CFA, SEM, and path analysis in lavaan
Dominik E Froehlich
Load packages
#install.packages("lavaan") # To install the lavaan package for the first time
# The lavaan library is needed for the SEM and CFA functions
library(lavaan)
library(psych)
library(QuantPsyc) ## for standardized regression coefficients,... (out of sheer lazyness I am not using base here...)Load data
# Read the data file (since it is a .csv file that uses semicolons as separators, I use csv2() instead of csv())
# This data is stored in a R variable called "data"
data <- read.csv2(file = "Froehlich et al 2014 100.csv")
data <- data[, c(1:31, 75:92)]
# Get a list of all variables included.
# A short introduction to the dataset:
# LA refers to learning approaches (DeeP, Surface Disorganized, Surface Rational)
names(data)## [1] "ID" "LASD1" "LADP1" "LADP2" "LASD2" "LADP3" "LASR1"
## [8] "LADP4" "LASR2" "LADP5" "LASR3" "LASD3" "LASR4" "LASD4"
## [15] "LASD5" "LASD6" "LADP6" "LASR5" "LASD7" "LASR6" "LASD8"
## [22] "LADP7" "LADP8" "LASD9" "LASR7" "LASR8" "LASR9" "LASD10"
## [29] "LADP9" "LADP10" "LASR10" "LOPCD1" "LOPCD2" "LOSJP1" "LOSJP2"
## [36] "LOPCD3" "LOSJP3" "LOSJP4" "LOSJP5" "LOCS1" "LOCS2" "LOCS3"
## [43] "LOCS4" "LOOJP1" "LOOJP2" "LOOJP3" "LOOJP4" "DSEX" "DAGE"Manipulate data
Make mean scores for scales
data$LADP <- rowMeans(data[, grep(pattern = "LADP", x = names(data))])
data$LASD <- rowMeans(data[, grep(pattern = "LASD", x = names(data))])
data$LASR <- rowMeans(data[, grep(pattern = "LASR", x = names(data))])
data$LOOJP <- rowMeans(data[, grep(pattern = "LOOJP", x = names(data))])
data$LOSJP <- rowMeans(data[, grep(pattern = "LOSJP", x = names(data))])
data$LOCS <- rowMeans(data[, grep(pattern = "LOCS", x = names(data))])
data$LOPCD <- rowMeans(data[, grep(pattern = "LOPCD", x = names(data))])
head(data)## ID LASD1 LADP1 LADP2 LASD2 LADP3 LASR1 LADP4 LASR2 LADP5 LASR3 LASD3
## 1 1 2 4 4 3 3 4 2 3 4 5 4
## 2 2 1 1 1 1 3 5 1 1 5 2 3
## 3 3 1 4 4 3 4 4 3 3 5 2 3
## 4 4 3 4 4 3 4 4 3 4 4 4 2
## 5 5 2 4 3 2 4 4 2 3 3 3 3
## 6 6 3 4 5 3 4 5 2 3 4 4 4
## LASR4 LASD4 LASD5 LASD6 LADP6 LASR5 LASD7 LASR6 LASD8 LADP7 LADP8 LASD9
## 1 3 2 3 3 4 3 3 2 3 2 4 2
## 2 1 1 5 5 3 5 1 2 2 2 5 1
## 3 3 1 3 3 3 5 1 1 1 3 3 1
## 4 2 2 3 3 2 4 2 4 2 3 4 1
## 5 3 2 5 2 2 4 1 2 2 4 4 2
## 6 3 2 3 3 4 4 3 1 3 2 3 1
## LASR7 LASR8 LASR9 LASD10 LADP9 LADP10 LASR10 LOPCD1 LOPCD2 LOSJP1 LOSJP2
## 1 3 4 3 3 2 2 3 4 4 4 5
## 2 3 3 2 5 4 4 1 4 3 5 5
## 3 4 4 3 3 5 5 5 5 4 5 5
## 4 3 4 3 3 2 4 2 5 4 5 5
## 5 3 3 3 2 4 5 3 5 5 4 5
## 6 4 5 2 3 3 3 4 4 5 4 5
## LOPCD3 LOSJP3 LOSJP4 LOSJP5 LOCS1 LOCS2 LOCS3 LOCS4 LOOJP1 LOOJP2 LOOJP3
## 1 5 3 4 4 4 4 3 4 8 7 9
## 2 5 5 4 4 3 4 4 3 8 8 7
## 3 5 5 4 5 3 4 4 5 7 7 7
## 4 5 5 5 5 4 3 4 5 5 6 8
## 5 5 4 4 4 4 4 3 5 8 5 7
## 6 5 5 4 5 2 4 4 4 9 8 9
## LOOJP4 DSEX DAGE LADP LASD LASR LOOJP LOSJP LOCS LOPCD
## 1 9 1 3 3.1 2.8 3.3 8.25 4.0 3.75 4.333333
## 2 9 1 4 2.9 2.5 2.5 8.00 4.6 3.50 4.000000
## 3 7 2 6 3.9 2.0 3.4 7.00 4.8 4.00 4.666667
## 4 6 1 6 3.4 2.4 3.4 6.25 5.0 4.00 4.666667
## 5 8 2 4 3.5 2.3 3.1 7.00 4.2 4.00 5.000000
## 6 9 1 3 3.4 2.8 3.5 8.75 4.6 3.50 4.666667Correlation
Correaltion using the psych package
corr_model <- psych::corr.test(x = data[, c("LOOJP", "LADP")])
print(corr_model)## Call:psych::corr.test(x = data[, c("LOOJP", "LADP")])
## Correlation matrix
## LOOJP LADP
## LOOJP 1.00 0.13
## LADP 0.13 1.00
## Sample Size
## [1] 100
## Probability values (Entries above the diagonal are adjusted for multiple tests.)
## LOOJP LADP
## LOOJP 0.00 0.21
## LADP 0.21 0.00
##
## To see confidence intervals of the correlations, print with the short=FALSE optioncov(x = data$LOOJP, y = data$LADP)## [1] 0.06391919Correlation using lavaan
Remember that correlation is a ‘standardized covariance’.
corr_lavaan <- '
LOOJP ~~ LADP
'
fit <- sem(model = corr_lavaan, data = data)
summary(fit, standardized = T)## lavaan (0.5-23.1097) converged normally after 12 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
## Minimum Function Value 0.0000000000000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## LOOJP ~~
## LADP 0.063 0.051 1.247 0.212 0.063 0.126
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## LOOJP 1.662 0.235 7.071 0.000 1.662 1.000
## LADP 0.153 0.022 7.071 0.000 0.153 1.000Comparison
- What are the correlation coefficients of each calculation?
- What are the p-values of each calculation?
Simple Regression
Simple Regression using base and the QuantPsyc package
simpleregression_model <- lm(formula = LOOJP ~ LADP, data = data)
summary(simpleregression_model)##
## Call:
## lm(formula = LOOJP ~ LADP, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.1800 -0.8056 0.1737 1.1228 1.9432
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.9372 1.1262 5.272 8.05e-07 ***
## LADP 0.4146 0.3307 1.254 0.213
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.292 on 98 degrees of freedom
## Multiple R-squared: 0.01579, Adjusted R-squared: 0.005746
## F-statistic: 1.572 on 1 and 98 DF, p-value: 0.2129round(QuantPsyc::lm.beta(simpleregression_model),2)## LADP
## 0.13Simple Regression using lavaan
simpleregression_lavaan <- '
LOOJP ~ LADP
'
fit <- sem(model = simpleregression_lavaan, data = data)
summary(fit, standardized = TRUE)## lavaan (0.5-23.1097) converged normally after 12 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## LOOJP ~
## LADP 0.415 0.327 1.267 0.205 0.415 0.126
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .LOOJP 1.636 0.231 7.071 0.000 1.636 0.984Multiple Regression
Multiple Regression using base and the QuantPsyc package
multiregression_model <- lm(formula = LOOJP ~ LADP + LASD + LASR + DAGE, data = data)
summary(multiregression_model)##
## Call:
## lm(formula = LOOJP ~ LADP + LASD + LASR + DAGE, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.2951 -0.8556 0.2084 1.0296 2.0477
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.66416 1.64701 4.653 1.06e-05 ***
## LADP 0.38652 0.33131 1.167 0.2463
## LASD -0.73739 0.31567 -2.336 0.0216 *
## LASR -0.06585 0.28478 -0.231 0.8176
## DAGE 0.08289 0.09970 0.831 0.4078
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.274 on 95 degrees of freedom
## Multiple R-squared: 0.0724, Adjusted R-squared: 0.03334
## F-statistic: 1.854 on 4 and 95 DF, p-value: 0.125round(QuantPsyc::lm.beta(multiregression_model),2)## LADP LASD LASR DAGE
## 0.12 -0.24 -0.02 0.09Multiple Regression using lavaan
multireg_lavaan <- '
LOOJP ~ LADP + LASD + LASR + DAGE
'
fit <- sem(model = multireg_lavaan, data = data)
summary(fit, standardized = T)## lavaan (0.5-23.1097) converged normally after 20 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
## Minimum Function Value 0.0000000000000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## LOOJP ~
## LADP 0.387 0.323 1.197 0.231 0.387 0.117
## LASD -0.737 0.308 -2.397 0.017 -0.737 -0.240
## LASR -0.066 0.278 -0.237 0.812 -0.066 -0.023
## DAGE 0.083 0.097 0.853 0.394 0.083 0.086
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .LOOJP 1.542 0.218 7.071 0.000 1.542 0.928Going further
About measurement: CFA
# We first need to define a model to be tested. We save the model in the variable "cfa_model"
cfa_model <- '
lv_LADP =~ LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
lv_LASD =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
lv_LASR =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10
'
# Fit the model to the data
fit <- cfa(model = cfa_model, data = data)
# Show the (minimal) output
summary(fit)## lavaan (0.5-23.1097) converged normally after 53 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 725.562
## Degrees of freedom 402
## P-value (Chi-square) 0.000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP =~
## LADP1 1.000
## LADP2 0.964 0.256 3.761 0.000
## LADP3 0.660 0.234 2.821 0.005
## LADP4 0.250 0.205 1.220 0.222
## LADP5 0.379 0.200 1.895 0.058
## LADP6 -0.370 0.230 -1.611 0.107
## LADP7 0.331 0.234 1.415 0.157
## LADP8 0.468 0.213 2.197 0.028
## LADP9 0.552 0.230 2.403 0.016
## LADP10 0.795 0.237 3.362 0.001
## lv_LASD =~
## LASD1 1.000
## LASD2 0.594 0.352 1.687 0.092
## LASD3 1.498 0.646 2.319 0.020
## LASD4 0.774 0.415 1.865 0.062
## LASD5 -0.296 0.405 -0.731 0.465
## LASD6 0.586 0.363 1.616 0.106
## LASD7 1.084 0.548 1.977 0.048
## LASD8 1.732 0.668 2.593 0.010
## LASD9 1.606 0.631 2.543 0.011
## LASD10 1.963 0.737 2.665 0.008
## lv_LASR =~
## LASR1 1.000
## LASR2 0.730 0.180 4.067 0.000
## LASR3 0.791 0.215 3.674 0.000
## LASR4 0.498 0.186 2.679 0.007
## LASR5 0.710 0.173 4.103 0.000
## LASR6 0.414 0.176 2.357 0.018
## LASR7 0.503 0.165 3.052 0.002
## LASR8 0.402 0.177 2.269 0.023
## LASR9 0.221 0.177 1.253 0.210
## LASR10 0.708 0.222 3.197 0.001
##
## Covariances:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP ~~
## lv_LASD -0.104 0.046 -2.276 0.023
## lv_LASR 0.058 0.048 1.208 0.227
## lv_LASD ~~
## lv_LASR -0.004 0.025 -0.169 0.865
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LADP1 0.572 0.101 5.666 0.000
## .LADP2 0.463 0.085 5.455 0.000
## .LADP3 0.676 0.103 6.560 0.000
## .LADP4 0.724 0.103 7.003 0.000
## .LADP5 0.628 0.091 6.891 0.000
## .LADP6 0.868 0.125 6.947 0.000
## .LADP7 0.921 0.132 6.978 0.000
## .LADP8 0.669 0.098 6.813 0.000
## .LADP9 0.741 0.110 6.746 0.000
## .LADP10 0.541 0.088 6.138 0.000
## .LASD1 0.688 0.102 6.735 0.000
## .LASD2 0.508 0.074 6.911 0.000
## .LASD3 0.936 0.144 6.515 0.000
## .LASD4 0.627 0.092 6.850 0.000
## .LASD5 0.946 0.134 7.050 0.000
## .LASD6 0.561 0.081 6.930 0.000
## .LASD7 0.998 0.147 6.799 0.000
## .LASD8 0.546 0.094 5.780 0.000
## .LASD9 0.568 0.095 6.009 0.000
## .LASD10 0.487 0.093 5.214 0.000
## .LASR1 0.548 0.105 5.207 0.000
## .LASR2 0.438 0.075 5.828 0.000
## .LASR3 0.760 0.122 6.235 0.000
## .LASR4 0.744 0.110 6.736 0.000
## .LASR5 0.398 0.069 5.778 0.000
## .LASR6 0.705 0.103 6.827 0.000
## .LASR7 0.539 0.082 6.598 0.000
## .LASR8 0.729 0.107 6.848 0.000
## .LASR9 0.812 0.116 7.011 0.000
## .LASR10 0.940 0.144 6.532 0.000
## lv_LADP 0.261 0.105 2.494 0.013
## lv_LASD 0.085 0.059 1.449 0.147
## lv_LASR 0.375 0.127 2.954 0.003# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)## lavaan (0.5-23.1097) converged normally after 53 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 725.562
## Degrees of freedom 402
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 962.791
## Degrees of freedom 435
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.387
## Tucker-Lewis Index (TLI) 0.337
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -3785.626
## Loglikelihood unrestricted model (H1) -3422.845
##
## Number of free parameters 63
## Akaike (AIC) 7697.251
## Bayesian (BIC) 7861.377
## Sample-size adjusted Bayesian (BIC) 7662.407
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.090
## 90 Percent Confidence Interval 0.079 0.100
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.125
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP =~
## LADP1 1.000
## LADP2 0.964 0.256 3.761 0.000
## LADP3 0.660 0.234 2.821 0.005
## LADP4 0.250 0.205 1.220 0.222
## LADP5 0.379 0.200 1.895 0.058
## LADP6 -0.370 0.230 -1.611 0.107
## LADP7 0.331 0.234 1.415 0.157
## LADP8 0.468 0.213 2.197 0.028
## LADP9 0.552 0.230 2.403 0.016
## LADP10 0.795 0.237 3.362 0.001
## lv_LASD =~
## LASD1 1.000
## LASD2 0.594 0.352 1.687 0.092
## LASD3 1.498 0.646 2.319 0.020
## LASD4 0.774 0.415 1.865 0.062
## LASD5 -0.296 0.405 -0.731 0.465
## LASD6 0.586 0.363 1.616 0.106
## LASD7 1.084 0.548 1.977 0.048
## LASD8 1.732 0.668 2.593 0.010
## LASD9 1.606 0.631 2.543 0.011
## LASD10 1.963 0.737 2.665 0.008
## lv_LASR =~
## LASR1 1.000
## LASR2 0.730 0.180 4.067 0.000
## LASR3 0.791 0.215 3.674 0.000
## LASR4 0.498 0.186 2.679 0.007
## LASR5 0.710 0.173 4.103 0.000
## LASR6 0.414 0.176 2.357 0.018
## LASR7 0.503 0.165 3.052 0.002
## LASR8 0.402 0.177 2.269 0.023
## LASR9 0.221 0.177 1.253 0.210
## LASR10 0.708 0.222 3.197 0.001
##
## Covariances:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP ~~
## lv_LASD -0.104 0.046 -2.276 0.023
## lv_LASR 0.058 0.048 1.208 0.227
## lv_LASD ~~
## lv_LASR -0.004 0.025 -0.169 0.865
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LADP1 0.572 0.101 5.666 0.000
## .LADP2 0.463 0.085 5.455 0.000
## .LADP3 0.676 0.103 6.560 0.000
## .LADP4 0.724 0.103 7.003 0.000
## .LADP5 0.628 0.091 6.891 0.000
## .LADP6 0.868 0.125 6.947 0.000
## .LADP7 0.921 0.132 6.978 0.000
## .LADP8 0.669 0.098 6.813 0.000
## .LADP9 0.741 0.110 6.746 0.000
## .LADP10 0.541 0.088 6.138 0.000
## .LASD1 0.688 0.102 6.735 0.000
## .LASD2 0.508 0.074 6.911 0.000
## .LASD3 0.936 0.144 6.515 0.000
## .LASD4 0.627 0.092 6.850 0.000
## .LASD5 0.946 0.134 7.050 0.000
## .LASD6 0.561 0.081 6.930 0.000
## .LASD7 0.998 0.147 6.799 0.000
## .LASD8 0.546 0.094 5.780 0.000
## .LASD9 0.568 0.095 6.009 0.000
## .LASD10 0.487 0.093 5.214 0.000
## .LASR1 0.548 0.105 5.207 0.000
## .LASR2 0.438 0.075 5.828 0.000
## .LASR3 0.760 0.122 6.235 0.000
## .LASR4 0.744 0.110 6.736 0.000
## .LASR5 0.398 0.069 5.778 0.000
## .LASR6 0.705 0.103 6.827 0.000
## .LASR7 0.539 0.082 6.598 0.000
## .LASR8 0.729 0.107 6.848 0.000
## .LASR9 0.812 0.116 7.011 0.000
## .LASR10 0.940 0.144 6.532 0.000
## lv_LADP 0.261 0.105 2.494 0.013
## lv_LASD 0.085 0.059 1.449 0.147
## lv_LASR 0.375 0.127 2.954 0.003
##
## Modification Indices:
##
## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 67 lv_LADP =~ LASD1 0.822 0.334 0.171 0.194 0.194
