109
## sd(muElaboration_listturntype_Intercept)                                                                489
## sd(muElaboration_listturntype_pair_time_prop)                                                           177
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           539
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                       79
## sd(muQuestion_listturntype_Intercept)                                                                   534
## sd(muQuestion_listturntype_pair_time_prop)                                                              153
## sd(muReflection_listturntype_Intercept)                                                                 449
## sd(muReflection_listturntype_pair_time_prop)                                                            145
## sd(muAdvice_discturntype_Intercept)                                                                      65
## sd(muAdvice_discturntype_pair_time_prop)                                                                 41
## sd(muElaboration_discturntype_Intercept)                                                                372
## sd(muElaboration_discturntype_pair_time_prop)                                                            80
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           401
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      373
## sd(muQuestion_discturntype_Intercept)                                                                   525
## sd(muQuestion_discturntype_pair_time_prop)                                                               88
## sd(muReflection_discturntype_Intercept)                                                                 243
## sd(muReflection_discturntype_pair_time_prop)                                                            344
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                              1119
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               273
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          192
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          348
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     321
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     397
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          417
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     322
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     414
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                460
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     308
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                510
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                701
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           800
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           508
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  320
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             215
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             397
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        357
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        248
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   168
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             939
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                       1029
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        970
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   753
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                  1003
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              677
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           713
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                211
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           113
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           264
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      229
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      292
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 206
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              405
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         290
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           781
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      739
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                     1134
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 769
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 743
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            713
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         705
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    705
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       454
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    803
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               341
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               944
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          776
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          553
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     753
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  484
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             564
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                652
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           688
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               876
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          532
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                         1262
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     887
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     839
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                582
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             620
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        779
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           893
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      776
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               583
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               326
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          219
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          470
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     355
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     409
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                315
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             487
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        313
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           647
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      344
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               256
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          299
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          369
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     662
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                    1113
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                312
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                687
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           526
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        924
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   423
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     1097
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 533
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          649
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     584
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     368
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          446
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     373
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     555
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                486
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                415
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           447
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        663
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   483
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      595
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 647
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          489
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     567
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     669
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                755
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     822
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                455
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                676
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           655
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           631
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      365
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   885
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              629
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 838
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            414
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     373
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                337
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                501
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           593
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           628
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  307
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             229
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             781
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        381
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        443
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   306
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                476
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           227
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              727
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         366
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  313
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                              79
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             770
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        408
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        655
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   633
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             702
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        550
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        933
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   525
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   929
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              786
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           765
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      594
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         830
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    801
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             634
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        786
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        710
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   709
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   786
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              918
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           558
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                670
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           491
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                          1200
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      724
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      798
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 602
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              814
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         709