## 68 lv_LADP =~ LASD2 2.135 0.452 0.231 0.315 0.315
## 69 lv_LADP =~ LASD3 2.875 0.750 0.384 0.361 0.361
## 70 lv_LADP =~ LASD4 1.384 0.408 0.208 0.253 0.253
## 71 lv_LADP =~ LASD5 10.394 1.339 0.684 0.701 0.701
## 72 lv_LADP =~ LASD6 0.168 0.133 0.068 0.089 0.089
## 73 lv_LADP =~ LASD7 0.394 -0.276 -0.141 -0.135 -0.135
## 74 lv_LADP =~ LASD8 3.944 0.748 0.382 0.427 0.427
## 75 lv_LADP =~ LASD9 4.890 -0.820 -0.419 -0.473 -0.473
## 76 lv_LADP =~ LASD10 4.025 -0.783 -0.400 -0.443 -0.443
## 77 lv_LADP =~ LASR1 0.035 0.039 0.020 0.021 0.021
## 78 lv_LADP =~ LASR2 2.345 0.268 0.137 0.171 0.171
## 79 lv_LADP =~ LASR3 0.020 -0.031 -0.016 -0.016 -0.016
## 80 lv_LADP =~ LASR4 1.778 -0.283 -0.145 -0.158 -0.158
## 81 lv_LADP =~ LASR5 3.815 0.327 0.167 0.218 0.218
## 82 lv_LADP =~ LASR6 4.726 -0.446 -0.228 -0.260 -0.260
## 83 lv_LADP =~ LASR7 3.384 -0.335 -0.171 -0.215 -0.215
## 84 lv_LADP =~ LASR8 2.999 0.360 0.184 0.207 0.207
## 85 lv_LADP =~ LASR9 31.529 -1.218 -0.623 -0.684 -0.684
## 86 lv_LADP =~ LASR10 0.002 -0.010 -0.005 -0.005 -0.005
## 87 lv_LASD =~ LADP1 3.419 1.285 0.375 0.411 0.411
## 88 lv_LASD =~ LADP2 0.537 -0.476 -0.139 -0.165 -0.165
## 89 lv_LASD =~ LADP3 1.039 -0.663 -0.193 -0.218 -0.218
## 90 lv_LASD =~ LADP4 1.388 0.743 0.217 0.252 0.252
## 91 lv_LASD =~ LADP5 0.560 0.447 0.130 0.160 0.160
## 92 lv_LASD =~ LADP6 9.482 2.144 0.626 0.658 0.658
## 93 lv_LASD =~ LADP7 2.558 1.142 0.333 0.342 0.342
## 94 lv_LASD =~ LADP8 0.216 -0.290 -0.085 -0.099 -0.099
## 95 lv_LASD =~ LADP9 0.384 0.410 0.120 0.132 0.132
## 96 lv_LASD =~ LADP10 0.345 -0.366 -0.107 -0.127 -0.127
## 97 lv_LASD =~ LASR1 0.924 -0.334 -0.097 -0.101 -0.101
## 98 lv_LASD =~ LASR2 2.214 -0.437 -0.128 -0.160 -0.160
## 99 lv_LASD =~ LASR3 0.079 -0.105 -0.031 -0.031 -0.031
## 100 lv_LASD =~ LASR4 1.339 0.413 0.120 0.132 0.132
## 101 lv_LASD =~ LASR5 5.364 -0.652 -0.190 -0.248 -0.248
## 102 lv_LASD =~ LASR6 13.390 1.261 0.368 0.420 0.420
## 103 lv_LASD =~ LASR7 2.934 0.525 0.153 0.192 0.192
## 104 lv_LASD =~ LASR8 0.758 -0.305 -0.089 -0.100 -0.100
## 105 lv_LASD =~ LASR9 27.303 1.906 0.556 0.611 0.611
## 106 lv_LASD =~ LASR10 1.219 0.449 0.131 0.123 0.123
## 107 lv_LASR =~ LADP1 0.004 0.010 0.006 0.007 0.007
## 108 lv_LASR =~ LADP2 0.073 0.043 0.026 0.031 0.031
## 109 lv_LASR =~ LADP3 2.392 -0.263 -0.161 -0.181 -0.181
## 110 lv_LASR =~ LADP4 1.363 -0.197 -0.121 -0.140 -0.140
## 111 lv_LASR =~ LADP5 6.355 0.400 0.245 0.300 0.300
## 112 lv_LASR =~ LADP6 0.014 -0.022 -0.014 -0.014 -0.014
## 113 lv_LASR =~ LADP7 0.714 -0.161 -0.099 -0.101 -0.101
## 114 lv_LASR =~ LADP8 2.130 -0.241 -0.147 -0.173 -0.173
## 115 lv_LASR =~ LADP9 3.753 -0.339 -0.207 -0.229 -0.229
## 116 lv_LASR =~ LADP10 5.034 0.357 0.219 0.260 0.260
## 117 lv_LASR =~ LASD1 1.950 -0.229 -0.140 -0.159 -0.159
## 118 lv_LASR =~ LASD2 1.869 -0.190 -0.116 -0.158 -0.158
## 119 lv_LASR =~ LASD3 8.031 0.553 0.339 0.319 0.319
## 120 lv_LASR =~ LASD4 11.437 0.524 0.321 0.390 0.390
## 121 lv_LASR =~ LASD5 3.370 0.343 0.210 0.215 0.215
## 122 lv_LASR =~ LASD6 2.252 -0.218 -0.134 -0.174 -0.174
## 123 lv_LASR =~ LASD7 3.606 -0.373 -0.228 -0.218 -0.218
## 124 lv_LASR =~ LASD8 1.018 0.162 0.099 0.111 0.111
## 125 lv_LASR =~ LASD9 4.754 -0.348 -0.213 -0.240 -0.240
## 126 lv_LASR =~ LASD10 0.258 0.082 0.050 0.056 0.056
## 127 LADP1 ~~ LADP2 11.704 0.253 0.253 0.330 0.330
## 128 LADP1 ~~ LADP3 3.251 0.134 0.134 0.165 0.165
## 129 LADP1 ~~ LADP4 1.653 -0.093 -0.093 -0.118 -0.118
## 130 LADP1 ~~ LADP5 4.543 -0.146 -0.146 -0.196 -0.196
## 131 LADP1 ~~ LADP6 2.200 0.118 0.118 0.136 0.136
## 132 LADP1 ~~ LADP7 0.000 0.001 0.001 0.001 0.001
## 133 LADP1 ~~ LADP8 0.427 -0.047 -0.047 -0.060 -0.060
## 134 LADP1 ~~ LADP9 0.002 -0.004 -0.004 -0.004 -0.004
## 135 LADP1 ~~ LADP10 0.482 -0.049 -0.049 -0.064 -0.064
## 136 LADP1 ~~ LASD1 4.766 0.151 0.151 0.189 0.189
## 137 LADP1 ~~ LASD2 0.782 0.052 0.052 0.078 0.078
## 138 LADP1 ~~ LASD3 0.051 0.019 0.019 0.019 0.019
## 139 LADP1 ~~ LASD4 1.731 0.086 0.086 0.115 0.115
## 140 LADP1 ~~ LASD5 0.202 0.036 0.036 0.040 0.040
## 141 LADP1 ~~ LASD6 0.001 0.002 0.002 0.002 0.002
## 142 LADP1 ~~ LASD7 1.189 0.091 0.091 0.095 0.095
## 143 LADP1 ~~ LASD8 0.494 0.047 0.047 0.057 0.057
## 144 LADP1 ~~ LASD9 1.405 -0.079 -0.079 -0.097 -0.097
## 145 LADP1 ~~ LASD10 0.001 -0.002 -0.002 -0.002 -0.002
## 146 LADP1 ~~ LASR1 0.897 0.064 0.064 0.073 0.073
## 147 LADP1 ~~ LASR2 0.955 0.057 0.057 0.078 0.078
## 148 LADP1 ~~ LASR3 0.001 -0.002 -0.002 -0.002 -0.002
## 149 LADP1 ~~ LASR4 7.054 -0.190 -0.190 -0.227 -0.227
## 150 LADP1 ~~ LASR5 0.001 0.002 0.002 0.003 0.003
## 151 LADP1 ~~ LASR6 0.037 0.013 0.013 0.017 0.017
## 152 LADP1 ~~ LASR7 1.688 -0.080 -0.080 -0.110 -0.110
## 153 LADP1 ~~ LASR8 0.287 -0.038 -0.038 -0.046 -0.046
## 154 LADP1 ~~ LASR9 0.017 -0.010 -0.010 -0.011 -0.011
## 155 LADP1 ~~ LASR10 0.089 0.024 0.024 0.025 0.025
## 156 LADP2 ~~ LADP3 0.307 -0.038 -0.038 -0.051 -0.051
## 157 LADP2 ~~ LADP4 0.357 0.040 0.040 0.055 0.055
## 158 LADP2 ~~ LADP5 0.195 -0.028 -0.028 -0.040 -0.040
## 159 LADP2 ~~ LADP6 0.361 0.044 0.044 0.055 0.055
## 160 LADP2 ~~ LADP7 0.007 0.006 0.006 0.007 0.007
## 161 LADP2 ~~ LADP8 2.377 -0.101 -0.101 -0.141 -0.141
## 162 LADP2 ~~ LADP9 2.394 -0.108 -0.108 -0.142 -0.142
## 163 LADP2 ~~ LADP10 5.095 -0.149 -0.149 -0.211 -0.211
## 164 LADP2 ~~ LASD1 2.840 0.106 0.106 0.144 0.144
## 165 LADP2 ~~ LASD2 3.746 0.104 0.104 0.168 0.168
## 166 LADP2 ~~ LASD3 0.055 0.018 0.018 0.020 0.020
## 167 LADP2 ~~ LASD4 0.504 0.042 0.042 0.061 0.061
## 168 LADP2 ~~ LASD5 0.552 -0.054 -0.054 -0.066 -0.066
## 169 LADP2 ~~ LASD6 0.089 -0.017 -0.017 -0.026 -0.026
## 170 LADP2 ~~ LASD7 0.123 0.027 0.027 0.030 0.030
## 171 LADP2 ~~ LASD8 0.013 0.007 0.007 0.009 0.009
## 172 LADP2 ~~ LASD9 3.926 -0.120 -0.120 -0.161 -0.161
## 173 LADP2 ~~ LASD10 1.988 -0.085 -0.085 -0.111 -0.111
## 174 LADP2 ~~ LASR1 0.808 -0.055 -0.055 -0.068 -0.068
## 175 LADP2 ~~ LASR2 1.073 0.055 0.055 0.081 0.081
## 176 LADP2 ~~ LASR3 5.670 0.161 0.161 0.193 0.193
## 177 LADP2 ~~ LASR4 0.854 -0.060 -0.060 -0.078 -0.078
## 178 LADP2 ~~ LASR5 1.076 -0.052 -0.052 -0.081 -0.081
## 179 LADP2 ~~ LASR6 0.388 0.039 0.039 0.053 0.053
## 180 LADP2 ~~ LASR7 0.049 -0.012 -0.012 -0.019 -0.019
## 181 LADP2 ~~ LASR8 3.457 0.119 0.119 0.160 0.160
## 182 LADP2 ~~ LASR9 6.371 -0.169 -0.169 -0.221 -0.221
## 183 LADP2 ~~ LASR10 0.288 -0.040 -0.040 -0.045 -0.045
## 184 LADP3 ~~ LADP4 0.031 -0.013 -0.013 -0.017 -0.017
## 185 LADP3 ~~ LADP5 2.760 -0.114 -0.114 -0.157 -0.157
## 186 LADP3 ~~ LADP6 0.273 0.042 0.042 0.050 0.050
## 187 LADP3 ~~ LADP7 0.511 0.059 0.059 0.068 0.068
## 188 LADP3 ~~ LADP8 9.225 0.217 0.217 0.287 0.287
## 189 LADP3 ~~ LADP9 0.059 0.018 0.018 0.023 0.023
## 190 LADP3 ~~ LADP10 8.509 -0.200 -0.200 -0.268 -0.268
## 191 LADP3 ~~ LASD1 0.943 -0.069 -0.069 -0.089 -0.089
## 192 LADP3 ~~ LASD2 0.001 0.002 0.002 0.003 0.003
## 193 LADP3 ~~ LASD3 4.417 -0.178 -0.178 -0.188 -0.188
## 194 LADP3 ~~ LASD4 1.209 -0.074 -0.074 -0.102 -0.102
## 195 LADP3 ~~ LASD5 0.017 -0.011 -0.011 -0.012 -0.012
## 196 LADP3 ~~ LASD6 1.456 0.077 0.077 0.113 0.113
## 197 LADP3 ~~ LASD7 0.138 0.032 0.032 0.034 0.034
## 198 LADP3 ~~ LASD8 2.422 -0.105 -0.105 -0.132 -0.132
## 199 LADP3 ~~ LASD9 2.607 0.110 0.110 0.139 0.139
## 200 LADP3 ~~ LASD10 0.601 0.052 0.052 0.064 0.064
## 201 LADP3 ~~ LASR1 2.702 -0.114 -0.114 -0.134 -0.134
## 202 LADP3 ~~ LASR2 0.517 0.043 0.043 0.061 0.061
## 203 LADP3 ~~ LASR3 1.100 0.081 0.081 0.091 0.091
## 204 LADP3 ~~ LASR4 0.088 0.022 0.022 0.027 0.027
## 205 LADP3 ~~ LASR5 0.344 -0.034 -0.034 -0.049 -0.049
## 206 LADP3 ~~ LASR6 1.133 -0.076 -0.076 -0.098 -0.098
## 207 LADP3 ~~ LASR7 0.014 0.008 0.008 0.011 0.011
## 208 LADP3 ~~ LASR8 1.839 -0.099 -0.099 -0.125 -0.125
## 209 LADP3 ~~ LASR9 1.272 -0.086 -0.086 -0.106 -0.106
## 210 LADP3 ~~ LASR10 0.035 0.016 0.016 0.017 0.017
## 211 LADP4 ~~ LADP5 0.049 0.015 0.015 0.022 0.022
## 212 LADP4 ~~ LADP6 5.577 -0.190 -0.190 -0.232 -0.232
## 213 LADP4 ~~ LADP7 2.374 0.127 0.127 0.152 0.152
## 214 LADP4 ~~ LADP8 2.219 -0.106 -0.106 -0.145 -0.145
## 215 LADP4 ~~ LADP9 1.757 0.100 0.100 0.128 0.128
## 216 LADP4 ~~ LADP10 2.341 0.103 0.103 0.143 0.143
## 217 LADP4 ~~ LASD1 0.847 -0.066 -0.066 -0.088 -0.088
## 218 LADP4 ~~ LASD2 0.358 0.037 0.037 0.058 0.058
## 219 LADP4 ~~ LASD3 0.191 0.037 0.037 0.041 0.041
## 220 LADP4 ~~ LASD4 0.368 -0.042 -0.042 -0.059 -0.059
## 221 LADP4 ~~ LASD5 1.158 -0.090 -0.090 -0.107 -0.107
## 222 LADP4 ~~ LASD6 0.002 -0.003 -0.003 -0.005 -0.005
## 223 LADP4 ~~ LASD7 0.396 0.054 0.054 0.060 0.060
## 224 LADP4 ~~ LASD8 1.088 0.071 0.071 0.092 0.092
## 225 LADP4 ~~ LASD9 3.818 0.134 0.134 0.175 0.175
## 226 LADP4 ~~ LASD10 0.753 -0.058 -0.058 -0.074 -0.074
## 227 LADP4 ~~ LASR1 6.961 -0.185 -0.185 -0.224 -0.224
## 228 LADP4 ~~ LASR2 0.841 -0.055 -0.055 -0.081 -0.081
## 229 LADP4 ~~ LASR3 0.159 -0.031 -0.031 -0.036 -0.036
## 230 LADP4 ~~ LASR4 6.383 0.189 0.189 0.241 0.241
## 231 LADP4 ~~ LASR5 4.620 -0.124 -0.124 -0.188 -0.188
## 232 LADP4 ~~ LASR6 2.877 0.123 0.123 0.163 0.163
## 233 LADP4 ~~ LASR7 3.445 0.119 0.119 0.174 0.174
## 234 LADP4 ~~ LASR8 0.779 0.065 0.065 0.085 0.085
## 235 LADP4 ~~ LASR9 0.016 -0.010 -0.010 -0.012 -0.012
## 236 LADP4 ~~ LASR10 2.059 0.122 0.122 0.134 0.134
## 237 LADP5 ~~ LADP6 0.579 0.057 0.057 0.074 0.074
## 238 LADP5 ~~ LADP7 0.025 -0.012 -0.012 -0.015 -0.015
## 239 LADP5 ~~ LADP8 0.221 0.032 0.032 0.045 0.045
## 240 LADP5 ~~ LADP9 0.692 0.059 0.059 0.080 0.080
## 241 LADP5 ~~ LADP10 11.437 0.216 0.216 0.314 0.314
## 242 LADP5 ~~ LASD1 1.858 -0.092 -0.092 -0.128 -0.128
## 243 LADP5 ~~ LASD2 0.156 -0.023 -0.023 -0.038 -0.038
## 244 LADP5 ~~ LASD3 15.116 0.311 0.311 0.359 0.359
## 245 LADP5 ~~ LASD4 1.063 0.066 0.066 0.098 0.098
## 246 LADP5 ~~ LASD5 6.050 0.192 0.192 0.241 0.241
## 247 LADP5 ~~ LASD6 0.103 0.019 0.019 0.031 0.031
## 248 LADP5 ~~ LASD7 0.904 -0.077 -0.077 -0.090 -0.090
## 249 LADP5 ~~ LASD8 0.302 0.035 0.035 0.048 0.048
## 250 LADP5 ~~ LASD9 0.804 -0.058 -0.058 -0.079 -0.079
## 251 LADP5 ~~ LASD10 0.609 -0.049 -0.049 -0.066 -0.066
## 252 LADP5 ~~ LASR1 1.632 0.084 0.084 0.107 0.107
## 253 LADP5 ~~ LASR2 0.115 -0.019 -0.019 -0.030 -0.030
## 254 LADP5 ~~ LASR3 0.411 0.047 0.047 0.057 0.057
## 255 LADP5 ~~ LASR4 0.004 0.004 0.004 0.006 0.006
## 256 LADP5 ~~ LASR5 0.657 0.044 0.044 0.070 0.070
## 257 LADP5 ~~ LASR6 0.088 0.020 0.020 0.028 0.028
## 258 LADP5 ~~ LASR7 0.236 -0.029 -0.029 -0.045 -0.045
## 259 LADP5 ~~ LASR8 2.605 0.112 0.112 0.154 0.154
## 260 LADP5 ~~ LASR9 1.359 -0.084 -0.084 -0.113 -0.113
## 261 LADP5 ~~ LASR10 0.571 0.060 0.060 0.070 0.070
## 262 LADP6 ~~ LADP7 0.207 0.041 0.041 0.045 0.045
## 263 LADP6 ~~ LADP8 0.345 0.046 0.046 0.057 0.057
## 264 LADP6 ~~ LADP9 8.403 0.240 0.240 0.279 0.279
## 265 LADP6 ~~ LADP10 0.660 -0.060 -0.060 -0.076 -0.076
## 266 LADP6 ~~ LASD1 0.374 -0.048 -0.048 -0.058 -0.058
## 267 LADP6 ~~ LASD2 0.502 0.048 0.048 0.069 0.069
## 268 LADP6 ~~ LASD3 1.697 0.122 0.122 0.121 0.121
## 269 LADP6 ~~ LASD4 0.567 0.057 0.057 0.072 0.072
## 270 LADP6 ~~ LASD5 3.580 0.173 0.173 0.186 0.186
## 271 LADP6 ~~ LASD6 3.671 0.136 0.136 0.186 0.186
## 272 LADP6 ~~ LASD7 12.161 0.332 0.332 0.333 0.333
## 273 LADP6 ~~ LASD8 0.168 0.031 0.031 0.036 0.036
## 274 LADP6 ~~ LASD9 0.196 -0.033 -0.033 -0.039 -0.039
## 275 LADP6 ~~ LASD10 1.053 0.075 0.075 0.087 0.087
## 276 LADP6 ~~ LASR1 0.268 -0.040 -0.040 -0.044 -0.044
## 277 LADP6 ~~ LASR2 0.758 -0.058 -0.058 -0.076 -0.076
## 278 LADP6 ~~ LASR3 1.459 -0.103 -0.103 -0.109 -0.109
## 279 LADP6 ~~ LASR4 0.174 0.034 0.034 0.039 0.039
## 280 LADP6 ~~ LASR5 0.004 0.004 0.004 0.005 0.005
## 281 LADP6 ~~ LASR6 0.074 0.022 0.022 0.026 0.026
## 282 LADP6 ~~ LASR7 0.120 -0.024 -0.024 -0.032 -0.032
## 283 LADP6 ~~ LASR8 1.488 0.099 0.099 0.117 0.117
## 284 LADP6 ~~ LASR9 0.211 0.039 0.039 0.045 0.045
## 285 LADP6 ~~ LASR10 2.072 0.135 0.135 0.133 0.133
## 286 LADP7 ~~ LADP8 0.627 0.064 0.064 0.077 0.077
## 287 LADP7 ~~ LADP9 3.905 0.168 0.168 0.191 0.191
## 288 LADP7 ~~ LADP10 0.000 0.000 0.000 0.000 0.000
## 289 LADP7 ~~ LASD1 2.846 0.138 0.138 0.160 0.160
## 290 LADP7 ~~ LASD2 1.633 0.089 0.089 0.124 0.124
## 291 LADP7 ~~ LASD3 0.024 0.015 0.015 0.014 0.014
## 292 LADP7 ~~ LASD4 0.224 -0.037 -0.037 -0.046 -0.046
## 293 LADP7 ~~ LASD5 3.870 0.185 0.185 0.194 0.194
## 294 LADP7 ~~ LASD6 0.220 -0.034 -0.034 -0.046 -0.046
## 295 LADP7 ~~ LASD7 0.187 0.042 0.042 0.041 0.041
## 296 LADP7 ~~ LASD8 0.326 0.044 0.044 0.050 0.050
## 297 LADP7 ~~ LASD9 0.509 0.055 0.055 0.064 0.064
## 298 LADP7 ~~ LASD10 0.050 0.017 0.017 0.019 0.019
## 299 LADP7 ~~ LASR1 2.663 -0.129 -0.129 -0.138 -0.138
## 300 LADP7 ~~ LASR2 0.601 -0.053 -0.053 -0.068 -0.068
## 301 LADP7 ~~ LASR3 4.302 -0.182 -0.182 -0.188 -0.188
## 302 LADP7 ~~ LASR4 2.548 0.135 0.135 0.152 0.152
## 303 LADP7 ~~ LASR5 0.008 0.006 0.006 0.008 0.008
## 304 LADP7 ~~ LASR6 5.206 0.187 0.187 0.219 0.219
## 305 LADP7 ~~ LASR7 0.850 -0.067 -0.067 -0.086 -0.086
## 306 LADP7 ~~ LASR8 0.000 -0.001 -0.001 -0.002 -0.002
## 307 LADP7 ~~ LASR9 0.267 0.045 0.045 0.051 0.051
## 308 LADP7 ~~ LASR10 4.497 0.204 0.204 0.197 0.197
## 309 LADP8 ~~ LADP9 2.764 0.122 0.122 0.159 0.159
## 310 LADP8 ~~ LADP10 0.111 -0.022 -0.022 -0.031 -0.031
## 311 LADP8 ~~ LASD1 1.027 -0.071 -0.071 -0.095 -0.095
## 312 LADP8 ~~ LASD2 0.135 -0.022 -0.022 -0.035 -0.035
## 313 LADP8 ~~ LASD3 1.970 0.116 0.116 0.128 0.128
## 314 LADP8 ~~ LASD4 0.666 -0.054 -0.054 -0.077 -0.077
## 315 LADP8 ~~ LASD5 0.680 0.067 0.067 0.080 0.080
## 316 LADP8 ~~ LASD6 1.038 0.064 0.064 0.097 0.097
## 317 LADP8 ~~ LASD7 1.983 0.118 0.118 0.133 0.133
## 318 LADP8 ~~ LASD8 0.009 0.006 0.006 0.008 0.008
## 319 LADP8 ~~ LASD9 0.250 0.033 0.033 0.044 0.044
## 320 LADP8 ~~ LASD10 2.093 -0.094 -0.094 -0.122 -0.122
## 321 LADP8 ~~ LASR1 0.036 0.013 0.013 0.016 0.016
## 322 LADP8 ~~ LASR2 0.909 -0.056 -0.056 -0.082 -0.082
## 323 LADP8 ~~ LASR3 1.632 -0.096 -0.096 -0.114 -0.114
## 324 LADP8 ~~ LASR4 0.051 -0.016 -0.016 -0.021 -0.021
## 325 LADP8 ~~ LASR5 0.804 0.050 0.050 0.077 0.077
## 326 LADP8 ~~ LASR6 0.000 0.000 0.000 -0.001 -0.001
## 327 LADP8 ~~ LASR7 0.612 -0.049 -0.049 -0.072 -0.072
## 328 LADP8 ~~ LASR8 0.039 0.014 0.014 0.019 0.019
## 329 LADP8 ~~ LASR9 2.286 -0.113 -0.113 -0.146 -0.146
## 330 LADP8 ~~ LASR10 0.039 -0.016 -0.016 -0.018 -0.018
## 331 LADP9 ~~ LADP10 5.691 0.168 0.168 0.221 0.221
## 332 LADP9 ~~ LASD1 0.541 -0.054 -0.054 -0.068 -0.068
## 333 LADP9 ~~ LASD2 1.049 0.065 0.065 0.097 0.097
## 334 LADP9 ~~ LASD3 0.152 0.034 0.034 0.035 0.035
## 335 LADP9 ~~ LASD4 1.033 -0.071 -0.071 -0.096 -0.096
## 336 LADP9 ~~ LASD5 3.688 0.164 0.164 0.185 0.185
## 337 LADP9 ~~ LASD6 1.922 0.092 0.092 0.132 0.132
## 338 LADP9 ~~ LASD7 1.389 0.105 0.105 0.110 0.110
## 339 LADP9 ~~ LASD8 1.815 0.094 0.094 0.116 0.116
## 340 LADP9 ~~ LASD9 0.000 -0.001 -0.001 -0.002 -0.002
## 341 LADP9 ~~ LASD10 0.203 -0.031 -0.031 -0.038 -0.038
## 342 LADP9 ~~ LASR1 0.083 -0.021 -0.021 -0.024 -0.024
## 343 LADP9 ~~ LASR2 3.588 -0.117 -0.117 -0.162 -0.162
## 344 LADP9 ~~ LASR3 17.513 -0.334 -0.334 -0.370 -0.370
## 345 LADP9 ~~ LASR4 0.033 0.014 0.014 0.017 0.017
## 346 LADP9 ~~ LASR5 3.193 0.106 0.106 0.153 0.153
## 347 LADP9 ~~ LASR6 2.119 -0.108 -0.108 -0.136 -0.136
## 348 LADP9 ~~ LASR7 0.003 -0.004 -0.004 -0.005 -0.005
## 349 LADP9 ~~ LASR8 2.398 0.117 0.117 0.145 0.145
## 350 LADP9 ~~ LASR9 0.239 0.039 0.039 0.047 0.047
## 351 LADP9 ~~ LASR10 2.093 0.126 0.126 0.131 0.131
## 352 LADP10 ~~ LASD1 0.249 -0.033 -0.033 -0.044 -0.044
## 353 LADP10 ~~ LASD2 0.510 -0.040 -0.040 -0.065 -0.065
## 354 LADP10 ~~ LASD3 0.005 -0.005 -0.005 -0.006 -0.006
## 355 LADP10 ~~ LASD4 0.039 -0.012 -0.012 -0.018 -0.018
## 356 LADP10 ~~ LASD5 8.296 0.217 0.217 0.264 0.264
## 357 LADP10 ~~ LASD6 0.120 0.020 0.020 0.031 0.031
## 358 LADP10 ~~ LASD7 4.483 -0.166 -0.166 -0.189 -0.189
## 359 LADP10 ~~ LASD8 2.099 0.090 0.090 0.120 0.120
## 360 LADP10 ~~ LASD9 0.465 -0.043 -0.043 -0.057 -0.057
## 361 LADP10 ~~ LASD10 0.033 -0.011 -0.011 -0.015 -0.015
## 362 LADP10 ~~ LASR1 0.084 0.018 0.018 0.023 0.023
## 363 LADP10 ~~ LASR2 0.180 0.023 0.023 0.035 0.035
## 364 LADP10 ~~ LASR3 2.340 -0.108 -0.108 -0.129 -0.129
## 365 LADP10 ~~ LASR4 2.037 0.097 0.097 0.126 0.126
## 