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                           1158
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       825
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                598
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           547
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           833
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      755
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      852
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 905
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              869
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         634
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                          1088
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                     1035
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      971
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 925
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 999
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            927
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                        1009
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    826
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       597
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  922
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           782
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      703
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                     1066
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 558
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 925
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            956
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         756
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    584
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       568
##                                                                                                    Tail_ESS
## sd(muAdvice_listturntype_Intercept)                                                                     281
## sd(muAdvice_listturntype_pair_time_prop)                                                                293
## sd(muElaboration_listturntype_Intercept)                                                                465
## sd(muElaboration_listturntype_pair_time_prop)                                                           161
## sd(muHedgedDisclosure_listturntype_Intercept)                                                           542
## sd(muHedgedDisclosure_listturntype_pair_time_prop)                                                      224
## sd(muQuestion_listturntype_Intercept)                                                                   612
## sd(muQuestion_listturntype_pair_time_prop)                                                              430
## sd(muReflection_listturntype_Intercept)                                                                 629
## sd(muReflection_listturntype_pair_time_prop)                                                            302
## sd(muAdvice_discturntype_Intercept)                                                                     261
## sd(muAdvice_discturntype_pair_time_prop)                                                                266
## sd(muElaboration_discturntype_Intercept)                                                                415
## sd(muElaboration_discturntype_pair_time_prop)                                                           233
## sd(muHedgedDisclosure_discturntype_Intercept)                                                           342
## sd(muHedgedDisclosure_discturntype_pair_time_prop)                                                      301
## sd(muQuestion_discturntype_Intercept)                                                                   637
## sd(muQuestion_discturntype_pair_time_prop)                                                              195
## sd(muReflection_discturntype_Intercept)                                                                 239
## sd(muReflection_discturntype_pair_time_prop)                                                            593
## cor(muAdvice_listturntype_Intercept,muAdvice_listturntype_pair_time_prop)                               826
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_Intercept)                               491
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_Intercept)                          336
## cor(muAdvice_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                          458
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_listturntype_pair_time_prop)                     578
## cor(muElaboration_listturntype_Intercept,muElaboration_listturntype_pair_time_prop)                     387
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                          613
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                     461
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_Intercept)                     776
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_Intercept)                599
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                     445
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)                562
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)                527
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_listturntype_pair_time_prop)           817
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_listturntype_pair_time_prop)           722
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_Intercept)                                  522
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                             461
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_Intercept)                             703
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                        751
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_Intercept)                        433
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_Intercept)                   237
## cor(muAdvice_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                             648
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                        783
## cor(muElaboration_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                        792
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)                   630
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                   879
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_listturntype_pair_time_prop)              740
## cor(muQuestion_listturntype_Intercept,muQuestion_listturntype_pair_time_prop)                           879
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_Intercept)                                500
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                           251
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_Intercept)                           407
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                      470
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_Intercept)                      404
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                 376
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_Intercept)                              565
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_Intercept)                         656
## cor(muAdvice_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                           630
## cor(muAdvice_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                      845
## cor(muElaboration_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                      558
## cor(muElaboration_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                 735
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                 741
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)            790
## cor(muQuestion_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                         815
## cor(muQuestion_listturntype_pair_time_prop,muReflection_listturntype_pair_time_prop)                    824
## cor(muReflection_listturntype_Intercept,muReflection_listturntype_pair_time_prop)                       778
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_Intercept)                                    625
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                               503
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_Intercept)                               708
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                          639
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_Intercept)                          732
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                     665
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_Intercept)                                  458
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                             681
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_Intercept)                                769
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_Intercept)                           810
## cor(muAdvice_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               712
## cor(muAdvice_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                          564
## cor(muElaboration_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                          585
## cor(muElaboration_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                     586
## cor(muHedgedDisclosure_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                     689
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                660
## cor(muQuestion_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                             846
## cor(muQuestion_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                        797
## cor(muReflection_listturntype_Intercept,muAdvice_discturntype_pair_time_prop)                           770
## cor(muReflection_listturntype_pair_time_prop,muAdvice_discturntype_pair_time_prop)                      768
## cor(muAdvice_discturntype_Intercept,muAdvice_discturntype_pair_time_prop)                               817
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_Intercept)                               344
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          511
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_Intercept)                          603
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                     719
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_Intercept)                     662
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                421
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_Intercept)                             569
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                        584
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_Intercept)                           691
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_Intercept)                      450
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_Intercept)                               890
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_Intercept)                          730
## cor(muAdvice_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          329
## cor(muAdvice_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     708
## cor(muElaboration_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     682
## cor(muElaboration_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                619
## cor(muHedgedDisclosure_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                697
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)           780
## cor(muQuestion_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                        722
## cor(muQuestion_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                   758
## cor(muReflection_listturntype_Intercept,muElaboration_discturntype_pair_time_prop)                      714
## cor(muReflection_listturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                 701
## cor(muAdvice_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                          712
## cor(muAdvice_discturntype_pair_time_prop,muElaboration_discturntype_pair_time_prop)                     764
## cor(muElaboration_discturntype_Intercept,muElaboration_discturntype_pair_time_prop)                     300
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          674