366 LADP10 ~~ LASR5 1.464 0.063 0.063 0.098 0.098
## 367 LADP10 ~~ LASR6 0.821 0.059 0.059 0.081 0.081
## 368 LADP10 ~~ LASR7 0.030 0.010 0.010 0.015 0.015
## 369 LADP10 ~~ LASR8 1.548 0.083 0.083 0.111 0.111
## 370 LADP10 ~~ LASR9 0.309 -0.039 -0.039 -0.051 -0.051
## 371 LADP10 ~~ LASR10 0.778 0.068 0.068 0.076 0.076
## 372 LASD1 ~~ LASD2 11.673 0.210 0.210 0.325 0.325
## 373 LASD1 ~~ LASD3 0.286 0.046 0.046 0.049 0.049
## 374 LASD1 ~~ LASD4 1.059 0.071 0.071 0.097 0.097
## 375 LASD1 ~~ LASD5 0.790 0.074 0.074 0.086 0.086
## 376 LASD1 ~~ LASD6 0.231 0.031 0.031 0.046 0.046
## 377 LASD1 ~~ LASD7 2.773 -0.145 -0.145 -0.157 -0.157
## 378 LASD1 ~~ LASD8 0.039 -0.014 -0.014 -0.018 -0.018
## 379 LASD1 ~~ LASD9 0.451 -0.047 -0.047 -0.061 -0.061
## 380 LASD1 ~~ LASD10 0.500 0.050 0.050 0.063 0.063
## 381 LASD1 ~~ LASR1 0.873 -0.065 -0.065 -0.077 -0.077
## 382 LASD1 ~~ LASR2 2.444 0.093 0.093 0.133 0.133
## 383 LASD1 ~~ LASR3 0.139 -0.029 -0.029 -0.033 -0.033
## 384 LASD1 ~~ LASR4 4.270 -0.153 -0.153 -0.190 -0.190
## 385 LASD1 ~~ LASR5 0.629 -0.045 -0.045 -0.067 -0.067
## 386 LASD1 ~~ LASR6 0.924 -0.069 -0.069 -0.089 -0.089
## 387 LASD1 ~~ LASR7 0.000 0.001 0.001 0.002 0.002
## 388 LASD1 ~~ LASR8 0.000 0.000 0.000 0.001 0.001
## 389 LASD1 ~~ LASR9 0.001 0.003 0.003 0.003 0.003
## 390 LASD1 ~~ LASR10 0.002 0.004 0.004 0.004 0.004
## 391 LASD2 ~~ LASD3 0.301 -0.040 -0.040 -0.051 -0.051
## 392 LASD2 ~~ LASD4 0.998 -0.058 -0.058 -0.096 -0.096
## 393 LASD2 ~~ LASD5 1.830 -0.095 -0.095 -0.133 -0.133
## 394 LASD2 ~~ LASD6 2.391 0.084 0.084 0.150 0.150
## 395 LASD2 ~~ LASD7 0.183 0.032 0.032 0.041 0.041
## 396 LASD2 ~~ LASD8 0.297 0.032 0.032 0.049 0.049
## 397 LASD2 ~~ LASD9 0.314 -0.033 -0.033 -0.051 -0.051
## 398 LASD2 ~~ LASD10 0.010 -0.006 -0.006 -0.009 -0.009
## 399 LASD2 ~~ LASR1 0.352 -0.035 -0.035 -0.050 -0.050
## 400 LASD2 ~~ LASR2 0.603 -0.039 -0.039 -0.067 -0.067
## 401 LASD2 ~~ LASR3 4.044 -0.132 -0.132 -0.180 -0.180
## 402 LASD2 ~~ LASR4 0.123 0.022 0.022 0.033 0.033
## 403 LASD2 ~~ LASR5 0.883 -0.046 -0.046 -0.081 -0.081
## 404 LASD2 ~~ LASR6 0.075 0.017 0.017 0.026 0.026
## 405 LASD2 ~~ LASR7 2.008 0.077 0.077 0.131 0.131
## 406 LASD2 ~~ LASR8 1.221 0.069 0.069 0.105 0.105
## 407 LASD2 ~~ LASR9 1.488 -0.079 -0.079 -0.119 -0.119
## 408 LASD2 ~~ LASR10 0.294 0.039 0.039 0.050 0.050
## 409 LASD3 ~~ LASD4 4.851 0.179 0.179 0.205 0.205
## 410 LASD3 ~~ LASD5 1.927 0.136 0.136 0.131 0.131
## 411 LASD3 ~~ LASD6 2.006 -0.108 -0.108 -0.133 -0.133
## 412 LASD3 ~~ LASD7 0.973 0.102 0.102 0.092 0.092
## 413 LASD3 ~~ LASD8 0.076 0.023 0.023 0.025 0.025
## 414 LASD3 ~~ LASD9 2.168 0.124 0.124 0.132 0.132
## 415 LASD3 ~~ LASD10 2.016 -0.122 -0.122 -0.127 -0.127
## 416 LASD3 ~~ LASR1 0.724 0.070 0.070 0.068 0.068
## 417 LASD3 ~~ LASR2 0.339 -0.041 -0.041 -0.048 -0.048
## 418 LASD3 ~~ LASR3 3.018 0.158 0.158 0.149 0.149
## 419 LASD3 ~~ LASR4 0.961 -0.086 -0.086 -0.088 -0.088
## 420 LASD3 ~~ LASR5 2.077 0.097 0.097 0.120 0.120
## 421 LASD3 ~~ LASR6 0.849 0.078 0.078 0.084 0.084
## 422 LASD3 ~~ LASR7 0.201 -0.034 -0.034 -0.040 -0.040
## 423 LASD3 ~~ LASR8 0.144 0.033 0.033 0.035 0.035
## 424 LASD3 ~~ LASR9 0.543 0.066 0.066 0.069 0.069
## 425 LASD3 ~~ LASR10 0.136 0.037 0.037 0.032 0.032
## 426 LASD4 ~~ LASD5 3.691 0.151 0.151 0.187 0.187
## 427 LASD4 ~~ LASD6 0.917 0.058 0.058 0.092 0.092
## 428 LASD4 ~~ LASD7 3.552 -0.155 -0.155 -0.179 -0.179
## 429 LASD4 ~~ LASD8 0.226 0.032 0.032 0.043 0.043
## 430 LASD4 ~~ LASD9 3.781 -0.129 -0.129 -0.176 -0.176
## 431 LASD4 ~~ LASD10 0.391 0.042 0.042 0.056 0.056
## 432 LASD4 ~~ LASR1 2.047 0.094 0.094 0.119 0.119
## 433 LASD4 ~~ LASR2 3.270 0.103 0.103 0.156 0.156
## 434 LASD4 ~~ LASR3 0.106 0.024 0.024 0.029 0.029
## 435 LASD4 ~~ LASR4 0.285 -0.038 -0.038 -0.050 -0.050
## 436 LASD4 ~~ LASR5 0.024 0.008 0.008 0.013 0.013
## 437 LASD4 ~~ LASR6 2.623 0.110 0.110 0.153 0.153
## 438 LASD4 ~~ LASR7 0.118 -0.021 -0.021 -0.032 -0.032
## 439 LASD4 ~~ LASR8 0.215 -0.032 -0.032 -0.044 -0.044
## 440 LASD4 ~~ LASR9 0.043 -0.015 -0.015 -0.020 -0.020
## 441 LASD4 ~~ LASR10 0.711 0.067 0.067 0.077 0.077
## 442 LASD5 ~~ LASD6 3.603 0.140 0.140 0.186 0.186
## 443 LASD5 ~~ LASD7 0.651 -0.080 -0.080 -0.078 -0.078
## 444 LASD5 ~~ LASD8 0.753 0.069 0.069 0.079 0.079
## 445 LASD5 ~~ LASD9 0.317 -0.045 -0.045 -0.052 -0.052
## 446 LASD5 ~~ LASD10 0.138 0.029 0.029 0.033 0.033
## 447 LASD5 ~~ LASR1 1.751 0.106 0.106 0.113 0.113
## 448 LASD5 ~~ LASR2 1.794 0.092 0.092 0.118 0.118
## 449 LASD5 ~~ LASR3 1.704 -0.116 -0.116 -0.119 -0.119
## 450 LASD5 ~~ LASR4 0.005 -0.006 -0.006 -0.007 -0.007
## 451 LASD5 ~~ LASR5 1.494 0.081 0.081 0.108 0.108
## 452 LASD5 ~~ LASR6 1.179 0.090 0.090 0.105 0.105
## 453 LASD5 ~~ LASR7 3.663 -0.140 -0.140 -0.180 -0.180
## 454 LASD5 ~~ LASR8 0.030 -0.015 -0.015 -0.017 -0.017
## 455 LASD5 ~~ LASR9 0.107 0.029 0.029 0.032 0.032
## 456 LASD5 ~~ LASR10 0.468 -0.066 -0.066 -0.064 -0.064
## 457 LASD6 ~~ LASD7 0.078 -0.021 -0.021 -0.027 -0.027
## 458 LASD6 ~~ LASD8 0.043 0.013 0.013 0.019 0.019
## 459 LASD6 ~~ LASD9 1.794 -0.083 -0.083 -0.122 -0.122
## 460 LASD6 ~~ LASD10 3.151 0.110 0.110 0.159 0.159
## 461 LASD6 ~~ LASR1 0.001 0.002 0.002 0.003 0.003
## 462 LASD6 ~~ LASR2 0.398 -0.034 -0.034 -0.055 -0.055
## 463 LASD6 ~~ LASR3 6.706 -0.178 -0.178 -0.232 -0.232
## 464 LASD6 ~~ LASR4 0.284 0.035 0.035 0.050 0.050
## 465 LASD6 ~~ LASR5 0.239 -0.025 -0.025 -0.042 -0.042
## 466 LASD6 ~~ LASR6 0.001 0.001 0.001 0.002 0.002
## 467 LASD6 ~~ LASR7 3.663 0.109 0.109 0.178 0.178
## 468 LASD6 ~~ LASR8 1.788 0.087 0.087 0.128 0.128
## 469 LASD6 ~~ LASR9 0.088 -0.020 -0.020 -0.029 -0.029
## 470 LASD6 ~~ LASR10 2.278 -0.114 -0.114 -0.139 -0.139
## 471 LASD7 ~~ LASD8 0.572 0.064 0.064 0.068 0.068
## 472 LASD7 ~~ LASD9 0.120 0.029 0.029 0.031 0.031
## 473 LASD7 ~~ LASD10 0.051 -0.019 -0.019 -0.020 -0.020
## 474 LASD7 ~~ LASR1 3.122 -0.147 -0.147 -0.146 -0.146
## 475 LASD7 ~~ LASR2 4.846 -0.158 -0.158 -0.189 -0.189
## 476 LASD7 ~~ LASR3 0.254 -0.047 -0.047 -0.045 -0.045
## 477 LASD7 ~~ LASR4 4.334 0.185 0.185 0.193 0.193
## 478 LASD7 ~~ LASR5 0.202 -0.031 -0.031 -0.038 -0.038
## 479 LASD7 ~~ LASR6 0.054 0.020 0.020 0.022 0.022
## 480 LASD7 ~~ LASR7 0.174 0.032 0.032 0.038 0.038
## 481 LASD7 ~~ LASR8 0.054 0.020 0.020 0.022 0.022
## 482 LASD7 ~~ LASR9 4.206 0.188 0.188 0.197 0.197
## 483 LASD7 ~~ LASR10 0.577 0.077 0.077 0.069 0.069
## 484 LASD8 ~~ LASD9 2.081 0.103 0.103 0.130 0.130
## 485 LASD8 ~~ LASD10 0.182 -0.032 -0.032 -0.040 -0.040
## 486 LASD8 ~~ LASR1 0.035 0.012 0.012 0.014 0.014
## 487 LASD8 ~~ LASR2 0.583 -0.043 -0.043 -0.060 -0.060
## 488 LASD8 ~~ LASR3 0.355 -0.043 -0.043 -0.048 -0.048
## 489 LASD8 ~~ LASR4 0.000 -0.001 -0.001 -0.002 -0.002
## 490 LASD8 ~~ LASR5 1.395 -0.063 -0.063 -0.093 -0.093
## 491 LASD8 ~~ LASR6 8.769 0.199 0.199 0.254 0.254
## 492 LASD8 ~~ LASR7 0.002 -0.003 -0.003 -0.004 -0.004
## 493 LASD8 ~~ LASR8 1.352 0.080 0.080 0.100 0.100
## 494 LASD8 ~~ LASR9 3.027 0.124 0.124 0.153 0.153
## 495 LASD8 ~~ LASR10 1.571 0.099 0.099 0.104 0.104
## 496 LASD9 ~~ LASD10 4.691 -0.159 -0.159 -0.199 -0.199
## 497 LASD9 ~~ LASR1 2.015 -0.093 -0.093 -0.109 -0.109
## 498 LASD9 ~~ LASR2 0.001 -0.002 -0.002 -0.002 -0.002
## 499 LASD9 ~~ LASR3 0.710 0.061 0.061 0.069 0.069
## 500 LASD9 ~~ LASR4 0.211 0.032 0.032 0.040 0.040
## 501 LASD9 ~~ LASR5 4.114 -0.110 -0.110 -0.161 -0.161
## 502 LASD9 ~~ LASR6 0.262 0.035 0.035 0.045 0.045
## 503 LASD9 ~~ LASR7 1.119 -0.064 -0.064 -0.090 -0.090
## 504 LASD9 ~~ LASR8 0.935 0.067 0.067 0.084 0.084
## 505 LASD9 ~~ LASR9 0.795 0.064 0.064 0.080 0.080
## 506 LASD9 ~~ LASR10 0.029 0.013 0.013 0.014 0.014
## 507 LASD10 ~~ LASR1 0.145 -0.024 -0.024 -0.028 -0.028
## 508 LASD10 ~~ LASR2 0.030 0.010 0.010 0.013 0.013
## 509 LASD10 ~~ LASR3 0.228 -0.034 -0.034 -0.038 -0.038
## 510 LASD10 ~~ LASR4 0.612 0.053 0.053 0.064 0.064
## 511 LASD10 ~~ LASR5 0.516 0.038 0.038 0.055 0.055
## 512 LASD10 ~~ LASR6 1.394 0.078 0.078 0.098 0.098
## 513 LASD10 ~~ LASR7 0.676 0.048 0.048 0.067 0.067
## 514 LASD10 ~~ LASR8 3.916 -0.132 -0.132 -0.165 -0.165
## 515 LASD10 ~~ LASR9 0.033 0.013 0.013 0.015 0.015
## 516 LASD10 ~~ LASR10 0.293 0.042 0.042 0.044 0.044
## 517 LASR1 ~~ LASR2 0.007 0.006 0.006 0.008 0.008
## 518 LASR1 ~~ LASR3 0.208 0.039 0.039 0.041 0.041
## 519 LASR1 ~~ LASR4 0.625 -0.062 -0.062 -0.070 -0.070
## 520 LASR1 ~~ LASR5 11.428 0.231 0.231 0.314 0.314
## 521 LASR1 ~~ LASR6 1.460 -0.091 -0.091 -0.108 -0.108
## 522 LASR1 ~~ LASR7 0.044 -0.014 -0.014 -0.019 -0.019
## 523 LASR1 ~~ LASR8 0.259 -0.039 -0.039 -0.045 -0.045
## 524 LASR1 ~~ LASR9 0.015 0.010 0.010 0.011 0.011
## 525 LASR1 ~~ LASR10 8.157 -0.260 -0.260 -0.255 -0.255
## 526 LASR2 ~~ LASR3 6.108 0.175 0.175 0.220 0.220
## 527 LASR2 ~~ LASR4 0.455 0.044 0.044 0.060 0.060
## 528 LASR2 ~~ LASR5 0.778 -0.049 -0.049 -0.080 -0.080
## 529 LASR2 ~~ LASR6 0.011 0.007 0.007 0.009 0.009
## 530 LASR2 ~~ LASR7 4.314 -0.118 -0.118 -0.186 -0.186
## 531 LASR2 ~~ LASR8 0.001 -0.001 -0.001 -0.002 -0.002
## 532 LASR2 ~~ LASR9 1.066 -0.068 -0.068 -0.094 -0.094
## 533 LASR2 ~~ LASR10 0.253 -0.038 -0.038 -0.045 -0.045
## 534 LASR3 ~~ LASR4 0.044 -0.017 -0.017 -0.019 -0.019
## 535 LASR3 ~~ LASR5 1.623 -0.087 -0.087 -0.114 -0.114
## 536 LASR3 ~~ LASR6 0.014 -0.009 -0.009 -0.011 -0.011
## 537 LASR3 ~~ LASR7 0.822 -0.065 -0.065 -0.082 -0.082
## 538 LASR3 ~~ LASR8 1.214 -0.089 -0.089 -0.101 -0.101
## 539 LASR3 ~~ LASR9 0.045 -0.018 -0.018 -0.020 -0.020
## 540 LASR3 ~~ LASR10 0.045 -0.020 -0.020 -0.019 -0.019
## 541 LASR4 ~~ LASR5 9.155 -0.190 -0.190 -0.271 -0.271
## 542 LASR4 ~~ LASR6 3.510 0.142 0.142 0.177 0.177
## 543 LASR4 ~~ LASR7 3.944 0.134 0.134 0.184 0.184
## 544 LASR4 ~~ LASR8 0.675 -0.063 -0.063 -0.078 -0.078
## 545 LASR4 ~~ LASR9 2.269 0.121 0.121 0.145 0.145
## 546 LASR4 ~~ LASR10 4.619 0.193 0.193 0.199 0.199
## 547 LASR5 ~~ LASR6 0.178 -0.025 -0.025 -0.038 -0.038
## 548 LASR5 ~~ LASR7 0.213 0.025 0.025 0.041 0.041
## 549 LASR5 ~~ LASR8 0.142 0.023 0.023 0.034 0.034
## 550 LASR5 ~~ LASR9 1.113 -0.067 -0.067 -0.096 -0.096
## 551 LASR5 ~~ LASR10 0.046 -0.016 -0.016 -0.019 -0.019
## 552 LASR6 ~~ LASR7 0.192 -0.029 -0.029 -0.041 -0.041
## 553 LASR6 ~~ LASR8 1.315 -0.085 -0.085 -0.109 -0.109
## 554 LASR6 ~~ LASR9 2.239 0.116 0.116 0.145 0.145
## 555 LASR6 ~~ LASR10 2.490 0.137 0.137 0.147 0.147
## 556 LASR7 ~~ LASR8 3.200 0.118 0.118 0.167 0.167
## 557 LASR7 ~~ LASR9 1.930 0.096 0.096 0.132 0.132
## 558 LASR7 ~~ LASR10 1.444 0.093 0.093 0.110 0.110
## 559 LASR8 ~~ LASR9 1.882 -0.108 -0.108 -0.133 -0.133
## 560 LASR8 ~~ LASR10 1.280 0.099 0.099 0.105 0.105
## 561 LASR9 ~~ LASR10 3.502 0.171 0.171 0.177 0.177# Alternative summary with more customizing options
summary(fit)## lavaan (0.5-23.1097) converged normally after 53 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 725.562
## Degrees of freedom 402
## P-value (Chi-square) 0.000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP =~
## LADP1 1.000
## LADP2 0.964 0.256 3.761 0.000
## LADP3 0.660 0.234 2.821 0.005
## LADP4 0.250 0.205 1.220 0.222
## LADP5 0.379 0.200 1.895 0.058
## LADP6 -0.370 0.230 -1.611 0.107
## LADP7 0.331 0.234 1.415 0.157
## LADP8 0.468 0.213 2.197 0.028
## LADP9 0.552 0.230 2.403 0.016
## LADP10 0.795 0.237 3.362 0.001
## lv_LASD =~
## LASD1 1.000
## LASD2 0.594 0.352 1.687 0.092
## LASD3 1.498 0.646 2.319 0.020
## LASD4 0.774 0.415 1.865 0.062
## LASD5 -0.296 0.405 -0.731 0.465
## LASD6 0.586 0.363 1.616 0.106
## LASD7 1.084 0.548 1.977 0.048
## LASD8 1.732 0.668 2.593 0.010
## LASD9 1.606 0.631 2.543 0.011
## LASD10 1.963 0.737 2.665 0.008
## lv_LASR =~
## LASR1 1.000
## LASR2 0.730 0.180 4.067 0.000
## LASR3 0.791 0.215 3.674 0.000
## LASR4 0.498 0.186 2.679 0.007
## LASR5 0.710 0.173 4.103 0.000
## LASR6 0.414 0.176 2.357 0.018
## LASR7 0.503 0.165 3.052 0.002
## LASR8 0.402 0.177 2.269 0.023
## LASR9 0.221 0.177 1.253 0.210
## LASR10 0.708 0.222 3.197 0.001
##
## Covariances:
## Estimate Std.Err z-value P(>|z|)
## lv_LADP ~~
## lv_LASD -0.104 0.046 -2.276 0.023
## lv_LASR 0.058 0.048 1.208 0.227
## lv_LASD ~~
## lv_LASR -0.004 0.025 -0.169 0.865
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LADP1 0.572 0.101 5.666 0.000
## .LADP2 0.463 0.085 5.455 0.000
## .LADP3 0.676 0.103 6.560 0.000
## .LADP4 0.724 0.103 7.003 0.000
## .LADP5 0.628 0.091 6.891 0.000
## .LADP6 0.868 0.125 6.947 0.000
## .LADP7 0.921 0.132 6.978 0.000
## .LADP8 0.669 0.098 6.813 0.000
## .LADP9 0.741 0.110 6.746 0.000
## .LADP10 0.541 0.088 6.138 0.000
## .LASD1 0.688 0.102 6.735 0.000
## .LASD2 0.508 0.074 6.911 0.000
## .LASD3 0.936 0.144 6.515 0.000
## .LASD4 0.627 0.092 6.850 0.000
## .LASD5 0.946 0.134 7.050 0.000
## .LASD6 0.561 0.081 6.930 0.000
## .LASD7 0.998 0.147 6.799 0.000
## .LASD8 0.546 0.094 5.780 0.000
## .LASD9 0.568 0.095 6.009 0.000
## .LASD10 0.487 0.093 5.214 0.000
## .LASR1 0.548 0.105 5.207 0.000
## .LASR2 0.438 0.075 5.828 0.000
## .LASR3 0.760 0.122 6.235 0.000
## .LASR4 0.744 0.110 6.736 0.000
## .LASR5 0.398 0.069 5.778 0.000
## .LASR6 0.705 0.103 6.827 0.000
## .LASR7 0.539 0.082 6.598 0.000
## .LASR8 0.729 0.107 6.848 0.000
## .LASR9 0.812 0.116 7.011 0.000
## .LASR10 0.940 0.144 6.532 0.000
## lv_LADP 0.261 0.105 2.494 0.013
## lv_LASD 0.085 0.059 1.449 0.147
## lv_LASR 0.375 0.127 2.954 0.003fitmeasures(fit)## npar fmin chisq
## 63.000 3.628 725.562
## df pvalue baseline.chisq
## 402.000 0.000 962.791
## baseline.df baseline.pvalue cfi
## 435.000 0.000 0.387
## tli nnfi rfi
## 0.337 0.337 0.185
## nfi pnfi ifi
## 0.246 0.228 0.423
## rni logl unrestricted.logl
## 0.387 -3785.626 -3422.845
## aic bic ntotal
## 7697.251 7861.377 100.000
## bic2 rmsea rmsea.ci.lower
## 7662.407 0.090 0.079
## rmsea.ci.upper rmsea.pvalue rmr
## 0.100 0.000 0.101
## rmr_nomean srmr srmr_bentler
## 0.101 0.125 0.125
## srmr_bentler_nomean srmr_bollen srmr_bollen_nomean
## 0.125 0.125 0.125
## srmr_mplus srmr_mplus_nomean cn_05
## 0.125 0.125 62.986
## cn_01 gfi agfi
## 65.900 0.689 0.640
## pgfi mfi ecvi
## 0.595 0.198 8.516modificationindices(fit, sort = T, minimum.value = 10, op = "~~")## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 344 LADP9 ~~ LASR3 17.513 -0.334 -0.334 -0.370 -0.370
## 244 LADP5 ~~ LASD3 15.116 0.311 0.311 0.359 0.359
## 272 LADP6 ~~ LASD7 12.161 0.332 0.332 0.333 0.333
## 127 LADP1 ~~ LADP2 11.704 0.253 0.253 0.330 0.330
## 372 LASD1 ~~ LASD2 11.673 0.210 0.210 0.325 0.325
## 241 LADP5 ~~ LADP10 11.437 0.216 0.216 0.314 0.314
## 520 LASR1 ~~ LASR5 11.428 0.231 0.231 0.314 0.314About structure: Path model
# We first need to define a path model to be tested. We save the model in the variable "path_model"
path_model <- '
LOOJP ~ LADP + LASD + LASR
LADP + LASD + LASR ~ DAGE
'
# Fit the model to the data, note that we are using sem() instead of cfa() this time. The difference just lies in the default settings.