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     738
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     689
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                480
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                685
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)           777
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                        698
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                   715
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                      731
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                 767
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                          833
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                     794
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_Intercept)                     866
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_Intercept)                750
## cor(muAdvice_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     762
## cor(muAdvice_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                729
## cor(muElaboration_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                911
## cor(muElaboration_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           859
## cor(muHedgedDisclosure_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           749
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)      468
## cor(muQuestion_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                   723
## cor(muQuestion_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)              795
## cor(muReflection_listturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                 572
## cor(muReflection_listturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)            815
## cor(muAdvice_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                     520
## cor(muAdvice_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)                494
## cor(muElaboration_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)                429
## cor(muElaboration_discturntype_pair_time_prop,muHedgedDisclosure_discturntype_pair_time_prop)           657
## cor(muHedgedDisclosure_discturntype_Intercept,muHedgedDisclosure_discturntype_pair_time_prop)           798
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_Intercept)                                  512
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             495
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_Intercept)                             784
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        626
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_Intercept)                        739
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   615
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_Intercept)                                644
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                           448
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_Intercept)                              780
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_Intercept)                         507
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_Intercept)                                  507
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                             437
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_Intercept)                             679
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                        553
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_Intercept)                        708
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_Intercept)                   673
## cor(muAdvice_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             784
## cor(muAdvice_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        539
## cor(muElaboration_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        623
## cor(muElaboration_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   748
## cor(muHedgedDisclosure_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   840
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              853
## cor(muQuestion_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           649
## cor(muQuestion_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                      741
## cor(muReflection_listturntype_Intercept,muQuestion_discturntype_pair_time_prop)                         982
## cor(muReflection_listturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                    910
## cor(muAdvice_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                             714
## cor(muAdvice_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                        827
## cor(muElaboration_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                        723
## cor(muElaboration_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)                   611
## cor(muHedgedDisclosure_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                   789
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muQuestion_discturntype_pair_time_prop)              834
## cor(muQuestion_discturntype_Intercept,muQuestion_discturntype_pair_time_prop)                           782
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_Intercept)                                848
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                           733
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_Intercept)                           784
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                      861
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_Intercept)                      852
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                 911
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_Intercept)                              674
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                         525
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_Intercept)                            770
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_Intercept)                       750
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_Intercept)                                782
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                           842
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_Intercept)                           920
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                      789
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_Intercept)                      796
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                 943
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_Intercept)                              786
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_Intercept)                         801
## cor(muAdvice_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                           745
## cor(muAdvice_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      682
## cor(muElaboration_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                      712
## cor(muElaboration_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 739
## cor(muHedgedDisclosure_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                 839
## cor(muHedgedDisclosure_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            797
## cor(muQuestion_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                         617
## cor(muQuestion_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    774
## cor(muReflection_listturntype_Intercept,muReflection_discturntype_pair_time_prop)                       763
## cor(muReflection_listturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                  912
## cor(muAdvice_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                           858
## cor(muAdvice_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                      647
## cor(muElaboration_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                      868
## cor(muElaboration_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                 901
## cor(muHedgedDisclosure_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                 766
## cor(muHedgedDisclosure_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)            764
## cor(muQuestion_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                         704
## cor(muQuestion_discturntype_pair_time_prop,muReflection_discturntype_pair_time_prop)                    738
## cor(muReflection_discturntype_Intercept,muReflection_discturntype_pair_time_prop)                       674
## 
## Population-Level Effects: 
##                                                Estimate Est.Error l-95% CI
## muAdvice_listturntype_Intercept                   -4.63      0.56    -5.79
## muElaboration_listturntype_Intercept              -1.87      0.20    -2.26
## muHedgedDisclosure_listturntype_Intercept         -2.99      0.25    -3.49
## muQuestion_listturntype_Intercept                 -1.74      0.21    -2.17
## muReflection_listturntype_Intercept               -1.25      0.16    -1.58
## muAdvice_discturntype_Intercept                   -2.60      0.77    -4.22
## muElaboration_discturntype_Intercept               2.74      0.19     2.38
## muHedgedDisclosure_discturntype_Intercept          1.08      0.22     0.64
## muQuestion_discturntype_Intercept                 -1.25      0.41    -2.11
## muReflection_discturntype_Intercept               -2.65      0.59    -3.85
## muAdvice_listturntype_pair_time_prop               1.60      0.88    -0.40
## muElaboration_listturntype_pair_time_prop          2.17      0.27     1.66
## muHedgedDisclosure_listturntype_pair_time_prop     1.88      0.37     1.14
## muQuestion_listturntype_pair_time_prop             0.50      0.30    -0.10
## muReflection_listturntype_pair_time_prop           0.65      0.24     0.15
## muAdvice_discturntype_pair_time_prop              -1.76      1.63    -5.84
## muElaboration_discturntype_pair_time_prop         -1.08      0.28    -1.60
## muHedgedDisclosure_discturntype_pair_time_prop    -1.95      0.39    -2.74
## muQuestion_discturntype_pair_time_prop            -0.49      0.56    -1.67
## muReflection_discturntype_pair_time_prop           0.21      0.82    -1.46
##                                                u-95% CI Rhat Bulk_ESS Tail_ESS
## muAdvice_listturntype_Intercept                   -3.61 1.00      206      187
## muElaboration_listturntype_Intercept              -1.46 1.00      537      611
## muHedgedDisclosure_listturntype_Intercept         -2.51 1.00      692      745
## muQuestion_listturntype_Intercept                 -1.36 1.00      643      672
## muReflection_listturntype_Intercept               -0.94 1.00      551      653
## muAdvice_discturntype_Intercept                   -1.22 1.02      242      551
## muElaboration_discturntype_Intercept               3.12 1.00      515      707
## muHedgedDisclosure_discturntype_Intercept          1.50 1.00      516      619
## muQuestion_discturntype_Intercept                 -0.46 1.00      673      538
## muReflection_discturntype_Intercept               -1.57 1.01      688      407
## muAdvice_listturntype_pair_time_prop               3.09 1.00      184      181
## muElaboration_listturntype_pair_time_prop          2.73 1.00      692      707
## muHedgedDisclosure_listturntype_pair_time_prop     2.56 1.00      595      399
## muQuestion_listturntype_pair_time_prop             1.07 1.00     1004      882
## muReflection_listturntype_pair_time_prop           1.10 1.00      714      610
## muAdvice_discturntype_pair_time_prop               0.71 1.03      167      241
## muElaboration_discturntype_pair_time_prop         -0.55 1.01      653      616
## muHedgedDisclosure_discturntype_pair_time_prop    -1.23 1.00      666      644
## muQuestion_discturntype_pair_time_prop             0.52 1.00      576      519
## muReflection_discturntype_pair_time_prop           1.77 1.01      847      545
## 
## Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
## and Tail_ESS are effective sample size measures, and Rhat is the potential
## scale reduction factor on split chains (at convergence, Rhat = 1).