fit <- sem(model = path_model, data = data)
# Show the (minimal) output
summary(fit, standardized = T)## lavaan (0.5-23.1097) converged normally after 30 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 2.559
## Degrees of freedom 4
## P-value (Chi-square) 0.634
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## LOOJP ~
## LADP 0.345 0.319 1.082 0.279 0.345 0.105
## LASD -0.683 0.298 -2.293 0.022 -0.683 -0.222
## LASR -0.037 0.274 -0.136 0.891 -0.037 -0.013
## LADP ~
## DAGE -0.048 0.029 -1.661 0.097 -0.048 -0.164
## LASD ~
## DAGE 0.074 0.030 2.436 0.015 0.074 0.237
## LASR ~
## DAGE 0.050 0.034 1.484 0.138 0.050 0.147
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .LOOJP 1.553 0.220 7.071 0.000 1.553 0.937
## .LADP 0.149 0.021 7.071 0.000 0.149 0.973
## .LASD 0.166 0.023 7.071 0.000 0.166 0.944
## .LASR 0.203 0.029 7.071 0.000 0.203 0.978# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)## lavaan (0.5-23.1097) converged normally after 30 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 2.559
## Degrees of freedom 4
## P-value (Chi-square) 0.634
##
## Model test baseline model:
##
## Minimum Function Test Statistic 20.012
## Degrees of freedom 10
## P-value 0.029
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 1.000
## Tucker-Lewis Index (TLI) 1.360
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -495.745
## Loglikelihood unrestricted model (H1) -494.466
##
## Number of free parameters 10
## Akaike (AIC) 1011.490
## Bayesian (BIC) 1037.541
## Sample-size adjusted Bayesian (BIC) 1005.959
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.000
## 90 Percent Confidence Interval 0.000 0.123
## P-value RMSEA <= 0.05 0.733
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.039
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP ~
## LADP 0.345 0.319 1.082 0.279
## LASD -0.683 0.298 -2.293 0.022
## LASR -0.037 0.274 -0.136 0.891
## LADP ~
## DAGE -0.048 0.029 -1.661 0.097
## LASD ~
## DAGE 0.074 0.030 2.436 0.015
## LASR ~
## DAGE 0.050 0.034 1.484 0.138
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP 1.553 0.220 7.071 0.000
## .LADP 0.149 0.021 7.071 0.000
## .LASD 0.166 0.023 7.071 0.000
## .LASR 0.203 0.029 7.071 0.000
##
## Modification Indices:
##
## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 11 DAGE ~~ DAGE 0.000 0.000 0.000 0.000 0.000
## 12 LOOJP ~~ LADP 0.729 0.260 0.260 0.517 0.517
## 13 LOOJP ~~ LASD 0.729 -0.187 -0.187 -0.347 -0.347
## 14 LOOJP ~~ LASR 0.729 -0.340 -0.340 -0.580 -0.580
## 15 LADP ~~ LASD 0.340 -0.009 -0.009 -0.056 -0.056
## 16 LADP ~~ LASR 0.075 0.005 0.005 0.027 0.027
## 17 LASD ~~ LASR 1.365 0.021 0.021 0.112 0.112
## 18 LOOJP ~ DAGE 0.729 0.084 0.084 0.087 0.065
## 19 LADP ~ LOOJP 0.911 0.108 0.108 0.356 0.356
## 20 LADP ~ LASD 0.340 -0.055 -0.055 -0.059 -0.059
## 21 LADP ~ LASR 0.075 0.023 0.023 0.027 0.027
## 22 LASD ~ LOOJP 1.167 -0.138 -0.138 -0.425 -0.425
## 23 LASD ~ LADP 0.340 -0.062 -0.062 -0.057 -0.057
## 24 LASD ~ LASR 1.365 0.106 0.106 0.115 0.115
## 25 LASR ~ LOOJP 1.527 -0.157 -0.157 -0.443 -0.443
## 26 LASR ~ LADP 0.075 0.032 0.032 0.027 0.027
## 27 LASR ~ LASD 1.365 0.129 0.129 0.119 0.119
## 28 DAGE ~ LOOJP 0.729 0.097 0.097 0.093 0.093
## 29 DAGE ~ LADP 0.000 0.000 0.000 0.000 0.000
## 30 DAGE ~ LASD 0.000 0.000 0.000 0.000 0.000
## 31 DAGE ~ LASR 0.000 0.000 0.000 0.000 0.000# Alternative summary with more customizing options
summary(fit)## lavaan (0.5-23.1097) converged normally after 30 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 2.559
## Degrees of freedom 4
## P-value (Chi-square) 0.634
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP ~
## LADP 0.345 0.319 1.082 0.279
## LASD -0.683 0.298 -2.293 0.022
## LASR -0.037 0.274 -0.136 0.891
## LADP ~
## DAGE -0.048 0.029 -1.661 0.097
## LASD ~
## DAGE 0.074 0.030 2.436 0.015
## LASR ~
## DAGE 0.050 0.034 1.484 0.138
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP 1.553 0.220 7.071 0.000
## .LADP 0.149 0.021 7.071 0.000
## .LASD 0.166 0.023 7.071 0.000
## .LASR 0.203 0.029 7.071 0.000fitmeasures(fit)## npar fmin chisq
## 10.000 0.013 2.559
## df pvalue baseline.chisq
## 4.000 0.634 20.012
## baseline.df baseline.pvalue cfi
## 10.000 0.029 1.000
## tli nnfi rfi
## 1.360 1.360 0.680
## nfi pnfi ifi
## 0.872 0.349 1.090
## rni logl unrestricted.logl
## 1.144 -495.745 -494.466
## aic bic ntotal
## 1011.490 1037.541 100.000
## bic2 rmsea rmsea.ci.lower
## 1005.959 0.000 0.000
## rmsea.ci.upper rmsea.pvalue rmr
## 0.123 0.733 0.036
## rmr_nomean srmr srmr_bentler
## 0.036 0.039 0.039
## srmr_bentler_nomean srmr_bollen srmr_bollen_nomean
## 0.039 0.039 0.039
## srmr_mplus srmr_mplus_nomean cn_05
## 0.039 0.039 371.822
## cn_01 gfi agfi
## 519.912 0.988 0.953
## pgfi mfi ecvi
## 0.263 1.007 0.226modificationindices(fit, sort = T, minimum.value = 10, op = "~~")## [1] lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## <0 rows> (or 0-length row.names)# Also show the confidence intervals of the estimated path coefficients
parameterEstimates(fit)## lhs op rhs est se z pvalue ci.lower ci.upper
## 1 LOOJP ~ LADP 0.345 0.319 1.082 0.279 -0.280 0.971
## 2 LOOJP ~ LASD -0.683 0.298 -2.293 0.022 -1.267 -0.099
## 3 LOOJP ~ LASR -0.037 0.274 -0.136 0.891 -0.574 0.499
## 4 LADP ~ DAGE -0.048 0.029 -1.661 0.097 -0.104 0.009
## 5 LASD ~ DAGE 0.074 0.030 2.436 0.015 0.014 0.134
## 6 LASR ~ DAGE 0.050 0.034 1.484 0.138 -0.016 0.116
## 7 LOOJP ~~ LOOJP 1.553 0.220 7.071 0.000 1.122 1.983
## 8 LADP ~~ LADP 0.149 0.021 7.071 0.000 0.107 0.190
## 9 LASD ~~ LASD 0.166 0.023 7.071 0.000 0.120 0.212
## 10 LASR ~~ LASR 0.203 0.029 7.071 0.000 0.147 0.259
## 11 DAGE ~~ DAGE 1.793 0.000 NA NA 1.793 1.793More complex structures: Mediation analysis
mediation_model <- '
LOOJP ~ b1*LADP + b2*LASD + b3*LASR + c*DAGE
LADP ~ a1*DAGE
LASD ~ a2*DAGE
LASR ~ a3*DAGE
# Indirect effects
indDP := a1*b1
totalDP := a1*b1+c
'
fit <- sem(model = mediation_model, data = data)
# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)## lavaan (0.5-23.1097) converged normally after 31 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 1.834
## Degrees of freedom 3
## P-value (Chi-square) 0.608
##
## Model test baseline model:
##
## Minimum Function Test Statistic 20.012
## Degrees of freedom 10
## P-value 0.029
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 1.000
## Tucker-Lewis Index (TLI) 1.388
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -495.382
## Loglikelihood unrestricted model (H1) -494.466
##
## Number of free parameters 11
## Akaike (AIC) 1012.765
## Bayesian (BIC) 1041.422
## Sample-size adjusted Bayesian (BIC) 1006.681
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.000
## 90 Percent Confidence Interval 0.000 0.140
## P-value RMSEA <= 0.05 0.696
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.034
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP ~
## LADP (b1) 0.387 0.322 1.200 0.230
## LASD (b2) -0.737 0.305 -2.418 0.016
## LASR (b3) -0.066 0.276 -0.239 0.811
## DAGE (c) 0.083 0.098 0.849 0.396
## LADP ~
## DAGE (a1) -0.048 0.029 -1.661 0.097
## LASD ~
## DAGE (a2) 0.074 0.030 2.436 0.015
## LASR ~
## DAGE (a3) 0.050 0.034 1.484 0.138
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP 1.542 0.218 7.071 0.000
## .LADP 0.149 0.021 7.071 0.000
## .LASD 0.166 0.023 7.071 0.000
## .LASR 0.203 0.029 7.071 0.000
##
## Defined Parameters:
## Estimate Std.Err z-value P(>|z|)
## indDP -0.018 0.019 -0.973 0.331
## totalDP 0.064 0.097 0.664 0.507
##
## Modification Indices:
##
## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 12 DAGE ~~ DAGE 0.000 0.000 0.000 0.000 0.000
## 18 LADP ~~ LASD 0.340 -0.009 -0.009 -0.056 -0.056
## 19 LADP ~~ LASR 0.075 0.005 0.005 0.027 0.027
## 20 LASD ~~ LASR 1.365 0.021 0.021 0.112 0.112
## 21 LADP ~ LOOJP 0.306 0.071 0.071 0.233 0.233
## 22 LADP ~ LASD 0.340 -0.055 -0.055 -0.059 -0.059
## 23 LADP ~ LASR 0.075 0.023 0.023 0.027 0.027
## 24 LASD ~ LOOJP 0.640 -0.215 -0.215 -0.659 -0.659
## 25 LASD ~ LADP 0.340 -0.062 -0.062 -0.057 -0.057
## 26 LASD ~ LASR 1.365 0.106 0.106 0.115 0.115
## 27 LASR ~ LOOJP 0.856 -0.124 -0.124 -0.351 -0.351
## 28 LASR ~ LADP 0.075 0.032 0.032 0.027 0.027
## 29 LASR ~ LASD 1.365 0.129 0.129 0.119 0.119
## 30 DAGE ~ LOOJP 0.000 0.000 0.000 0.000 0.000
## 31 DAGE ~ LADP 0.000 0.000 0.000 0.000 0.000
## 32 DAGE ~ LASD 0.000 0.000 0.000 0.000 0.000
## 33 DAGE ~ LASR 0.000 0.000 0.000 0.000 0.000Combining measurement and structure: SEM
sem_model <- '
# Measurement model
dp =~ LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10
# Structural model
LOOJP ~ b1*dp + b2*sd + b3*sr + c*DAGE
dp ~ a1*DAGE
sd ~ a2*DAGE
sr ~ a3*DAGE
# Indirect effects
indDP := a1*b1
totalDP := a1*b1+c
'
fit <- sem(model = sem_model, data = data)
# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)## lavaan (0.5-23.1097) converged normally after 49 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 837.552
## Degrees of freedom 459
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 1075.391
## Degrees of freedom 496
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.347
## Tucker-Lewis Index (TLI) 0.294
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -4123.703
## Loglikelihood unrestricted model (H1) -3704.928
##
## Number of free parameters 68
## Akaike (AIC) 8383.407
## Bayesian (BIC) 8560.558
## Sample-size adjusted Bayesian (BIC) 8345.797
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.091
## 90 Percent Confidence Interval 0.081 0.101
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.129
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|)
## dp =~
## LADP1 1.000
## LADP2 0.750 0.191 3.924 0.000
## LADP3 0.624 0.183 3.407 0.001
## LADP4 0.158 0.158 1.002 0.316
## LADP5 0.141 0.150 0.944 0.345
## LADP6 -0.089 0.173 -0.512 0.608
## LADP7 0.316 0.182 1.736 0.082
## LADP8 0.341 0.161 2.116 0.034
## LADP9 0.387 0.172 2.248 0.025
## LADP10 0.394 0.161 2.442 0.015
## sd =~
## LASD1 1.000
## LASD2 0.653 0.347 1.881 0.060
## LASD3 1.551 0.630 2.461 0.014
## LASD4 0.820 0.406 2.019 0.043
## LASD5 0.027 0.377 0.071 0.943
## LASD6 0.522 0.337 1.549 0.121
## LASD7 1.180 0.544 2.170 0.030
## LASD8 1.905 0.691 2.757 0.006
## LASD9 1.350 0.540 2.501 0.012
## LASD10 1.564 0.597 2.620 0.009
## sr =~
## LASR1 1.000
## LASR2 0.715 0.179 3.992 0.000
## LASR3 0.789 0.216 3.653 0.000
## LASR4 0.519 0.187 2.772 0.006
## LASR5 0.704 0.173 4.060 0.000
## LASR6 0.423 0.176 2.399 0.016
## LASR7 0.516 0.166 3.112 0.002
## LASR8 0.375 0.177 2.118 0.034
## LASR9 0.280 0.178 1.567 0.117
## LASR10 0.708 0.222 3.183 0.001
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP ~
## dp (b1) -0.034 0.246 -0.139 0.890
## sd (b2) -1.530 0.705 -2.171 0.030
## sr (b3) -0.091 0.238 -0.381 0.703
## DAGE (c) 0.091 0.106 0.858 0.391
## dp ~
## DAGE (a1) -0.166 0.059 -2.795 0.005
## sd ~
## DAGE (a2) 0.058 0.033 1.765 0.078
## sr ~
## DAGE (a3) 0.023 0.054 0.423 0.672
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LADP1 0.402 0.109 3.684 0.000
## .LADP2 0.463 0.087 5.320 0.000
## .LADP3 0.622 0.100 6.218 0.000
## .LADP4 0.730 0.104 7.026 0.000
## .LADP5 0.657 0.093 7.031 0.000
## .LADP6 0.900 0.128 7.060 0.000
## .LADP7 0.907 0.131 6.927 0.000
## .LADP8 0.676 0.099 6.844 0.000
## .LADP9 0.756 0.111 6.809 0.000
## .LADP10 0.639 0.095 6.749 0.000
## .LASD1 0.678 0.102 6.658 0.000
## .LASD2 0.498 0.073 6.832 0.000
## .LASD3 0.899 0.142 6.316 0.000
## .LASD4 0.614 0.091 6.765 0.000
## .LASD5 0.954 0.135 7.071 0.000
## .LASD6 0.564 0.081 6.936 0.000
## .LASD7 0.966 0.145 6.667 0.000
## .LASD8 0.457 0.095 4.822 0.000
## .LASD9 0.615 0.099 6.234 0.000
## .LASD10 0.584 0.099 5.878 0.000
## .LASR1 0.548 0.106 5.184 0.000
## .LASR2 0.446 0.076 5.888 0.000
## .LASR3 0.761 0.122 6.230 0.000
## .LASR4 0.736 0.110 6.699 0.000
## .LASR5 0.402 0.069 5.796 0.000
## .LASR6 0.702 0.103 6.812 0.000
## .LASR7 0.534 0.081 6.561 0.000
## .LASR8 0.737 0.107 6.878 0.000
## .LASR9 0.801 0.115 6.972 0.000
## .LASR10 0.940 0.144 6.526 0.000
## .LOOJP 1.454 0.220 6.600 0.000
## .dp 0.382 0.127 3.015 0.003
## .sd 0.089 0.059 1.510 0.131
## .sr 0.374 0.127 2.943 0.003
##
## Defined Parameters:
## Estimate Std.Err z-value P(>|z|)
## indDP 0.006 0.041 0.139 0.890
## totalDP 0.097 0.098 0.988 0.323
##
## Modification Indices:
##
## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 1 dp =~ LADP1 2.859 -41.861 -27.484 -30.112 -30.112
## 11 sd =~ LASD1 1.030 2.431 0.749 0.852 0.852
## 21 sr =~ LASR1 0.001 -0.411 -0.252 -0.262 -0.262
## 75 dp =~ LASD1 0.357 0.092 0.061 0.069 0.069
## 76 dp =~ LASD2 1.192 0.143 0.094 0.128 0.128
## 77 dp =~ LASD3 0.046 -0.039 -0.026 -0.024 -0.024
## 78 dp =~ LASD4 0.024 0.023 0.015 0.018 0.018
## 79 dp =~ LASD5 4.373 0.374 0.246 0.252 0.252
## 80 dp =~ LASD6 0.007 0.012 0.008 0.010 0.010
## 81 dp =~ LASD7 0.081 -0.053 -0.035 -0.033 -0.033
## 82 dp =~ LASD8 0.017 -0.018 -0.012 -0.014 -0.014
## 83 dp =~ LASD9 6.512 -0.385 -0.253 -0.285 -0.285
## 84 dp =~ LASD10 6.306 -0.378 -0.248 -0.275 -0.275
## 85 dp =~ LASR1 0.248 0.075 0.049 0.051 0.051
## 86 dp =~ LASR2 3.046 0.227 0.149 0.187 0.187
## 87 dp =~ LASR3 0.113 0.056 0.037 0.037 0.037
## 88 dp =~ LASR4 3.296 -0.289 -0.190 -0.208 -0.208
## 89 dp =~ LASR5 2.456 0.195 0.128 0.167 0.167
## 90 dp =~ LASR6 1.274 -0.175 -0.115 -0.131 -0.131
## 91 dp =~ LASR7 2.246 -0.205 -0.135 -0.169 -0.169
## 92 dp =~ LASR8 2.459 0.248 0.163 0.183 0.183
## 93 dp =~ LASR9 23.594 -0.795 -0.522 -0.573 -0.573
## 94 dp =~ LASR10 0.248 0.091 0.059 0.056 0.056
## 95 dp =~ LOOJP 1.602 0.316 0.208 0.161 0.161
## 96 sd =~ LADP1 0.163 0.124 0.038 0.042 0.042
## 97 sd =~ LADP2 4.000 -0.586 -0.181 -0.215 -0.215
## 98 sd =~ LADP3 3.717 -0.625 -0.192 -0.217 -0.217
## 99 sd =~ LADP4 0.329 0.193 0.059 0.069 0.069
## 100 sd =~ LADP5 0.068 -0.083 -0.026 -0.031 -0.031
## 101 sd =~ LADP6 10.179 1.190 0.367 0.386 0.386
## 102 sd =~ LADP7 1.164 0.407 0.125 0.129 0.129
## 103 sd =~ LADP8 0.575 -0.248 -0.076 -0.090 -0.090
## 104 sd =~ LADP9 0.022 0.051 0.016 0.017 0.017
## 105 sd =~ LADP10 3.469 -0.595 -0.183 -0.218 -0.218
## 106 sd =~ LASR1 1.608 -0.408 -0.126 -0.131 -0.131
## 107 sd =~ LASR2 2.035 -0.397 -0.122 -0.153 -0.153
## 108 sd =~ LASR3 0.532 -0.260 -0.080 -0.080 -0.080
## 109 sd =~ LASR4 1.016 0.344 0.106 0.116 0.116
## 110 sd =~ LASR5 5.208 -0.606 -0.187 -0.243 -0.243
## 111 sd =~ LASR6 17.168 1.373 0.423 0.482 0.482
## 112 sd =~ LASR7 1.591 0.370 0.114 0.143 0.143
## 113 sd =~ LASR8 0.048 -0.074 -0.023 -0.026 -0.026
## 114 sd =~ LASR9 23.884 1.715 0.528 0.580 0.580
## 115 sd =~ LASR10 2.424 0.606 0.187 0.176 0.176
## 116 sd =~ LOOJP 11.733 -1.723 -0.531 -0.411 -0.411
## 117 sr =~ LADP1 0.541 0.109 0.067 0.073 0.073
## 118 sr =~ LADP2 0.899 0.135 0.083 0.098 0.098
## 119 sr =~ LADP3 1.506 -0.194 -0.119 -0.134 -0.134
## 120 sr =~ LADP4 0.982 -0.163 -0.100 -0.116 -0.116
## 121 sr =~ LADP5 7.003 0.413 0.253 0.310 0.310
## 122 sr =~ LADP6 0.211 -0.084 -0.051 -0.054 -0.054
## 123 sr =~ LADP7 0.514 -0.132 -0.081 -0.083 -0.083
## 124 sr =~ LADP8 1.291 -0.182 -0.111 -0.130 -0.130
## 125 sr =~ LADP9 2.324 -0.258 -0.158 -0.174 -0.174
## 126 sr =~ LADP10 6.274 0.391 0.239 0.285 0.285
## 127 sr =~ LASD1 2.515 -0.257 -0.157 -0.179 -0.179
## 128 sr =~ LASD2 2.424 -0.214 -0.131 -0.178 -0.178
## 129 sr =~ LASD3 7.289 0.512 0.314 0.295 0.295
## 130 sr =~ LASD4 10.942 0.506 0.310 0.376 0.376
## 131 sr =~ LASD5 2.889 0.319 0.195 0.200 0.200
## 132 sr =~ LASD6 2.530 -0.231 -0.142 -0.184 -0.184
## 133 sr =~ LASD7 3.740 -0.373 -0.228 -0.218 -0.218
## 134 sr =~ LASD8 0.678 0.122 0.075 0.083 0.083
## 135 sr =~ LASD9 4.264 -0.326 -0.199 -0.225 -0.225
## 136 sr =~ LASD10 0.084 0.045 0.028 0.031 0.031
## 137 sr =~ LOOJP 0.232 -0.112 -0.068 -0.053 -0.053
## 138 LADP1 ~~ LADP2 7.974 0.293 0.293 0.382 0.382
## 139 LADP1 ~~ LADP3 0.007 -0.007 -0.007 -0.009 -0.009
## 140 LADP1 ~~ LADP4 3.791 -0.145 -0.145 -0.185 -0.185
## 141 LADP1 ~~ LADP5 3.903 -0.140 -0.140 -0.187 -0.187
## 142 LADP1 ~~ LADP6 0.561 0.061 0.061 0.071 0.071
## 143 LADP1 ~~ LADP7 1.342 -0.099 -0.099 -0.112 -0.112
## 144 LADP1 ~~ LADP8 2.779 -0.127 -0.127 -0.163 -0.163
## 145 LADP1 ~~ LADP9 0.442 -0.054 -0.054 -0.065 -0.065
## 146 LADP1 ~~ LADP10 0.055 0.018 0.018 0.023 0.023
## 147 LADP1 ~~ LASD1 3.280 0.117 0.117 0.146 0.146
## 148 LADP1 ~~ LASD2 0.031 0.010 0.010 0.014 0.014
## 149 LADP1 ~~ LASD3 0.019 0.010 0.010 0.011 0.011
## 150 LADP1 ~~ LASD4 2.161 0.090 0.090 0.120 0.120
## 151 LADP1 ~~ LASD5 0.157 0.030 0.030 0.033 0.033
## 152 LADP1 ~~ LASD6 0.283 -0.031 -0.031 -0.044 -0.044
## 153 LADP1 ~~ LASD7 0.599 0.060 0.060 0.063 0.063
## 154 LADP1 ~~ LASD8 0.071 0.016 0.016 0.019 0.019
## 155 LADP1 ~~ LASD9 2.539 -0.101 -0.101 -0.124 -0.124
## 156 LADP1 ~~ LASD10 0.415 -0.040 -0.040 -0.049 -0.049
## 157 LADP1 ~~ LASR1 2.473 0.099 0.099 0.114 0.114
## 158 LADP1 ~~ LASR2 1.396 0.065 0.065 0.089 0.089
## 159 LADP1 ~~ LASR3 0.005 -0.005 -0.005 -0.005 -0.005
## 160 LADP1 ~~ LASR4 6.248 -0.168 -0.168 -0.202 -0.202
## 161 LADP1 ~~ LASR5 0.218 0.024 0.024 0.035 0.035
## 162 LADP1 ~~ LASR6 0.004 -0.004 -0.004 -0.005 -0.005
## 163 LADP1 ~~ LASR7 1.788 -0.077 -0.077 -0.106 -0.106
## 164 LADP1 ~~ LASR8 0.574 -0.051 -0.051 -0.062 -0.062
## 165 LADP1 ~~ LASR9 0.233 0.033 0.033 0.040 0.040
## 166 LADP1 ~~ LASR10 0.036 0.015 0.015 0.015 0.015
## 167 LADP1 ~~ LOOJP 2.989 -0.160 -0.160 -0.136 -0.136
## 168 LADP2 ~~ LADP3 2.391 -0.114 -0.114 -0.152 -0.152
## 169 LADP2 ~~ LADP4 0.678 0.055 0.055 0.076 0.076
## 170 LADP2 ~~ LADP5 0.367 0.038 0.038 0.056 0.056
## 171 LADP2 ~~ LADP6 0.320 -0.042 -0.042 -0.052 -0.052
## 172 LADP2 ~~ LADP7 0.068 -0.020 -0.020 -0.024 -0.024
## 173 LADP2 ~~ LADP8 1.914 -0.092 -0.092 -0.128 -0.128
## 174 LADP2 ~~ LADP9 1.572 -0.089 -0.089 -0.116 -0.116
## 175 LADP2 ~~ LADP10 0.081 -0.019 -0.019 -0.027 -0.027
## 176 LADP2 ~~ LASD1 0.964 0.061 0.061 0.083 0.083
## 177 LADP2 ~~ LASD2 2.037 0.076 0.076 0.123 0.123
## 178 LADP2 ~~ LASD3 0.044 0.015 0.015 0.017 0.017
## 179 LADP2 ~~ LASD4 0.351 0.035 0.035 0.051 0.051
## 180 LADP2 ~~ LASD5 0.160 -0.029 -0.029 -0.035 -0.035
## 181 LADP2 ~~ LASD6 0.501 -0.040 -0.040 -0.061 -0.061
## 182 LADP2 ~~ LASD7 0.022 -0.011 -0.011 -0.012 -0.012
## 183 LADP2 ~~ LASD8 0.039 -0.011 -0.011 -0.015 -0.015
## 184 LADP2 ~~ LASD9 5.607 -0.144 -0.144 -0.193 -0.193
## 185 LADP2 ~~ LASD10 4.642 -0.130 -0.130 -0.172 -0.172
## 186 LADP2 ~~ LASR1 0.365 -0.037 -0.037 -0.046 -0.046
## 187 LADP2 ~~ LASR2 1.480 0.064 0.064 0.096 0.096
## 188 LADP2 ~~ LASR3 5.646 0.161 0.161 0.192 0.192
## 189 LADP2 ~~ LASR4 0.170 -0.027 -0.027 -0.035 -0.035
## 190 LADP2 ~~ LASR5 0.192 -0.022 -0.022 -0.034 -0.034
## 191 LADP2 ~~ LASR6 0.017 0.008 0.008 0.011 0.011
## 192 LADP2 ~~ LASR7 0.038 -0.011 -0.011 -0.016 -0.016
## 193 LADP2 ~~ LASR8 4.371 0.134 0.134 0.180 0.180
## 194 LADP2 ~~ LASR9 8.671 -0.196 -0.196 -0.256 -0.256
## 195 LADP2 ~~ LASR10 0.408 -0.047 -0.047 -0.053 -0.053
## 196 LADP2 ~~ LOOJP 6.767 0.232 0.232 0.214 0.214
## 197 LADP3 ~~ LADP4 0.032 -0.013 -0.013 -0.017 -0.017
## 198 LADP3 ~~ LADP5 1.579 -0.086 -0.086 -0.118 -0.118
## 199 LADP3 ~~ LADP6 0.001 -0.003 -0.003 -0.003 -0.003
## 200 LADP3 ~~ LADP7 0.140 0.030 0.030 0.035 0.035
## 201 LADP3 ~~ LADP8 9.316 0.216 0.216 0.285 0.285
## 202 LADP3 ~~ LADP9 0.014 0.009 0.009 0.011 0.011
## 203 LADP3 ~~ LADP10 4.702 -0.151 -0.151 -0.202 -0.202
## 204 LADP3 ~~ LASD1 1.548 -0.086 -0.086 -0.110 -0.110
## 205 LADP3 ~~ LASD2 0.026 -0.009 -0.009 -0.015 -0.015
## 206 LADP3 ~~ LASD3 3.812 -0.159 -0.159 -0.168 -0.168
## 207 LADP3 ~~ LASD4 1.104 -0.069 -0.069 -0.094 -0.094
## 208 LADP3 ~~ LASD5 0.006 -0.006 -0.006 -0.007 -0.007
## 209 LADP3 ~~ LASD6 1.340 0.072 0.072 0.106 0.106
## 210 LADP3 ~~ LASD7 0.148 0.032 0.032 0.034 0.034
## 211 LADP3 ~~ LASD8 2.033 -0.090 -0.090 -0.114 -0.114
## 212 LADP3 ~~ LASD9 3.316 0.123 0.123 0.156 0.156
## 213 LADP3 ~~ LASD10 0.527 0.049 0.049 0.061 0.061
## 214 LADP3 ~~ LASR1 2.554 -0.108 -0.108 -0.127 -0.127
## 215 LADP3 ~~ LASR2 0.513 0.042 0.042 0.059 0.059
## 216 LADP3 ~~ LASR3 1.197 0.082 0.082 0.093 0.093
## 217 LADP3 ~~ LASR4 0.613 0.056 0.056 0.069 0.069
## 218 LADP3 ~~ LASR5 0.164 -0.023 -0.023 -0.033 -0.033
## 219 LADP3 ~~ LASR6 1.701 -0.091 -0.091 -0.117 -0.117
## 220 LADP3 ~~ LASR7 0.082 0.018 0.018 0.025 0.025
## 221 LADP3 ~~ LASR8 2.059 -0.102 -0.102 -0.130 -0.130
## 222 LADP3 ~~ LASR9 0.966 -0.073 -0.073 -0.090 -0.090
## 223 LADP3 ~~ LASR10 0.011 0.009 0.009 0.009 0.009
## 224 LADP3 ~~ LOOJP 0.085 0.029 0.029 0.025 0.025
## 225 LADP4 ~~ LADP5 0.186 0.030 0.030 0.043 0.043
## 226 LADP4 ~~ LADP6 6.313 -0.204 -0.204 -0.250 -0.250
## 227 LADP4 ~~ LADP7 2.402 0.128 0.128 0.152 0.152
## 228 LADP4 ~~ LADP8 1.862 -0.098 -0.098 -0.133 -0.133
## 229 LADP4 ~~ LADP9 2.049 0.109 0.109 0.139 0.139
## 230 LADP4 ~~ LADP10 2.922 0.120 0.120 0.166 0.166
## 231 LADP4 ~~ LASD1 1.342 -0.083 -0.083 -0.110 -0.110
## 232 LADP4 ~~ LASD2 0.184 0.026 0.026 0.042 0.042
## 233 LADP4 ~~ LASD3 0.074 0.023 0.023 0.025 0.025
## 234 LADP4 ~~ LASD4 0.547 -0.050 -0.050 -0.071 -0.071
## 235 LADP4 ~~ LASD5 1.026 -0.085 -0.085 -0.101 -0.101
## 236 LADP4 ~~ LASD6 0.030 -0.011 -0.011 -0.017 -0.017
## 237 LADP4 ~~ LASD7 0.167 0.035 0.035 0.039 0.039
## 238 LADP4 ~~ LASD8 0.625 0.052 0.052 0.068 0.068
## 239 LADP4 ~~ LASD9 2.478 0.111 0.111 0.145 0.145
## 240 LADP4 ~~ LASD10 1.208 -0.077 -0.077 -0.099 -0.099
## 241 LADP4 ~~ LASR1 6.521 -0.180 -0.180 -0.217 -0.217
## 242 LADP4 ~~ LASR2 0.692 -0.051 -0.051 -0.074 -0.074
## 243 LADP4 ~~ LASR3 0.148 -0.030 -0.030 -0.035 -0.035
## 244 LADP4 ~~ LASR4 6.791 0.195 0.195 0.248 0.248
## 245 LADP4 ~~ LASR5 3.919 -0.115 -0.115 -0.174 -0.174
## 246 LADP4 ~~ LASR6 2.501 0.115 0.115 0.152 0.152
## 247 LADP4 ~~ LASR7 3.401 0.118 0.118 0.173 0.173
## 248 LADP4 ~~ LASR8 0.879 0.070 0.070 0.091 0.091
## 249 LADP4 ~~ LASR9 0.076 -0.021 -0.021 -0.027 -0.027
## 250 LADP4 ~~ LASR10 2.023 0.121 0.121 0.133 0.133
## 251 LADP4 ~~ LOOJP 0.344 0.060 0.060 0.054 0.054
## 252 LADP5 ~~ LADP6 0.094 0.024 0.024 0.031 0.031
## 253 LADP5 ~~ LADP7 0.000 0.002 0.002 0.002 0.002
## 254 LADP5 ~~ LADP8 0.709 0.057 0.057 0.082 0.082
## 255 LADP5 ~~ LADP9 1.546 0.090 0.090 0.121 0.121
## 256 LADP5 ~~ LADP10 13.856 0.248 0.248 0.361 0.361
## 257 LADP5 ~~ LASD1 2.483 -0.108 -0.108 -0.150 -0.150
## 258 LADP5 ~~ LASD2 0.261 -0.030 -0.030 -0.049 -0.049
## 259 LADP5 ~~ LASD3 13.883 0.299 0.299 0.345 0.345
## 260 LADP5 ~~ LASD4 0.830 0.059 0.059 0.088 0.088
## 261 LADP5 ~~ LASD5 7.030 0.210 0.210 0.264 0.264
## 262 LADP5 ~~ LASD6 0.024 0.010 0.010 0.015 0.015
## 263 LADP5 ~~ LASD7 1.500 -0.100 -0.100 -0.117 -0.117
## 264 LADP5 ~~ LASD8 0.058 0.015 0.015 0.021 0.021
## 265 LADP5 ~~ LASD9 1.781 -0.089 -0.089 -0.123 -0.123
## 266 LADP5 ~~ LASD10 1.690 -0.086 -0.086 -0.117 -0.117
## 267 LADP5 ~~ LASR1 1.893 0.092 0.092 0.117 0.117
## 268 LADP5 ~~ LASR2 0.003 -0.003 -0.003 -0.005 -0.005
## 269 LADP5 ~~ LASR3 0.435 0.049 0.049 0.060 0.060
## 270 LADP5 ~~ LASR4 0.000 0.000 0.000 -0.001 -0.001
## 271 LADP5 ~~ LASR5 1.286 0.063 0.063 0.100 0.100
## 272 LADP5 ~~ LASR6 0.000 0.000 0.000 0.001 0.001
## 273 LADP5 ~~ LASR7 0.418 -0.039 -0.039 -0.061 -0.061
## 274 LADP5 ~~ LASR8 3.360 0.129 0.129 0.178 0.178
## 275 LADP5 ~~ LASR9 3.421 -0.135 -0.135 -0.182 -0.182
## 276 LADP5 ~~ LASR10 0.568 0.061 0.061 0.070 0.070
## 277 LADP5 ~~ LOOJP 1.283 0.111 0.111 0.105 0.105
## 278 LADP6 ~~ LADP7 0.050 0.020 0.020 0.022 0.022
## 279 LADP6 ~~ LADP8 0.021 0.011 0.011 0.014 0.014
## 280 LADP6 ~~ LADP9 5.276 0.193 0.193 0.224 0.224
## 281 LADP6 ~~ LADP10 2.343 -0.119 -0.119 -0.149 -0.149
## 282 LADP6 ~~ LASD1 0.519 -0.058 -0.058 -0.069 -0.069
## 283 LADP6 ~~ LASD2 0.255 0.034 0.034 0.049 0.049
## 284 LADP6 ~~ LASD3 1.014 0.094 0.094 0.094 0.094
## 285 LADP6 ~~ LASD4 0.294 0.041 0.041 0.052 0.052
## 286 LADP6 ~~ LASD5 1.907 0.128 0.128 0.138 0.138
## 287 LADP6 ~~ LASD6 3.469 0.134 0.134 0.183 0.183
## 288 LADP6 ~~ LASD7 11.413 0.322 0.322 0.323 0.323
## 289 LADP6 ~~ LASD8 0.019 -0.010 -0.010 -0.012 -0.012
## 290 LADP6 ~~ LASD9 0.033 -0.014 -0.014 -0.017 -0.017
## 291 LADP6 ~~ LASD10 1.486 0.094 0.094 0.110 0.110
## 292 LADP6 ~~ LASR1 0.309 -0.043 -0.043 -0.048 -0.048
## 293 LADP6 ~~ LASR2 1.062 -0.070 -0.070 -0.092 -0.092
## 294 LADP6 ~~ LASR3 1.364 -0.101 -0.101 -0.107 -0.107
## 295 LADP6 ~~ LASR4 0.272 0.043 0.043 0.050 0.050
## 296 LADP6 ~~ LASR5 0.042 -0.013 -0.013 -0.018 -0.018
## 297 LADP6 ~~ LASR6 0.301 0.044 0.044 0.053 0.053
## 298 LADP6 ~~ LASR7 0.018 -0.010 -0.010 -0.013 -0.013
## 299 LADP6 ~~ LASR8 0.924 0.079 0.079 0.094 0.094
## 300 LADP6 ~~ LASR9 1.283 0.097 0.097 0.112 0.112
## 301 LADP6 ~~ LASR10 1.998 0.134 0.134 0.133 0.133
## 302 LADP6 ~~ LOOJP 0.634 0.091 0.091 0.074 0.074
## 303 LADP7 ~~ LADP8 0.512 0.058 0.058 0.069 0.069
## 304 LADP7 ~~ LADP9 3.643 0.163 0.163 0.185 0.185
## 305 LADP7 ~~ LADP10 0.043 0.016 0.016 0.020 0.020
## 306 LADP7 ~~ LASD1 1.951 0.113 0.113 0.132 0.132
## 307 LADP7 ~~ LASD2 1.049 0.070 0.070 0.098 0.098
## 308 LADP7 ~~ LASD3 0.003 -0.005 -0.005 -0.005 -0.005
## 309 LADP7 ~~ LASD4 0.431 -0.050 -0.050 -0.062 -0.062
## 310 LADP7 ~~ LASD5 3.615 0.178 0.178 0.187 0.187
## 311 LADP7 ~~ LASD6 0.397 -0.046 -0.046 -0.061 -0.061
## 312 LADP7 ~~ LASD7 0.031 0.017 0.017 0.016 0.016
## 313 LADP7 ~~ LASD8 0.023 0.011 0.011 0.013 0.013
## 314 LADP7 ~~ LASD9 0.267 0.041 0.041 0.047 0.047
## 315 LADP7 ~~ LASD10 0.004 -0.005 -0.005 -0.006 -0.006
## 316 LADP7 ~~ LASR1 2.493 -0.125 -0.125 -0.133 -0.133
## 317 LADP7 ~~ LASR2 0.610 -0.053 -0.053 -0.068 -0.068
## 318 LADP7 ~~ LASR3 4.373 -0.183 -0.183 -0.188 -0.188
## 319 LADP7 ~~ LASR4 3.327 0.153 0.153 0.172 0.172
## 320 LADP7 ~~ LASR5 0.033 0.012 0.012 0.016 0.016
## 321 LADP7 ~~ LASR6 5.067 0.183 0.183 0.215 0.215
## 322 LADP7 ~~ LASR7 0.742 -0.062 -0.062 -0.080 -0.080
## 323 LADP7 ~~ LASR8 0.001 -0.002 -0.002 -0.002 -0.002
## 324 LADP7 ~~ LASR9 0.404 0.055 0.055 0.062 0.062
## 325 LADP7 ~~ LASR10 4.463 0.202 0.202 0.195 0.195
## 326 LADP7 ~~ LOOJP 0.011 0.012 0.012 0.010 0.010
## 327 LADP8 ~~ LADP9 3.169 0.132 0.132 0.171 0.171
## 328 LADP8 ~~ LADP10 0.113 0.023 0.023 0.032 0.032
## 329 LADP8 ~~ LASD1 1.745 -0.092 -0.092 -0.123 -0.123
## 330 LADP8 ~~ LASD2 0.341 -0.035 -0.035 -0.055 -0.055
## 331 LADP8 ~~ LASD3 1.824 0.111 0.111 0.123 0.123
## 332 LADP8 ~~ LASD4 0.823 -0.060 -0.060 -0.086 -0.086
## 333 LADP8 ~~ LASD5 0.961 0.080 0.080 0.096 0.096
## 334 LADP8 ~~ LASD6 0.677 0.052 0.052 0.079 0.079
## 335 LADP8 ~~ LASD7 1.414 0.099 0.099 0.111 0.111
## 336 LADP8 ~~ LASD8 0.020 -0.009 -0.009 -0.012 -0.012
## 337 LADP8 ~~ LASD9 0.021 0.010 0.010 0.013 0.013
## 338 LADP8 ~~ LASD10 3.089 -0.119 -0.119 -0.155 -0.155
## 339 LADP8 ~~ LASR1 0.096 0.021 0.021 0.026 0.026
## 340 LADP8 ~~ LASR2 0.714 -0.050 -0.050 -0.073 -0.073
## 341 LADP8 ~~ LASR3 1.579 -0.095 -0.095 -0.112 -0.112
## 342 LADP8 ~~ LASR4 0.001 -0.003 -0.003 -0.004 -0.004
## 343 LADP8 ~~ LASR5 1.268 0.064 0.064 0.097 0.097
## 344 LADP8 ~~ LASR6 0.039 -0.014 -0.014 -0.019 -0.019
## 345 LADP8 ~~ LASR7 0.602 -0.048 -0.048 -0.071 -0.071
## 346 LADP8 ~~ LASR8 0.084 0.021 0.021 0.028 0.028
## 347 LADP8 ~~ LASR9 2.846 -0.126 -0.126 -0.163 -0.163
## 348 LADP8 ~~ LASR10 0.050 -0.019 -0.019 -0.021 -0.021
## 349 LADP8 ~~ LOOJP 0.043 0.021 0.021 0.019 0.019
## 350 LADP9 ~~ LADP10 7.755 0.203 0.203 0.266 0.266
## 351 LADP9 ~~ LASD1 1.460 -0.090 -0.090 -0.112 -0.112
## 352 LADP9 ~~ LASD2 0.456 0.042 0.042 0.064 0.064
## 353 LADP9 ~~ LASD3 0.010 0.009 0.009 0.009 0.009
## 354 LADP9 ~~ LASD4 1.537 -0.087 -0.087 -0.117 -0.117
## 355 LADP9 ~~ LASD5 4.151 0.175 0.175 0.198 0.198
## 356 LADP9 ~~ LASD6 1.186 0.073 0.073 0.104 0.104
## 357 LADP9 ~~ LASD7 0.581 0.067 0.067 0.071 0.071
## 358 LADP9 ~~ LASD8 0.709 0.057 0.057 0.071 0.071
## 359 LADP9 ~~ LASD9 0.312 -0.040 -0.040 -0.050 -0.050
## 360 LADP9 ~~ LASD10 1.309 -0.082 -0.082 -0.100 -0.100
## 361 LADP9 ~~ LASR1 0.023 -0.011 -0.011 -0.013 -0.013
## 362 LADP9 ~~ LASR2 3.022 -0.109 -0.109 -0.151 -0.151
## 363 LADP9 ~~ LASR3 16.939 -0.331 -0.331 -0.366 -0.366
## 364 LADP9 ~~ LASR4 0.137 0.029 0.029 0.034 0.034
## 365 LADP9 ~~ LASR5 4.103 0.121 0.121 0.174 0.174
## 366 LADP9 ~~ LASR6 2.775 -0.125 -0.125 -0.157 -0.157
## 367 LADP9 ~~ LASR7 0.005 -0.005 -0.005 -0.006 -0.006
## 368 LADP9 ~~ LASR8 2.652 0.124 0.124 0.155 0.155
## 369 LADP9 ~~ LASR9 0.064 0.020 0.020 0.024 0.024
## 370 LADP9 ~~ LASR10 1.946 0.123 0.123 0.127 0.127
## 371 LADP9 ~~ LOOJP 0.471 -0.073 -0.073 -0.062 -0.062
## 372 LADP10 ~~ LASD1 0.720 -0.058 -0.058 -0.079 -0.079
## 373 LADP10 ~~ LASD2 0.704 -0.049 -0.049 -0.079 -0.079
## 374 LADP10 ~~ LASD3 0.025 -0.013 -0.013 -0.014 -0.014
## 375 LADP10 ~~ LASD4 0.069 -0.017 -0.017 -0.025 -0.025
## 376 LADP10 ~~ LASD5 9.579 0.246 0.246 0.299 0.299
## 377 LADP10 ~~ LASD6 0.001 0.002 0.002 0.003 0.003
## 378 LADP10 ~~ LASD7 5.414 -0.190 -0.190 -0.216 -0.216
## 379 LADP10 ~~ LASD8 1.328 0.072 0.072 0.096 0.096
## 380 LADP10 ~~ LASD9 1.869 -0.091 -0.091 -0.122 -0.122
## 381 LADP10 ~~ LASD10 1.508 -0.081 -0.081 -0.107 -0.107
## 382 LADP10 ~~ LASR1 0.204 0.030 0.030 0.037 0.037
## 383 LADP10 ~~ LASR2 0.553 0.043 0.043 0.064 0.064
## 384 LADP10 ~~ LASR3 1.810 -0.100 -0.100 -0.119 -0.119
## 385 LADP10 ~~ LASR4 1.643 0.091 0.091 0.118 0.118
## 386 LADP10 ~~ LASR5 2.727 0.091 0.091 0.141 0.141
## 387 LADP10 ~~ LASR6 0.075 0.019 0.019 0.026 0.026
## 388 LADP10 ~~ LASR7 0.013 -0.007 -0.007 -0.010 -0.010
## 389 LADP10 ~~ LASR8 2.299 0.107 0.107 0.143 0.143
## 390 LADP10 ~~ LASR9 2.551 -0.117 -0.117 -0.152 -0.152
## 391 LADP10 ~~ LASR10 0.578 0.062 0.062 0.069 0.069
## 392 LADP10 ~~ LOOJP 0.672 0.080 0.080 0.074 0.074
## 393 LASD1 ~~ LASD2 10.613 0.200 0.200 0.310 0.310
## 394 LASD1 ~~ LASD3 0.043 0.018 0.018 0.019 0.019
## 395 LASD1 ~~ LASD4 0.747 0.059 0.059 0.082 0.082
## 396 LASD1 ~~ LASD5 0.265 0.043 0.043 0.050 0.050
## 397 LASD1 ~~ LASD6 0.156 0.026 0.026 0.038 0.038
## 398 LASD1 ~~ LASD7 3.845 -0.170 -0.170 -0.185 -0.185
## 399 LASD1 ~~ LASD8 1.326 -0.085 -0.085 -0.108 -0.108
## 400 LASD1 ~~ LASD9 0.384 -0.045 -0.045 -0.057 -0.057
## 401 LASD1 ~~ LASD10 0.870 0.068 0.068 0.086 0.086
## 402 LASD1 ~~ LASR1 0.673 -0.057 -0.057 -0.067 -0.067
## 403 LASD1 ~~ LASR2 2.430 0.093 0.093 0.133 0.133
## 404 LASD1 ~~ LASR3 0.052 -0.018 -0.018 -0.020 -0.020
## 405 LASD1 ~~ LASR4 4.193 -0.151 -0.151 -0.187 -0.187
## 406 LASD1 ~~ LASR5 0.585 -0.044 -0.044 -0.065 -0.065
## 407 LASD1 ~~ LASR6 1.341 -0.083 -0.083 -0.107 -0.107
## 408 LASD1 ~~ LASR7 0.026 0.010 0.010 0.015 0.015
## 409 LASD1 ~~ LASR8 0.045 -0.016 -0.016 -0.020 -0.020
## 410 LASD1 ~~ LASR9 0.024 0.012 0.012 0.015 0.015
## 411 LASD1 ~~ LASR10 0.012 -0.009 -0.009 -0.010 -0.010
## 412 LASD1 ~~ LOOJP 0.314 0.057 0.057 0.050 0.050
## 413 LASD2 ~~ LASD3 0.962 -0.071 -0.071 -0.092 -0.092
## 414 LASD2 ~~ LASD4 1.596 -0.073 -0.073 -0.121 -0.121
## 415 LASD2 ~~ LASD5 2.672 -0.115 -0.115 -0.160 -0.160
## 416 LASD2 ~~ LASD6 2.078 0.079 0.079 0.140 0.140
## 417 LASD2 ~~ LASD7 0.040 0.015 0.015 0.019 0.019
## 418 LASD2 ~~ LASD8 0.049 -0.013 -0.013 -0.021 -0.021
## 419 LASD2 ~~ LASD9 0.470 -0.042 -0.042 -0.064 -0.064
## 420 LASD2 ~~ LASD10 0.005 -0.004 -0.004 -0.006 -0.006
## 421 LASD2 ~~ LASR1 0.209 -0.027 -0.027 -0.038 -0.038
## 422 LASD2 ~~ LASR2 0.530 -0.037 -0.037 -0.063 -0.063
## 423 LASD2 ~~ LASR3 3.616 -0.124 -0.124 -0.169 -0.169
## 424 LASD2 ~~ LASR4 0.156 0.025 0.025 0.037 0.037
## 425 LASD2 ~~ LASR5 0.728 -0.041 -0.041 -0.074 -0.074
## 426 LASD2 ~~ LASR6 0.006 0.005 0.005 0.007 0.007
## 427 LASD2 ~~ LASR7 2.364 0.082 0.082 0.141 0.141
## 428 LASD2 ~~ LASR8 0.941 0.060 0.060 0.092 0.092
## 429 LASD2 ~~ LASR9 1.569 -0.080 -0.080 -0.120 -0.120
## 430 LASD2 ~~ LASR10 0.180 0.030 0.030 0.039 0.039
## 431 LASD2 ~~ LOOJP 0.239 0.042 0.042 0.044 0.044
## 432 LASD3 ~~ LASD4 4.194 0.167 0.167 0.191 0.191
## 433 LASD3 ~~ LASD5 0.849 0.091 0.091 0.087 0.087
## 434 LASD3 ~~ LASD6 2.607 -0.124 -0.124 -0.152 -0.152
## 435 LASD3 ~~ LASD7 0.554 0.077 0.077 0.069 0.069
## 436 LASD3 ~~ LASD8 0.982 -0.091 -0.091 -0.096 -0.096
## 437 LASD3 ~~ LASD9 2.092 0.126 0.126 0.134 0.134
## 438 LASD3 ~~ LASD10 0.819 -0.081 -0.081 -0.084 -0.084
## 439 LASD3 ~~ LASR1 0.992 0.081 0.081 0.079 0.079
## 440 LASD3 ~~ LASR2 0.317 -0.040 -0.040 -0.047 -0.047
## 441 LASD3 ~~ LASR3 3.852 0.177 0.177 0.167 0.167
## 442 LASD3 ~~ LASR4 1.095 -0.090 -0.090 -0.093 -0.093
## 443 LASD3 ~~ LASR5 2.338 0.103 0.103 0.126 0.126
## 444 LASD3 ~~ LASR6 0.358 0.050 0.050 0.054 0.054
## 445 LASD3 ~~ LASR7 0.141 -0.028 -0.028 -0.033 -0.033
## 446 LASD3 ~~ LASR8 0.027 0.014 0.014 0.015 0.015
## 447 LASD3 ~~ LASR9 0.458 0.060 0.060 0.062 0.062
## 448 LASD3 ~~ LASR10 0.014 0.012 0.012 0.010 0.010
## 449 LASD3 ~~ LOOJP 0.086 -0.035 -0.035 -0.025 -0.025
## 450 LASD4 ~~ LASD5 2.672 0.128 0.128 0.159 0.159
## 451 LASD4 ~~ LASD6 0.798 0.054 0.054 0.086 0.086
## 452 LASD4 ~~ LASD7 4.632 -0.176 -0.176 -0.204 -0.204
## 453 LASD4 ~~ LASD8 0.016 -0.009 -0.009 -0.012 -0.012
## 454 LASD4 ~~ LASD9 3.480 -0.127 -0.127 -0.174 -0.174
## 455 LASD4 ~~ LASD10 0.638 0.055 0.055 0.074 0.074
## 456 LASD4 ~~ LASR1 2.343 0.100 0.100 0.127 0.127
## 457 LASD4 ~~ LASR2 3.448 0.105 0.105 0.160 0.160
## 458 LASD4 ~~ LASR3 0.193 0.032 0.032 0.039 0.039
## 459 LASD4 ~~ LASR4 0.349 -0.041 -0.041 -0.055 -0.055
## 460 LASD4 ~~ LASR5 0.043 0.011 0.011 0.018 0.018
## 461 LASD4 ~~ LASR6 1.952 0.095 0.095 0.131 0.131
## 462 LASD4 ~~ LASR7 0.102 -0.019 -0.019 -0.029 -0.029
## 463 LASD4 ~~ LASR8 0.332 -0.040 -0.040 -0.054 -0.054
## 464 LASD4 ~~ LASR9 0.125 -0.025 -0.025 -0.034 -0.034
## 465 LASD4 ~~ LASR10 0.471 0.055 0.055 0.062 0.062
## 466 LASD4 ~~ LOOJP 1.399 -0.114 -0.114 -0.107 -0.107
## 467 LASD5 ~~ LASD6 2.705 0.122 0.122 0.162 0.162
## 468 LASD5 ~~ LASD7 1.379 -0.116 -0.116 -0.114 -0.114
## 469 LASD5 ~~ LASD8 0.006 0.006 0.006 0.007 0.007
## 470 LASD5 ~~ LASD9 1.397 -0.097 -0.097 -0.112 -0.112
## 471 LASD5 ~~ LASD10 0.264 -0.042 -0.042 -0.048 -0.048
## 472 LASD5 ~~ LASR1 2.292 0.122 0.122 0.130 0.130
## 473 LASD5 ~~ LASR2 2.390 0.107 0.107 0.138 0.138
## 474 LASD5 ~~ LASR3 1.429 -0.106 -0.106 -0.109 -0.109
## 475 LASD5 ~~ LASR4 0.020 -0.012 -0.012 -0.014 -0.014
## 476 LASD5 ~~ LASR5 2.242 0.099 0.099 0.133 0.133
## 477 LASD5 ~~ LASR6 0.655 0.067 0.067 0.078 0.078
## 478 LASD5 ~~ LASR7 4.063 -0.148 -0.148 -0.190 -0.190
## 479 LASD5 ~~ LASR8 0.002 -0.003 -0.003 -0.004 -0.004
## 480 LASD5 ~~ LASR9 0.020 -0.012 -0.012 -0.014 -0.014
## 481 LASD5 ~~ LASR10 0.509 -0.070 -0.070 -0.067 -0.067
## 482 LASD5 ~~ LOOJP 0.198 0.052 0.052 0.042 0.042
## 483 LASD6 ~~ LASD7 0.137 -0.029 -0.029 -0.035 -0.035
## 484 LASD6 ~~ LASD8 0.018 -0.009 -0.009 -0.013 -0.013
## 485 LASD6 ~~ LASD9 1.343 -0.074 -0.074 -0.109 -0.109
## 486 LASD6 ~~ LASD10 3.323 0.117 0.117 0.169 0.169
## 487 LASD6 ~~ LASR1 0.005 0.005 0.005 0.006 0.006
## 488 LASD6 ~~ LASR2 0.446 -0.036 -0.036 -0.059 -0.059
## 489 LASD6 ~~ LASR3 6.292 -0.173 -0.173 -0.226 -0.226
## 490 LASD6 ~~ LASR4 0.356 0.039 0.039 0.056 0.056
## 491 LASD6 ~~ LASR5 0.277 -0.027 -0.027 -0.046 -0.046
## 492 LASD6 ~~ LASR6 0.000 0.000 0.000 0.000 0.000
## 493 LASD6 ~~ LASR7 4.157 0.116 0.116 0.189 0.189
## 494 LASD6 ~~ LASR8 1.361 0.077 0.077 0.112 0.112
## 495 LASD6 ~~ LASR9 0.010 -0.007 -0.007 -0.009 -0.009
## 496 LASD6 ~~ LASR10 2.480 -0.119 -0.119 -0.146 -0.146
## 497 LASD6 ~~ LOOJP 1.884 0.125 0.125 0.126 0.126
## 498 LASD7 ~~ LASD8 0.033 0.016 0.016 0.017 0.017
## 499 LASD7 ~~ LASD9 0.138 0.032 0.032 0.034 0.034
## 500 LASD7 ~~ LASD10 0.010 0.009 0.009 0.009 0.009
## 501 LASD7 ~~ LASR1 3.231 -0.148 -0.148 -0.147 -0.147
## 502 LASD7 ~~ LASR2 5.284 -0.164 -0.164 -0.196 -0.196
## 503 LASD7 ~~ LASR3 0.200 -0.041 -0.041 -0.039 -0.039
## 504 LASD7 ~~ LASR4 4.525 0.187 0.187 0.195 0.195
## 505 LASD7 ~~ LASR5 0.230 -0.033 -0.033 -0.041 -0.041
## 506 LASD7 ~~ LASR6 0.006 -0.006 -0.006 -0.007 -0.007
## 507 LASD7 ~~ LASR7 0.219 0.035 0.035 0.042 0.042
## 508 LASD7 ~~ LASR8 0.000 -0.001 -0.001 -0.001 -0.001
## 509 LASD7 ~~ LASR9 4.385 0.189 0.189 0.198 0.198
## 510 LASD7 ~~ LASR10 0.279 0.053 0.053 0.048 0.048
## 511 LASD7 ~~ LOOJP 5.086 -0.273 -0.273 -0.202 -0.202
## 512 LASD8 ~~ LASD9 1.936 0.108 0.108 0.136 0.136
## 513 LASD8 ~~ LASD10 0.003 -0.005 -0.005 -0.006 -0.006
## 514 LASD8 ~~ LASR1 0.223 0.030 0.030 0.035 0.035
## 515 LASD8 ~~ LASR2 0.667 -0.045 -0.045 -0.063 -0.063
## 516 LASD8 ~~ LASR3 0.134 -0.026 -0.026 -0.029 -0.029
## 517 LASD8 ~~ LASR4 0.006 -0.005 -0.005 -0.006 -0.006
## 518 LASD8 ~~ LASR5 1.432 -0.063 -0.063 -0.091 -0.091
## 519 LASD8 ~~ LASR6 6.960 0.173 0.173 0.220 0.220
## 520 LASD8 ~~ LASR7 0.007 0.005 0.005 0.007 0.007
## 521 LASD8 ~~ LASR8 0.771 0.059 0.059 0.074 0.074
## 522 LASD8 ~~ LASR9 3.153 0.123 0.123 0.151 0.151
## 523 LASD8 ~~ LASR10 0.818 0.070 0.070 0.073 0.073
## 524 LASD8 ~~ LOOJP 2.444 -0.145 -0.145 -0.126 -0.126
## 525 LASD9 ~~ LASD10 0.096 -0.023 -0.023 -0.029 -0.029
## 526 LASD9 ~~ LASR1 2.009 -0.096 -0.096 -0.112 -0.112
## 527 LASD9 ~~ LASR2 0.079 -0.016 -0.016 -0.023 -0.023
## 528 LASD9 ~~ LASR3 0.775 0.066 0.066 0.074 0.074
## 529 LASD9 ~~ LASR4 0.301 0.039 0.039 0.049 0.049
## 530 LASD9 ~~ LASR5 4.811 -0.122 -0.122 -0.180 -0.180
## 531 LASD9 ~~ LASR6 0.222 0.033 0.033 0.042 0.042
## 532 LASD9 ~~ LASR7 0.556 -0.046 -0.046 -0.065 -0.065
## 533 LASD9 ~~ LASR8 0.221 0.033 0.033 0.042 0.042
## 534 LASD9 ~~ LASR9 2.058 0.106 0.106 0.131 0.131
## 535 LASD9 ~~ LASR10 0.004 -0.005 -0.005 -0.005 -0.005
## 536 LASD9 ~~ LOOJP 0.417 0.064 0.064 0.056 0.056
## 537 LASD10 ~~ LASR1 0.193 -0.029 -0.029 -0.034 -0.034
## 538 LASD10 ~~ LASR2 0.027 -0.010 -0.010 -0.013 -0.013
## 539 LASD10 ~~ LASR3 0.101 -0.024 -0.024 -0.026 -0.026
## 540 LASD10 ~~ LASR4 0.698 0.060 0.060 0.072 0.072
## 541 LASD10 ~~ LASR5 0.054 0.013 0.013 0.019 0.019
## 542 LASD10 ~~ LASR6 1.295 0.079 0.079 0.099 0.099
## 543 LASD10 ~~ LASR7 1.185 0.067 0.067 0.093 0.093
## 544 LASD10 ~~ LASR8 5.029 -0.159 -0.159 -0.198 -0.198
## 545 LASD10 ~~ LASR9 0.919 0.070 0.070 0.085 0.085
## 546 LASD10 ~~ LASR10 0.063 0.020 0.020 0.021 0.021
## 547 LASD10 ~~ LOOJP 3.078 -0.172 -0.172 -0.148 -0.148
## 548 LASR1 ~~ LASR2 0.057 0.017 0.017 0.022 0.022
## 549 LASR1 ~~ LASR3 0.226 0.041 0.041 0.043 0.043
## 550 LASR1 ~~ LASR4 0.944 -0.076 -0.076 -0.087 -0.087
## 551 LASR1 ~~ LASR5 12.118 0.239 0.239 0.325 0.325
## 552 LASR1 ~~ LASR6 1.634 -0.096 -0.096 -0.114 -0.114
## 553 LASR1 ~~ LASR7 0.117 -0.023 -0.023 -0.031 -0.031
## 554 LASR1 ~~ LASR8 0.110 -0.025 -0.025 -0.030 -0.030
## 555 LASR1 ~~ LASR9 0.060 -0.019 -0.019 -0.022 -0.022
## 556 LASR1 ~~ LASR10 8.223 -0.262 -0.262 -0.257 -0.257
## 557 LASR1 ~~ LOOJP 0.062 0.025 0.025 0.020 0.020
## 558 LASR2 ~~ LASR3 6.405 0.180 0.180 0.226 0.226
## 559 LASR2 ~~ LASR4 0.359 0.039 0.039 0.054 0.054
## 560 LASR2 ~~ LASR5 0.437 -0.037 -0.037 -0.060 -0.060
## 561 LASR2 ~~ LASR6 0.010 0.006 0.006 0.009 0.009
## 562 LASR2 ~~ LASR7 4.385 -0.119 -0.119 -0.188 -0.188
## 563 LASR2 ~~ LASR8 0.022 0.010 0.010 0.013 0.013
## 564 LASR2 ~~ LASR9 1.647 -0.085 -0.085 -0.117 -0.117
## 565 LASR2 ~~ LASR10 0.182 -0.032 -0.032 -0.038 -0.038
## 566 LASR2 ~~ LOOJP 1.114 0.091 0.091 0.088 0.088
## 567 LASR3 ~~ LASR4 0.095 -0.026 -0.026 -0.028 -0.028
## 568 LASR3 ~~ LASR5 1.415 -0.081 -0.081 -0.106 -0.106
## 569 LASR3 ~~ LASR6 0.023 -0.012 -0.012 -0.014 -0.014
## 570 LASR3 ~~ LASR7 0.970 -0.071 -0.071 -0.089 -0.089
## 571 LASR3 ~~ LASR8 0.966 -0.080 -0.080 -0.090 -0.090
## 572 LASR3 ~~ LASR9 0.193 -0.037 -0.037 -0.041 -0.041
## 573 LASR3 ~~ LASR10 0.043 -0.020 -0.020 -0.019 -0.019
## 574 LASR3 ~~ LOOJP 0.031 0.019 0.019 0.015 0.015
## 575 LASR4 ~~ LASR5 9.807 -0.197 -0.197 -0.281 -0.281
## 576 LASR4 ~~ LASR6 3.309 0.137 0.137 0.171 0.171
## 577 LASR4 ~~ LASR7 3.594 0.128 0.128 0.175 0.175
## 578 LASR4 ~~ LASR8 0.647 -0.062 -0.062 -0.076 -0.076
## 579 LASR4 ~~ LASR9 1.855 0.108 0.108 0.130 0.130
## 580 LASR4 ~~ LASR10 4.360 0.187 0.187 0.193 0.193
## 581 LASR4 ~~ LOOJP 1.087 0.110 0.110 0.093 0.093
## 582 LASR5 ~~ LASR6 0.190 -0.026 -0.026 -0.039 -0.039
## 583 LASR5 ~~ LASR7 0.169 0.022 0.022 0.037 0.037
## 584 LASR5 ~~ LASR8 0.286 0.033 0.033 0.048 0.048
## 585 LASR5 ~~ LASR9 1.775 -0.084 -0.084 -0.121 -0.121
## 586 LASR5 ~~ LASR10 0.027 -0.012 -0.012 -0.015 -0.015
## 587 LASR5 ~~ LOOJP 4.176 -0.167 -0.167 -0.169 -0.169
## 588 LASR6 ~~ LASR7 0.261 -0.033 -0.033 -0.048 -0.048
## 589 LASR6 ~~ LASR8 1.220 -0.082 -0.082 -0.106 -0.106
## 590 LASR6 ~~ LASR9 1.921 0.107 0.107 0.134 0.134
## 591 LASR6 ~~ LASR10 2.415 0.135 0.135 0.145 0.145
## 592 LASR6 ~~ LOOJP 3.577 -0.194 -0.194 -0.171 -0.171
## 593 LASR7 ~~ LASR8 3.351 0.121 0.121 0.171 0.171
## 594 LASR7 ~~ LASR9 1.494 0.084 0.084 0.115 0.115
## 595 LASR7 ~~ LASR10 1.325 0.089 0.089 0.105 0.105
## 596 LASR7 ~~ LOOJP 0.176 0.038 0.038 0.037 0.037
## 597 LASR8 ~~ LASR9 2.109 -0.114 -0.114 -0.141 -0.141
## 598 LASR8 ~~ LASR10 1.450 0.106 0.106 0.113 0.113
## 599 LASR8 ~~ LOOJP 4.431 0.220 0.220 0.192 0.192
## 600 LASR9 ~~ LASR10 2.931 0.156 0.156 0.161 0.161
## 601 LASR9 ~~ LOOJP 8.741 -0.321 -0.321 -0.273 -0.273
## 602 LASR10 ~~ LOOJP 0.007 0.010 0.010 0.007 0.007
## 603 dp ~~ sd 9.904 -0.087 -0.430 -0.430 -0.430
## 604 dp ~~ sr 0.761 0.048 0.119 0.119 0.119
## 605 sd ~~ sr 0.005 0.002 0.010 0.010 0.010
## 606 dp ~ LOOJP 0.640 0.050 0.077 0.099 0.099
## 607 dp ~ sd 9.904 -0.977 -0.458 -0.458 -0.458
## 608 dp ~ sr 0.761 0.127 0.119 0.119 0.119
## 609 sd ~ LOOJP 9.372 -0.092 -0.300 -0.387 -0.387
## 610 sd ~ dp 9.904 -0.228 -0.485 -0.485 -0.485
## 611 sd ~ sr 0.005 0.005 0.010 0.010 0.010
## 612 sr ~ LOOJP 0.182 -0.025 -0.042 -0.054 -0.054
## 613 sr ~ dp 0.761 0.125 0.134 0.134 0.134
## 614 sr ~ sd 0.005 0.022 0.011 0.011 0.011Strategies for Improving Model Fit
sem_model <- '