# Extract the posterior predictions from the model object 
post <- as_draws_df(model)

# Subset the fixed effects, which happen to be the first 20 columns 
post_fixed <- post[ , 1:20]

## Warning: Dropping 'draws_df' class as required metadata was removed.

# Create a function for calculating the probability of direction 
mypdirect <- function(x) {
  p_direction <- ifelse(sign(median(x)) == -1, mean(x < 0), mean(x >= 0))
  p_direction
}

# Calculate the probability of direction of the fixed effects
post_pdirect <- # Select data set
                post_fixed %>% 
                # For each of the 20 columns (i.e., fixed effects), apply the mypdirect function
                dplyr::summarise(across(1:20, mypdirect)) %>%
                # Save the data as a data.frame
                as.data.frame()

# Display results
t(post_pdirect) 

##                                                   [,1]
## b_muAdvice_listturntype_Intercept                1.000
## b_muElaboration_listturntype_Intercept           1.000
## b_muHedgedDisclosure_listturntype_Intercept      1.000
## b_muQuestion_listturntype_Intercept              1.000
## b_muReflection_listturntype_Intercept            1.000
## b_muAdvice_discturntype_Intercept                1.000
## b_muElaboration_discturntype_Intercept           1.000
## b_muHedgedDisclosure_discturntype_Intercept      1.000
## b_muQuestion_discturntype_Intercept              1.000
## b_muReflection_discturntype_Intercept            1.000
## b_muAdvice_listturntype_pair_time_prop           0.956
## b_muElaboration_listturntype_pair_time_prop      1.000
## b_muHedgedDisclosure_listturntype_pair_time_prop 1.000
## b_muQuestion_listturntype_pair_time_prop         0.952
## b_muReflection_listturntype_pair_time_prop       0.993
## b_muAdvice_discturntype_pair_time_prop           0.884
## b_muElaboration_discturntype_pair_time_prop      0.999
## b_muHedgedDisclosure_discturntype_pair_time_prop 1.000
## b_muQuestion_discturntype_pair_time_prop         0.820
## b_muReflection_discturntype_pair_time_prop       0.627

Please see the brief description above or the accompanying paper for additional information about the probability of direction.

Plotting the Model-Predicted Growth Curves.

As a last step, we plot the model-predicted trajectories of changes in conversation behaviors to gain an intuitive understanding of the (nonlinear) change in the observed behaviors.

Before we plot the data, we establish our color palette by assigning each conversation behavior a color.

# Set colors
cols <- c("Acknowledgement" = "#619CFF", 
          "Advice" = "#FFE700",
          "Elaboration" = "#F8766D", 
          "HedgedDisclosure" = "#FFA500",
          "Question" = "#00BA38", 
          "Reflection" = "#DB72FB")

Next, we calculate the model-predicted trajectories and uncertainty around those estimates for listeners and disclosers.

# Calculate the predicted scores (and uncertainty)
predplotdata <- conditional_effects(model, categorical = TRUE)

# Extract predictions for listeners and disclosers into separate data sets

# Select listener values from list within predplotdata 
listenerplotdata <- as.data.frame(predplotdata[['listturntype.listturntype_pair_time_prop:cats__']])

# Select discloser values from list within predplotdata 
discloserplotdata <- as.data.frame(predplotdata[['discturntype.discturntype_pair_time_prop:cats__']])

Finally, we plot the model-predicted trajectories of conversation behavior change for listeners and disclosers separately. These trajectories were all predicted from the same model, but we display them separately here due to the number of variables (6 conversation behaviors * 2 dyad members = 12 trajectories) that may be difficult to visually examine in a single plot.

# Listener plot
listener_plot <-
      # Choose the data (listenerplotdata)
      ggplot(listenerplotdata) + 
  
      # Create title for plot 
      ggtitle("Probability of Listener Conversation Behavior Use") +
  
      # Create credible intervals
      # Set the value of the time variable (pair_time_prop) on the x-axis
      # Set the width of the credible intervals, with lower bounds (lower__) and upper bounds (upper__)
      geom_ribbon(aes(x = pair_time_prop, ymin = lower__, ymax = upper__, 
                      # Set the color of the intervals to match the conversation behavior category (cats__) colors
                      # Set the transparency of the intervals with alpha
                      fill = as.factor(cats__)), alpha = 0.3) +
  
      # Create the trajectories
      # Set the value of the time variable (pair_time_prop) on the x-axis
      # Set the predicted value (estimate__) on the y-axis
      # Set the color of the trajectory to the conversation behavior category (cats__)
      geom_line(aes(x = pair_time_prop, y = estimate__, color = cats__, 
                 group = as.factor(cats__)), size = 1) +
  
      # Set the color of the trajectory and intervals to vector we created earlier (cols)
      scale_fill_manual(values = cols, name = "Conversation Behavior") +
      scale_color_manual(values = cols, name = "Conversation Behavior") +
  
      # Set tick marks on x- and y-axes
      scale_y_continuous(limits = c(0, 1), breaks = c(0.0, 0.2, 0.4, 0.6, 0.8, 1.0)) +
      scale_x_continuous(limits = c(0, 1), breaks = c(0.0, 0.2, 0.4, 0.6, 0.8, 1.0)) +
  
      # Label for x-axis
      xlab("Conversation Time (Proportion)") + 
  
      # Label for y-axis
      ylab("Probability of Conversation Behavior") +
   
      # Plot aesthetics
      theme_classic()

# Discloser plot
discloser_plot <-
      # Choose the data (discloserplotdata)
      ggplot(discloserplotdata) + 
  
      # Create title for plot 
      ggtitle("Probability of Discloser Conversation Behavior Use") +
  
      # Create credible intervals
      # Set the value of the time variable (pair_time_prop) on the x-axis
      # Set the width of the credible intervals, with lower bounds (lower__) and upper bounds (upper__)
      geom_ribbon(aes(x = pair_time_prop, ymin = lower__, ymax = upper__, 
                      # Set the color of the intervals to match the conversation behavior category (cats__) colors
                      # Set the transparency of the intervals with alpha
                      fill = as.factor(cats__)), alpha = 0.3) +
  
      # Create the trajectories
      # Set the value of the time variable (pair_time_prop) on the x-axis
      # Set the predicted value (estimate__) on the y-axis
      # Set the color of the trajectory to the conversation behavior category (cats__)
      geom_line(aes(x = pair_time_prop, y = estimate__, color = cats__, 
                 group = as.factor(cats__)), size = 1) +
  
      # Set the color of the trajectory and intervals to vector we created earlier (cols)
      scale_fill_manual(values = cols, name = "Conversation Behavior") +
      scale_color_manual(values = cols, name = "Conversation Behavior") +
  
      # Set tick marks on x- and y-axes
      scale_y_continuous(limits = c(0, 1), breaks = c(0.0, 0.2, 0.4, 0.6, 0.8, 1.0)) +
      scale_x_continuous(limits = c(0, 1), breaks = c(0.0, 0.2, 0.4, 0.6, 0.8, 1.0)) +
  
      # Label for x-axis
      xlab("Conversation Time (Proportion)") + 
  
      # Label for y-axis
      ylab("Probability of Conversation Behavior") +
   
      # Plot aesthetics
      theme_classic()

Print the plots we just created.

print(listener_plot)

print(discloser_plot)

In both of these plots, the x-axis represents conversation time as a proportion, with the left representing the beginning of the conversation (conversation time = 0.0) and the right representing the end of the conversation (conversation time = 1.0), and the y-axis represents the probability of a conversation behavior occurring. In the plot of the changes in listeners’ conversation behaviors, we can see that the use of acknowledgements (blue) decreases and the use of elaborations increases across the conversation. In the plot of the changes in disclosers’ conversation behaviors, we can see that the use of elaborations (red) is generally high, the use of acknowledgements (blue) increases, and the use of hedged disclosures (orange) decreases across the conversation.

Conclusion.

We hope this tutorial increases the accessibility of methods that can be applied to longitudinal categorical time series to examine how behaviors during dyadic interactions change over time. We encourage researchers to read the accompanying paper to obtain a greater understanding of the specific considerations (e.g., rescaling the time variable, selection of change functions) when fitting dyadic multinomial logistic growth models.

session_info(pkgs = c("attached"))

## ─ Session info ───────────────────────────────────────────────────────────────
##  setting  value
##  version  R version 4.2.0 (2022-04-22)
##  os       macOS Big Sur/Monterey 10.16
##  system   x86_64, darwin17.0
##  ui       X11
##  language (EN)
##  collate  en_US.UTF-8
##  ctype    en_US.UTF-8
##  tz       America/New_York
##  date     2023-03-08
##  pandoc   2.18 @ /Applications/RStudio.app/Contents/MacOS/quarto/bin/tools/ (via rmarkdown)
## 
## ─ Packages ───────────────────────────────────────────────────────────────────
##  package    * version date (UTC) lib source
##  bayestestR * 0.13.0  2022-09-18 [1] CRAN (R 4.2.0)
##  brms       * 2.17.0  2022-04-13 [1] CRAN (R 4.2.0)
##  devtools   * 2.4.3   2021-11-30 [1] CRAN (R 4.2.0)
##  dplyr      * 1.0.9   2022-04-28 [1] CRAN (R 4.2.0)
##  ggplot2    * 3.3.6   2022-05-03 [1] CRAN (R 4.2.0)
##  psych      * 2.2.5   2022-05-10 [1] CRAN (R 4.2.0)
##  Rcpp       * 1.0.8.3 2022-03-17 [1] CRAN (R 4.2.0)
##  tidybayes  * 3.0.2   2022-01-05 [1] CRAN (R 4.2.0)
##  usethis    * 2.1.5   2021-12-09 [1] CRAN (R 4.2.0)
## 
##  [1] /Library/Frameworks/R.framework/Versions/4.2/Resources/library
## 
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