# Measurement model
dp =~ LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10
pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5
# Structural model
pcd + sjp ~ dp + sd + sr
'
fit <- sem(model = sem_model, data = data)
# Show some more interesting output
summary(fit, fit.measures = T, standardized = T)## lavaan (0.5-23.1097) converged normally after 74 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 1104.726
## Degrees of freedom 655
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 1635.112
## Degrees of freedom 703
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.518
## Tucker-Lewis Index (TLI) 0.482
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -4513.496
## Loglikelihood unrestricted model (H1) -3961.133
##
## Number of free parameters 86
## Akaike (AIC) 9198.992
## Bayesian (BIC) 9423.037
## Sample-size adjusted Bayesian (BIC) 9151.427
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.083
## 90 Percent Confidence Interval 0.074 0.091
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.119
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp =~
## LADP1 1.000 0.554 0.607
## LADP2 0.796 0.199 4.005 0.000 0.441 0.525
## LADP3 0.612 0.198 3.094 0.002 0.339 0.382
## LADP4 0.079 0.178 0.447 0.655 0.044 0.051
## LADP5 0.371 0.174 2.127 0.033 0.205 0.252
## LADP6 -0.191 0.198 -0.966 0.334 -0.106 -0.111
## LADP7 0.260 0.204 1.276 0.202 0.144 0.148
## LADP8 0.553 0.188 2.939 0.003 0.306 0.360
## LADP9 0.550 0.198 2.772 0.006 0.305 0.336
## LADP10 0.726 0.195 3.730 0.000 0.402 0.479
## sd =~
## LASD1 1.000 0.250 0.284
## LASD2 0.522 0.392 1.334 0.182 0.130 0.178
## LASD3 1.837 0.849 2.163 0.031 0.458 0.432
## LASD4 0.715 0.466 1.536 0.125 0.179 0.217
## LASD5 -0.575 0.500 -1.151 0.250 -0.144 -0.147
## LASD6 0.336 0.376 0.894 0.371 0.084 0.109
## LASD7 1.282 0.684 1.875 0.061 0.320 0.305
## LASD8 2.041 0.876 2.331 0.020 0.509 0.569
## LASD9 2.298 0.963 2.387 0.017 0.573 0.646
## LASD10 1.933 0.841 2.298 0.022 0.482 0.534
## sr =~
## LASR1 1.000 0.656 0.683
## LASR2 0.659 0.156 4.225 0.000 0.432 0.541
## LASR3 0.716 0.190 3.775 0.000 0.469 0.471
## LASR4 0.414 0.166 2.488 0.013 0.271 0.296
## LASR5 0.688 0.153 4.499 0.000 0.451 0.589
## LASR6 0.351 0.158 2.215 0.027 0.230 0.262
## LASR7 0.458 0.147 3.108 0.002 0.300 0.377
## LASR8 0.390 0.161 2.417 0.016 0.255 0.287
## LASR9 0.175 0.162 1.086 0.278 0.115 0.126
## LASR10 0.621 0.197 3.155 0.002 0.407 0.383
## pcd =~
## LOPCD1 1.000 0.538 0.741
## LOPCD2 0.677 0.134 5.064 0.000 0.365 0.539
## LOPCD3 1.127 0.159 7.101 0.000 0.607 0.754
## sjp =~
## LOSJP1 1.000 0.472 0.666
## LOSJP2 0.912 0.162 5.617 0.000 0.431 0.642
## LOSJP3 1.049 0.194 5.414 0.000 0.496 0.616
## LOSJP4 0.988 0.183 5.386 0.000 0.467 0.612
## LOSJP5 0.605 0.150 4.040 0.000 0.286 0.447
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## pcd ~
## dp 0.540 0.223 2.421 0.015 0.555 0.555
## sd -0.643 0.496 -1.295 0.195 -0.298 -0.298
## sr 0.193 0.095 2.022 0.043 0.235 0.235
## sjp ~
## dp 0.397 0.187 2.130 0.033 0.466 0.466
## sd -0.669 0.451 -1.482 0.138 -0.354 -0.354
## sr 0.250 0.088 2.844 0.004 0.348 0.348
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp ~~
## sd -0.095 0.045 -2.119 0.034 -0.688 -0.688
## sr 0.068 0.055 1.248 0.212 0.188 0.188
## sd ~~
## sr -0.014 0.024 -0.572 0.567 -0.083 -0.083
## .pcd ~~
## .sjp 0.057 0.025 2.282 0.023 0.914 0.914
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .LADP1 0.526 0.092 5.704 0.000 0.526 0.631
## .LADP2 0.511 0.082 6.202 0.000 0.511 0.724
## .LADP3 0.675 0.101 6.691 0.000 0.675 0.854
## .LADP4 0.738 0.105 7.065 0.000 0.738 0.997
## .LADP5 0.624 0.090 6.922 0.000 0.624 0.937
## .LADP6 0.892 0.127 7.044 0.000 0.892 0.988
## .LADP7 0.929 0.132 7.022 0.000 0.929 0.978
## .LADP8 0.632 0.094 6.741 0.000 0.632 0.871
## .LADP9 0.728 0.107 6.788 0.000 0.728 0.887
## .LADP10 0.544 0.085 6.399 0.000 0.544 0.771
## .LASD1 0.711 0.103 6.869 0.000 0.711 0.919
## .LASD2 0.521 0.075 6.996 0.000 0.521 0.968
## .LASD3 0.917 0.140 6.539 0.000 0.917 0.814
## .LASD4 0.646 0.093 6.958 0.000 0.646 0.953
## .LASD5 0.933 0.133 7.020 0.000 0.933 0.978
## .LASD6 0.583 0.083 7.043 0.000 0.583 0.988
## .LASD7 0.996 0.146 6.834 0.000 0.996 0.907
## .LASD8 0.542 0.091 5.944 0.000 0.542 0.676
## .LASD9 0.459 0.085 5.367 0.000 0.459 0.582
## .LASD10 0.583 0.095 6.136 0.000 0.583 0.715
## .LASR1 0.492 0.100 4.939 0.000 0.492 0.534
## .LASR2 0.451 0.074 6.065 0.000 0.451 0.708
## .LASR3 0.774 0.121 6.382 0.000 0.774 0.779
## .LASR4 0.764 0.112 6.840 0.000 0.764 0.912
## .LASR5 0.384 0.067 5.773 0.000 0.384 0.653
## .LASR6 0.716 0.104 6.894 0.000 0.716 0.931
## .LASR7 0.544 0.081 6.672 0.000 0.544 0.858
## .LASR8 0.725 0.106 6.855 0.000 0.725 0.917
## .LASR9 0.817 0.116 7.032 0.000 0.817 0.984
## .LASR10 0.962 0.145 6.656 0.000 0.962 0.853
## .LOPCD1 0.238 0.043 5.507 0.000 0.238 0.451
## .LOPCD2 0.324 0.049 6.599 0.000 0.324 0.709
## .LOPCD3 0.279 0.052 5.354 0.000 0.279 0.431
## .LOSJP1 0.279 0.045 6.159 0.000 0.279 0.556
## .LOSJP2 0.264 0.042 6.280 0.000 0.264 0.587
## .LOSJP3 0.402 0.063 6.392 0.000 0.402 0.621
## .LOSJP4 0.363 0.057 6.406 0.000 0.363 0.625
## .LOSJP5 0.328 0.048 6.808 0.000 0.328 0.801
## dp 0.307 0.106 2.887 0.004 1.000 1.000
## sd 0.062 0.050 1.258 0.208 1.000 1.000
## sr 0.430 0.131 3.273 0.001 1.000 1.000
## .pcd 0.075 0.038 1.978 0.048 0.259 0.259
## .sjp 0.051 0.028 1.832 0.067 0.228 0.228modificationindices(fit, sort. = T)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 110 dp =~ LASR9 28.753 -1.040 -0.577 -0.633 -0.633
## 138 sd =~ LASR9 27.531 2.215 0.553 0.607 0.607
## 239 sjp =~ LASR9 22.750 -1.151 -0.544 -0.597 -0.597
## 204 pcd =~ LASR9 21.745 -0.939 -0.506 -0.555 -0.555
## 525 LADP9 ~~ LASR3 16.321 -0.320 -0.320 -0.354 -0.354
## 393 LADP5 ~~ LASD3 16.293 0.317 0.317 0.366 0.366
## 229 sjp =~ LASD9 13.821 -1.316 -0.622 -0.700 -0.700
## 194 pcd =~ LASD9 13.521 -1.209 -0.651 -0.734 -0.734
## 429 LADP6 ~~ LASD7 13.307 0.349 0.349 0.350 0.350
## 569 LASD1 ~~ LASD2 12.709 0.221 0.221 0.343 0.343
## 135 sd =~ LASR6 12.698 1.425 0.356 0.405 0.405
## 928 LOPCD2 ~~ LOSJP2 12.033 0.112 0.112 0.248 0.248
## 96 dp =~ LASD5 11.914 1.274 0.706 0.723 0.723
## 161 sr =~ LASD4 11.287 0.487 0.319 0.388 0.388
## 922 LOPCD1 ~~ LOSJP2 10.827 -0.102 -0.102 -0.209 -0.209
## 390 LADP5 ~~ LADP10 10.429 0.201 0.201 0.293 0.293
## 244 LADP1 ~~ LADP2 10.266 0.212 0.212 0.277 0.277
## 190 pcd =~ LASD5 9.866 1.066 0.574 0.588 0.588
## 225 sjp =~ LASD5 9.615 1.161 0.548 0.561 0.561
## 125 sd =~ LADP6 9.526 2.479 0.619 0.651 0.651
## 788 LASD10 ~~ LOPCD3 9.285 0.146 0.146 0.201 0.201
## 802 LASR1 ~~ LASR10 9.240 -0.269 -0.269 -0.263 -0.263
## 160 sr =~ LASD3 9.108 0.546 0.358 0.337 0.337
## 744 LASD8 ~~ LASR6 9.030 0.201 0.201 0.256 0.256
## 786 LASD10 ~~ LOPCD1 8.981 -0.131 -0.131 -0.200 -0.200
## 921 LOPCD1 ~~ LOSJP1 8.871 0.096 0.096 0.187 0.187
## 862 LASR5 ~~ LOPCD2 8.558 -0.114 -0.114 -0.221 -0.221
## 478 LADP7 ~~ LOSJP2 7.954 -0.147 -0.147 -0.225 -0.225
## 770 LASD9 ~~ LOPCD3 7.926 -0.127 -0.127 -0.178 -0.178
## 842 LASR4 ~~ LASR5 7.794 -0.172 -0.172 -0.245 -0.245
## 214 sjp =~ LADP4 7.739 -1.177 -0.556 -0.646 -0.646
## 323 LADP3 ~~ LADP10 7.737 -0.184 -0.184 -0.247 -0.247
## 797 LASR1 ~~ LASR5 7.645 0.185 0.185 0.251 0.251
## 753 LASD8 ~~ LOSJP2 7.610 -0.118 -0.118 -0.197 -0.197
## 700 LASD6 ~~ LASR3 7.529 -0.192 -0.192 -0.250 -0.250
## 321 LADP3 ~~ LADP8 7.503 0.189 0.189 0.250 0.250
## 152 sr =~ LADP5 7.365 0.400 0.262 0.321 0.321
## 837 LASR3 ~~ LOSJP1 7.169 -0.137 -0.137 -0.194 -0.194
## 946 LOSJP4 ~~ LOSJP5 7.082 0.099 0.099 0.203 0.203
## 147 sd =~ LOSJP5 7.010 1.244 0.310 0.485 0.485
## 175 sr =~ LOSJP5 6.881 0.326 0.213 0.334 0.334
## 307 LADP2 ~~ LASR9 6.855 -0.178 -0.178 -0.232 -0.232
## 166 sr =~ LASD9 6.777 -0.387 -0.254 -0.286 -0.286
## 179 pcd =~ LADP4 6.771 -1.089 -0.586 -0.681 -0.681
## 941 LOSJP2 ~~ LOSJP3 6.746 0.098 0.098 0.182 0.182
## 421 LADP6 ~~ LADP9 6.668 0.213 0.213 0.247 0.247
## 811 LASR2 ~~ LASR3 6.614 0.178 0.178 0.224 0.224
## 301 LADP2 ~~ LASR3 6.384 0.173 0.173 0.207 0.207
## 353 LADP4 ~~ LADP6 6.353 -0.205 -0.205 -0.251 -0.251
## 545 LADP10 ~~ LASD5 6.331 0.187 0.187 0.227 0.227
## 697 LASD6 ~~ LASD10 6.263 0.157 0.157 0.226 0.226
## 247 LADP1 ~~ LADP5 6.233 -0.162 -0.162 -0.217 -0.217
## 371 LADP4 ~~ LASR4 6.146 0.189 0.189 0.239 0.239
## 266 LADP1 ~~ LASR4 5.845 -0.167 -0.167 -0.200 -0.200
## 347 LADP3 ~~ LOSJP1 5.829 -0.114 -0.114 -0.181 -0.181
## 224 sjp =~ LASD4 5.804 0.758 0.358 0.435 0.435
## 210 pcd =~ LOSJP5 5.746 -2.420 -1.303 -2.036 -2.036
## 622 LASD3 ~~ LASD4 5.744 0.194 0.194 0.222 0.222
## 769 LASD9 ~~ LOPCD2 5.644 0.105 0.105 0.175 0.175
## 157 sr =~ LADP10 5.528 0.348 0.228 0.271 0.271
## 236 sjp =~ LASR6 5.499 -0.537 -0.253 -0.289 -0.289
## 907 LASR9 ~~ LOSJP2 5.473 -0.114 -0.114 -0.187 -0.187
## 757 LASD9 ~~ LASD10 5.418 -0.162 -0.162 -0.202 -0.202
## 847 LASR4 ~~ LASR10 5.386 0.209 0.209 0.215 0.215
## 927 LOPCD2 ~~ LOSJP1 5.369 -0.078 -0.078 -0.163 -0.163
## 395 LADP5 ~~ LASD5 5.346 0.178 0.178 0.224 0.224
## 368 LADP4 ~~ LASR1 5.168 -0.155 -0.155 -0.188 -0.188
## 134 sd =~ LASR5 5.168 -0.734 -0.183 -0.239 -0.239
## 469 LADP7 ~~ LASR6 5.081 0.186 0.186 0.218 0.218
## 925 LOPCD1 ~~ LOSJP5 5.066 -0.072 -0.072 -0.155 -0.155
## 223 sjp =~ LASD3 4.972 0.896 0.423 0.399 0.399
## 428 LADP6 ~~ LASD6 4.947 0.161 0.161 0.220 0.220
## 916 LASR10 ~~ LOSJP3 4.901 0.147 0.147 0.172 0.172
## 512 LADP9 ~~ LADP10 4.844 0.150 0.150 0.197 0.197
## 220 sjp =~ LADP10 4.835 0.935 0.442 0.526 0.526
## 215 sjp =~ LADP5 4.783 0.879 0.415 0.508 0.508
## 547 LADP10 ~~ LASD7 4.763 -0.169 -0.169 -0.192 -0.192
## 100 dp =~ LASD9 4.754 -0.775 -0.429 -0.484 -0.484
## 332 LADP3 ~~ LASD9 4.723 0.137 0.137 0.174 0.174
## 99 dp =~ LASD8 4.699 0.745 0.413 0.461 0.461
## 473 LADP7 ~~ LASR10 4.681 0.210 0.210 0.203 0.203
## 326 LADP3 ~~ LASD3 4.662 -0.179 -0.179 -0.190 -0.190
## 201 pcd =~ LASR6 4.652 -0.412 -0.222 -0.253 -0.253
## 720 LASD7 ~~ LASR2 4.636 -0.155 -0.155 -0.185 -0.185
## 651 LASD4 ~~ LASD9 4.633 -0.136 -0.136 -0.186 -0.186
## 475 LADP7 ~~ LOPCD2 4.586 -0.121 -0.121 -0.184 -0.184
## 606 LASD2 ~~ LASR3 4.573 -0.142 -0.142 -0.194 -0.194
## 669 LASD4 ~~ LOSJP4 4.513 -0.108 -0.108 -0.172 -0.172
## 844 LASR4 ~~ LASR7 4.507 0.144 0.144 0.197 0.197
## 835 LASR3 ~~ LOPCD2 4.505 0.114 0.114 0.169 0.169
## 253 LADP1 ~~ LASD1 4.430 0.141 0.141 0.175 0.175
## 908 LASR9 ~~ LOSJP3 4.275 -0.124 -0.124 -0.169 -0.169
## 189 pcd =~ LASD4 4.252 0.588 0.317 0.385 0.385
## 449 LADP6 ~~ LOSJP4 4.219 -0.122 -0.122 -0.168 -0.168
## 107 dp =~ LASR6 4.214 -0.377 -0.209 -0.238 -0.238
## 581 LASD1 ~~ LASR4 4.186 -0.154 -0.154 -0.192 -0.192
## 357 LADP4 ~~ LADP10 4.144 0.136 0.136 0.187 0.187
## 217 sjp =~ LADP7 4.139 -0.975 -0.461 -0.473 -0.473
## 452 LADP7 ~~ LADP9 4.081 0.170 0.170 0.193 0.193
## 843 LASR4 ~~ LASR6 4.064 0.154 0.154 0.192 0.192
## 140 sd =~ LOPCD1 4.005 -1.061 -0.265 -0.364 -0.364
## 458 LADP7 ~~ LASD5 3.974 0.187 0.187 0.196 0.196
## 834 LASR3 ~~ LOPCD1 3.970 -0.098 -0.098 -0.135 -0.135
## 188 pcd =~ LASD3 3.943 0.728 0.392 0.369 0.369
## 727 LASD7 ~~ LASR9 3.907 0.181 0.181 0.190 0.190
## 647 LASD4 ~~ LASD5 3.899 0.155 0.155 0.193 0.193
## 910 LASR9 ~~ LOSJP5 3.892 0.104 0.104 0.178 0.178
## 162 sr =~ LASD5 3.872 0.341 0.223 0.229 0.229
## 156 sr =~ LADP9 3.860 -0.318 -0.209 -0.230 -0.230
## 902 LASR9 ~~ LASR10 3.849 0.180 0.180 0.186 0.186
## 722 LASD7 ~~ LASR4 3.809 0.175 0.175 0.182 0.182
## 841 LASR3 ~~ LOSJP5 3.807 0.104 0.104 0.163 0.163
## 172 sr =~ LOSJP2 3.778 -0.237 -0.156 -0.232 -0.232
## 783 LASD10 ~~ LASR8 3.774 -0.135 -0.135 -0.168 -0.168
## 306 LADP2 ~~ LASR8 3.733 0.125 0.125 0.167 0.167
## 101 dp =~ LASD10 3.724 -0.661 -0.367 -0.406 -0.406
## 864 LASR5 ~~ LOSJP1 3.716 0.072 0.072 0.133 0.133
## 94 dp =~ LASD3 3.665 0.762 0.422 0.398 0.398
## 298 LADP2 ~~ LASD10 3.660 -0.116 -0.116 -0.153 -0.153
## 854 LASR4 ~~ LOSJP4 3.653 -0.106 -0.106 -0.152 -0.152
## 682 LASD5 ~~ LASR7 3.652 -0.139 -0.139 -0.179 -0.179
## 704 LASD6 ~~ LASR7 3.585 0.109 0.109 0.178 0.178
## 108 dp =~ LASR7 3.578 -0.309 -0.171 -0.215 -0.215
## 901 LASR8 ~~ LOSJP5 3.575 0.095 0.095 0.167 0.167
## 374 LADP4 ~~ LASR7 3.472 0.121 0.121 0.176 0.176
## 524 LADP9 ~~ LASR2 3.426 -0.114 -0.114 -0.158 -0.158
## 351 LADP3 ~~ LOSJP5 3.406 -0.090 -0.090 -0.159 -0.159
## 658 LASD4 ~~ LASR6 3.404 0.127 0.127 0.177 0.177
## 164 sr =~ LASD7 3.396 -0.336 -0.220 -0.210 -0.210
## 120 sd =~ LADP1 3.389 1.475 0.368 0.403 0.403
## 106 dp =~ LASR5 3.386 0.274 0.152 0.198 0.198
## 808 LASR1 ~~ LOSJP3 3.383 -0.098 -0.098 -0.127 -0.127
## 427 LADP6 ~~ LASD5 3.379 0.168 0.168 0.181 0.181
## 733 LASD7 ~~ LOSJP2 3.367 -0.100 -0.100 -0.143 -0.143
## 466 LADP7 ~~ LASR3 3.348 -0.162 -0.162 -0.166 -0.166
## 671 LASD5 ~~ LASD6 3.336 0.135 0.135 0.181 0.181
## 173 sr =~ LOSJP3 3.311 -0.269 -0.176 -0.219 -0.219
## 599 LASD2 ~~ LASD6 3.303 0.101 0.101 0.179 0.179
## 937 LOSJP1 ~~ LOSJP2 3.301 -0.059 -0.059 -0.125 -0.125
## 527 LADP9 ~~ LASR5 3.301 0.105 0.105 0.151 0.151
## 933 LOPCD3 ~~ LOSJP2 3.276 0.061 0.061 0.114 0.114
## 712 LASD6 ~~ LOSJP2 3.242 0.074 0.074 0.144 0.144
## 119 dp =~ LOSJP5 3.241 -0.486 -0.269 -0.421 -0.421
## 815 LASR2 ~~ LASR7 3.196 -0.100 -0.100 -0.157 -0.157
## 182 pcd =~ LADP7 3.191 -0.847 -0.456 -0.468 -0.468
## 806 LASR1 ~~ LOSJP1 3.149 0.080 0.080 0.118 0.118
## 219 sjp =~ LADP9 3.119 -0.790 -0.373 -0.412 -0.412
## 710 LASD6 ~~ LOPCD3 3.111 0.079 0.079 0.127 0.127
## 881 LASR7 ~~ LASR8 3.099 0.116 0.116 0.164 0.164
## 286 LADP2 ~~ LADP8 3.070 -0.110 -0.110 -0.154 -0.154
## 334 LADP3 ~~ LASR1 3.041 -0.117 -0.117 -0.137 -0.137
## 787 LASD10 ~~ LOPCD2 3.003 -0.082 -0.082 -0.134 -0.134
## 517 LADP9 ~~ LASD5 3.002 0.145 0.145 0.164 0.164
## 623 LASD3 ~~ LASD5 2.994 0.167 0.167 0.161 0.161
## 872 LASR6 ~~ LASR10 2.981 0.150 0.150 0.161 0.161
## 931 LOPCD2 ~~ LOSJP5 2.978 0.059 0.059 0.137 0.137
## 150 sr =~ LADP3 2.945 -0.271 -0.178 -0.200 -0.200
## 318 LADP3 ~~ LADP5 2.935 -0.116 -0.116 -0.160 -0.160
## 654 LASD4 ~~ LASR2 2.913 0.098 0.098 0.149 0.149
## 297 LADP2 ~~ LASD9 2.884 -0.097 -0.097 -0.130 -0.130
## 354 LADP4 ~~ LADP7 2.864 0.141 0.141 0.168 0.168
## 93 dp =~ LASD2 2.850 0.468 0.259 0.353 0.353
## 594 LASD1 ~~ LOSJP4 2.840 0.090 0.090 0.135 0.135
## 747 LASD8 ~~ LASR9 2.839 0.120 0.120 0.147 0.147
## 331 LADP3 ~~ LASD8 2.814 -0.111 -0.111 -0.139 -0.139
## 850 LASR4 ~~ LOPCD3 2.787 -0.086 -0.086 -0.117 -0.117
## 762 LASD9 ~~ LASR5 2.778 -0.083 -0.083 -0.123 -0.123
## 379 LADP4 ~~ LOPCD2 2.773 -0.084 -0.084 -0.144 -0.144
## 180 pcd =~ LADP5 2.766 0.662 0.356 0.437 0.437
## 250 LADP1 ~~ LADP8 2.765 -0.111 -0.111 -0.143 -0.143
## 505 LADP8 ~~ LOPCD2 2.758 0.079 0.079 0.137 0.137
## 649 LASD4 ~~ LASD7 2.734 -0.136 -0.136 -0.158 -0.158
## 445 LADP6 ~~ LOPCD3 2.702 0.091 0.091 0.119 0.119
## 467 LADP7 ~~ LASR4 2.694 0.140 0.140 0.157 0.157
## 432 LADP6 ~~ LASD10 2.682 0.125 0.125 0.145 0.145
## 775 LASD9 ~~ LOSJP5 2.658 -0.071 -0.071 -0.126 -0.126
## 372 LADP4 ~~ LASR5 2.656 -0.093 -0.093 -0.141 -0.141
## 356 LADP4 ~~ LADP9 2.654 0.122 0.122 0.156 0.156
## 915 LASR10 ~~ LOSJP2 2.650 -0.088 -0.088 -0.124 -0.124
## 771 LASD9 ~~ LOSJP1 2.649 -0.069 -0.069 -0.110 -0.110
## 126 sd =~ LADP7 2.634 1.335 0.333 0.342 0.342
## 631 LASD3 ~~ LASR3 2.631 0.146 0.146 0.138 0.138
## 791 LASD10 ~~ LOSJP3 2.629 0.087 0.087 0.120 0.120
## 144 sd =~ LOSJP2 2.617 -0.751 -0.187 -0.279 -0.279
## 193 pcd =~ LASD8 2.615 0.513 0.276 0.309 0.309
## 105 dp =~ LASR4 2.606 -0.308 -0.171 -0.186 -0.186
## 554 LADP10 ~~ LASR4 2.603 0.109 0.109 0.142 0.142
## 234 sjp =~ LASR4 2.593 -0.382 -0.181 -0.197 -0.197
## 136 sd =~ LASR7 2.564 0.568 0.142 0.178 0.178
## 846 LASR4 ~~ LASR9 2.556 0.129 0.129 0.154 0.154
## 876 LASR6 ~~ LOSJP1 2.551 0.076 0.076 0.123 0.123
## 202 pcd =~ LASR7 2.549 -0.271 -0.146 -0.183 -0.183
## 237 sjp =~ LASR7 2.548 -0.325 -0.153 -0.193 -0.193
## 373 LADP4 ~~ LASR6 2.532 0.117 0.117 0.155 0.155
## 235 sjp =~ LASR5 2.520 0.296 0.140 0.183 0.183
## 207 pcd =~ LOSJP2 2.505 1.592 0.857 1.278 1.278
## 199 pcd =~ LASR4 2.499 -0.313 -0.169 -0.184 -0.184
## 185 pcd =~ LADP10 2.496 0.672 0.362 0.431 0.431
## 871 LASR6 ~~ LASR9 2.479 0.122 0.122 0.153 0.153
## 633 LASD3 ~~ LASR5 2.470 0.103 0.103 0.127 0.127
## 719 LASD7 ~~ LASR1 2.470 -0.127 -0.127 -0.126 -0.126
## 486 LADP8 ~~ LASD3 2.465 0.126 0.126 0.139 0.139
## 530 LADP9 ~~ LASR8 2.465 0.117 0.117 0.146 0.146
## 377 LADP4 ~~ LASR10 2.440 0.135 0.135 0.147 0.147
## 454 LADP7 ~~ LASD1 2.428 0.128 0.128 0.150 0.150
## 481 LADP7 ~~ LOSJP5 2.427 -0.088 -0.088 -0.141 -0.141
## 408 LADP5 ~~ LASR8 2.406 0.106 0.106 0.147 0.147
## 245 LADP1 ~~ LADP3 2.377 0.108 0.108 0.133 0.133
## 228 sjp =~ LASD8 2.374 0.531 0.251 0.280 0.280
## 191 pcd =~ LASD6 2.369 0.411 0.221 0.288 0.288
## 900 LASR8 ~~ LOSJP4 2.334 0.083 0.083 0.122 0.122
## 109 dp =~ LASR8 2.332 0.283 0.157 0.177 0.177
## 187 pcd =~ LASD2 2.322 0.388 0.209 0.285 0.285
## 923 LOPCD1 ~~ LOSJP3 2.284 -0.057 -0.057 -0.097 -0.097
## 838 LASR3 ~~ LOSJP2 2.264 0.074 0.074 0.111 0.111
## 707 LASD6 ~~ LASR10 2.262 -0.115 -0.115 -0.141 -0.141
## 278 LADP1 ~~ LOSJP3 2.228 -0.079 -0.079 -0.107 -0.107
## 464 LADP7 ~~ LASR1 2.227 -0.115 -0.115 -0.123 -0.123
## 384 LADP4 ~~ LOSJP4 2.215 -0.080 -0.080 -0.122 -0.122
## 548 LADP10 ~~ LASD8 2.205 0.090 0.090 0.119 0.119
## 490 LADP8 ~~ LASD7 2.195 0.121 0.121 0.136 0.136
## 200 pcd =~ LASR5 2.194 0.231 0.124 0.162 0.162
## 646 LASD3 ~~ LOSJP5 2.191 0.085 0.085 0.125 0.125
## 882 LASR7 ~~ LASR9 2.190 0.102 0.102 0.140 0.140
## 151 sr =~ LADP4 2.186 -0.232 -0.152 -0.177 -0.177
## 385 LADP4 ~~ LOSJP5 2.179 -0.074 -0.074 -0.134 -0.134
## 820 LASR2 ~~ LOPCD2 2.146 0.061 0.061 0.113 0.113
## 729 LASD7 ~~ LOPCD1 2.144 0.079 0.079 0.104 0.104
## 574 LASD1 ~~ LASD7 2.143 -0.127 -0.127 -0.138 -0.138
## 366 LADP4 ~~ LASD9 2.126 0.094 0.094 0.123 0.123
## 528 LADP9 ~~ LASR6 2.116 -0.108 -0.108 -0.136 -0.136
## 689 LASD5 ~~ LOSJP1 2.099 0.078 0.078 0.113 0.113
## 425 LADP6 ~~ LASD3 2.097 0.135 0.135 0.134 0.134
## 879 LASR6 ~~ LOSJP4 2.058 -0.077 -0.077 -0.115 -0.115
## 610 LASD2 ~~ LASR7 2.012 0.077 0.077 0.133 0.133
## 781 LASD10 ~~ LASR6 2.002 0.097 0.097 0.123 0.123
## 349 LADP3 ~~ LOSJP3 1.983 0.078 0.078 0.110 0.110
## 213 sjp =~ LADP3 1.977 -0.620 -0.293 -0.329 -0.329
## 196 pcd =~ LASR1 1.942 0.270 0.146 0.152 0.152
## 418 LADP5 ~~ LOSJP5 1.930 0.064 0.064 0.123 0.123
## 231 sjp =~ LASR1 1.929 0.323 0.153 0.159 0.159
## 367 LADP4 ~~ LASD10 1.920 -0.096 -0.096 -0.123 -0.123
## 133 sd =~ LASR4 1.912 0.573 0.143 0.156 0.156
## 288 LADP2 ~~ LADP10 1.885 -0.084 -0.084 -0.119 -0.119
## 532 LADP9 ~~ LASR10 1.875 0.119 0.119 0.124 0.124
## 577 LASD1 ~~ LASD10 1.867 0.096 0.096 0.121 0.121
## 653 LASD4 ~~ LASR1 1.864 0.088 0.088 0.111 0.111
## 644 LASD3 ~~ LOSJP3 1.854 -0.089 -0.089 -0.104 -0.104
## 123 sd =~ LADP4 1.850 0.990 0.247 0.287 0.287
## 442 LADP6 ~~ LASR10 1.838 0.129 0.129 0.127 0.127
## 117 dp =~ LOSJP3 1.832 0.438 0.243 0.302 0.302
## 866 LASR5 ~~ LOSJP3 1.793 -0.059 -0.059 -0.096 -0.096
## 566 LADP10 ~~ LOSJP3 1.791 0.068 0.068 0.101 0.101
## 391 LADP5 ~~ LASD1 1.786 -0.091 -0.091 -0.126 -0.126
## 300 LADP2 ~~ LASR2 1.783 0.071 0.071 0.106 0.106
## 579 LASD1 ~~ LASR2 1.782 0.081 0.081 0.115 0.115
## 112 dp =~ LOPCD1 1.778 0.445 0.247 0.340 0.340
## 849 LASR4 ~~ LOPCD2 1.776 0.069 0.069 0.112 0.112
## 756 LASD8 ~~ LOSJP5 1.775 0.061 0.061 0.107 0.107
## 482 LADP8 ~~ LADP9 1.774 0.095 0.095 0.123 0.123
## 520 LADP9 ~~ LASD8 1.774 0.091 0.091 0.112 0.112
## 496 LADP8 ~~ LASR3 1.765 -0.098 -0.098 -0.116 -0.116
## 883 LASR7 ~~ LASR10 1.760 0.102 0.102 0.121 0.121
## 673 LASD5 ~~ LASD8 1.747 0.103 0.103 0.118 0.118
## 678 LASD5 ~~ LASR3 1.744 -0.117 -0.117 -0.120 -0.120
## 121 sd =~ LADP2 1.739 -0.943 -0.235 -0.280 -0.280
## 315 LADP2 ~~ LOSJP4 1.732 -0.063 -0.063 -0.098 -0.098
## 892 LASR8 ~~ LASR9 1.732 -0.103 -0.103 -0.127 -0.127
## 877 LASR6 ~~ LOSJP2 1.731 -0.061 -0.061 -0.103 -0.103
## 290 LADP2 ~~ LASD2 1.728 0.072 0.072 0.116 0.116
## 748 LASD8 ~~ LASR10 1.708 0.103 0.103 0.108 0.108
## 155 sr =~ LADP8 1.698 -0.198 -0.130 -0.152 -0.152
## 571 LASD1 ~~ LASD4 1.694 0.090 0.090 0.125 0.125
## 184 pcd =~ LADP9 1.693 -0.578 -0.311 -0.344 -0.344
## 648 LASD4 ~~ LASD6 1.688 0.081 0.081 0.127 0.127
## 492 LADP8 ~~ LASD9 1.681 0.079 0.079 0.104 0.104
## 563 LADP10 ~~ LOPCD3 1.678 -0.059 -0.059 -0.088 -0.088
## 422 LADP6 ~~ LADP10 1.673 -0.095 -0.095 -0.119 -0.119
## 287 LADP2 ~~ LADP9 1.653 -0.086 -0.086 -0.113 -0.113
## 598 LASD2 ~~ LASD5 1.653 -0.091 -0.091 -0.126 -0.126
## 828 LASR3 ~~ LASR5 1.652 -0.085 -0.085 -0.111 -0.111
## 282 LADP2 ~~ LADP4 1.637 0.084 0.084 0.116 0.116
## 652 LASD4 ~~ LASD10 1.626 0.085 0.085 0.114 0.114
## 336 LADP3 ~~ LASR3 1.607 0.097 0.097 0.110 0.110
## 687 LASD5 ~~ LOPCD2 1.605 -0.072 -0.072 -0.109 -0.109
## 327 LADP3 ~~ LASD4 1.604 -0.086 -0.086 -0.117 -0.117
## 355 LADP4 ~~ LADP8 1.590 -0.088 -0.088 -0.120 -0.120
## 341 LADP3 ~~ LASR8 1.584 -0.091 -0.091 -0.115 -0.115
## 493 LADP8 ~~ LASD10 1.583 -0.082 -0.082 -0.107 -0.107
## 752 LASD8 ~~ LOSJP1 1.579 0.056 0.056 0.088 0.088
## 616 LASD2 ~~ LOPCD3 1.573 0.053 0.053 0.090 0.090
## 553 LADP10 ~~ LASR3 1.572 -0.088 -0.088 -0.105 -0.105
## 130 sd =~ LASR1 1.567 -0.500 -0.125 -0.130 -0.130
## 681 LASD5 ~~ LASR6 1.566 0.104 0.104 0.121 0.121
## 558 LADP10 ~~ LASR8 1.560 0.082 0.082 0.110 0.110
## 435 LADP6 ~~ LASR3 1.553 -0.108 -0.108 -0.114 -0.114
## 765 LASD9 ~~ LASR8 1.552 0.080 0.080 0.102 0.102
## 665 LASD4 ~~ LOPCD3 1.548 0.059 0.059 0.089 0.089
## 502 LADP8 ~~ LASR9 1.538 -0.091 -0.091 -0.117 -0.117
## 142 sd =~ LOPCD3 1.538 0.735 0.183 0.228 0.228
## 269 LADP1 ~~ LASR7 1.513 -0.073 -0.073 -0.100 -0.100
## 942 LOSJP2 ~~ LOSJP4 1.498 -0.044 -0.044 -0.086 -0.086
## 474 LADP7 ~~ LOPCD1 1.496 0.063 0.063 0.090 0.090
## 256 LADP1 ~~ LASD4 1.479 0.077 0.077 0.102 0.102
## 345 LADP3 ~~ LOPCD2 1.473 0.060 0.060 0.100 0.100
## 691 LASD5 ~~ LOSJP3 1.462 0.077 0.077 0.099 0.099
## 495 LADP8 ~~ LASR2 1.459 -0.069 -0.069 -0.102 -0.102
## 165 sr =~ LASD8 1.453 0.180 0.118 0.132 0.132
## 764 LASD9 ~~ LASR7 1.450 -0.068 -0.068 -0.096 -0.096
## 798 LASR1 ~~ LASR6 1.437 -0.088 -0.088 -0.104 -0.104
## 790 LASD10 ~~ LOSJP2 1.423 0.052 0.052 0.086 0.086
## 905 LASR9 ~~ LOPCD3 1.411 0.063 0.063 0.086 0.086
## 289 LADP2 ~~ LASD1 1.397 0.076 0.076 0.102 0.102
## 383 LADP4 ~~ LOSJP3 1.393 0.067 0.067 0.097 0.097
## 381 LADP4 ~~ LOSJP1 1.392 -0.057 -0.057 -0.093 -0.093
## 677 LASD5 ~~ LASR2 1.385 0.081 0.081 0.104 0.104
## 226 sjp =~ LASD6 1.379 0.346 0.164 0.213 0.213
## 510 LADP8 ~~ LOSJP4 1.378 0.060 0.060 0.092 0.092
## 158 sr =~ LASD1 1.376 -0.180 -0.118 -0.134 -0.134
## 455 LADP7 ~~ LASD2 1.375 0.082 0.082 0.115 0.115
## 686 LASD5 ~~ LOPCD1 1.370 0.061 0.061 0.085 0.085
## 375 LADP4 ~~ LASR8 1.356 0.086 0.086 0.113 0.113
## 139 sd =~ LASR10 1.343 0.548 0.137 0.129 0.129
## 324 LADP3 ~~ LASD1 1.336 -0.083 -0.083 -0.106 -0.106
## 805 LASR1 ~~ LOPCD3 1.331 0.055 0.055 0.071 0.071
## 131 sd =~ LASR2 1.328 -0.393 -0.098 -0.123 -0.123
## 171 sr =~ LOSJP1 1.320 0.147 0.097 0.136 0.136
## 893 LASR8 ~~ LASR10 1.311 0.100 0.100 0.106 0.106
## 588 LASD1 ~~ LOPCD1 1.286 -0.052 -0.052 -0.081 -0.081
## 608 LASD2 ~~ LASR5 1.285 -0.055 -0.055 -0.097 -0.097
## 705 LASD6 ~~ LASR8 1.279 0.074 0.074 0.109 0.109
## 238 sjp =~ LASR8 1.277 0.261 0.123 0.139 0.139
## 342 LADP3 ~~ LASR9 1.256 -0.085 -0.085 -0.105 -0.105
## 555 LADP10 ~~ LASR5 1.240 0.057 0.057 0.088 0.088
## 620 LASD2 ~~ LOSJP4 1.236 0.051 0.051 0.091 0.091
## 821 LASR2 ~~ LOPCD3 1.236 -0.046 -0.046 -0.072 -0.072
## 103 dp =~ LASR2 1.236 0.175 0.097 0.121 0.121
## 714 LASD6 ~~ LOSJP4 1.235 -0.053 -0.053 -0.091 -0.091
## 519 LADP9 ~~ LASD7 1.234 0.097 0.097 0.103 0.103
## 358 LADP4 ~~ LASD1 1.229 -0.081 -0.081 -0.107 -0.107
## 222 sjp =~ LASD2 1.222 0.311 0.147 0.200 0.200
## 746 LASD8 ~~ LASR8 1.206 0.074 0.074 0.093 0.093
## 145 sd =~ LOSJP3 1.203 -0.615 -0.154 -0.191 -0.191
## 154 sr =~ LADP7 1.199 -0.194 -0.127 -0.131 -0.131
## 516 LADP9 ~~ LASD4 1.197 -0.077 -0.077 -0.103 -0.103
## 178 pcd =~ LADP3 1.189 -0.478 -0.258 -0.290 -0.290
## 831 LASR3 ~~ LASR8 1.185 -0.088 -0.088 -0.099 -0.099
## 159 sr =~ LASD2 1.176 -0.141 -0.092 -0.126 -0.126
## 848 LASR4 ~~ LOPCD1 1.174 0.051 0.051 0.077 0.077
## 870 LASR6 ~~ LASR8 1.172 -0.080 -0.080 -0.103 -0.103
## 129 sd =~ LADP10 1.167 -0.766 -0.191 -0.228 -0.228
## 163 sr =~ LASD6 1.165 -0.147 -0.097 -0.126 -0.126
## 259 LADP1 ~~ LASD7 1.158 0.085 0.085 0.089 0.089
## 409 LADP5 ~~ LASR9 1.155 -0.077 -0.077 -0.104 -0.104
## 203 pcd =~ LASR8 1.155 0.207 0.111 0.125 0.125
## 894 LASR8 ~~ LOPCD1 1.152 -0.049 -0.049 -0.076 -0.076
## 484 LADP8 ~~ LASD1 1.149 -0.074 -0.074 -0.099 -0.099
## 378 LADP4 ~~ LOPCD1 1.148 0.049 0.049 0.079 0.079
## 621 LASD2 ~~ LOSJP5 1.145 0.045 0.045 0.096 0.096
## 415 LADP5 ~~ LOSJP2 1.141 0.046 0.046 0.084 0.084
## 416 LADP5 ~~ LOSJP3 1.140 0.056 0.056 0.086 0.086
## 803 LASR1 ~~ LOPCD1 1.129 0.046 0.046 0.066 0.066
## 534 LADP9 ~~ LOPCD2 1.119 -0.054 -0.054 -0.088 -0.088
## 938 LOSJP1 ~~ LOSJP3 1.117 -0.042 -0.042 -0.073 -0.073
## 629 LASD3 ~~ LASR1 1.109 0.083 0.083 0.081 0.081
## 264 LADP1 ~~ LASR2 1.107 0.059 0.059 0.081 0.081
## 440 LADP6 ~~ LASR8 1.098 0.085 0.085 0.101 0.101
## 695 LASD6 ~~ LASD8 1.098 0.064 0.064 0.093 0.093
## 141 sd =~ LOPCD2 1.092 0.522 0.130 0.193 0.193
## 294 LADP2 ~~ LASD6 1.090 -0.060 -0.060 -0.093 -0.093
## 252 LADP1 ~~ LADP10 1.083 -0.069 -0.069 -0.089 -0.089
## 743 LASD8 ~~ LASR5 1.081 -0.055 -0.055 -0.079 -0.079
## 518 LADP9 ~~ LASD6 1.078 0.069 0.069 0.099 0.099
## 299 LADP2 ~~ LASR1 1.075 -0.062 -0.062 -0.077 -0.077
## 339 LADP3 ~~ LASR6 1.067 -0.074 -0.074 -0.095 -0.095
## 676 LASD5 ~~ LASR1 1.065 0.080 0.080 0.085 0.085
## 874 LASR6 ~~ LOPCD2 1.060 -0.052 -0.052 -0.087 -0.087
## 434 LADP6 ~~ LASR2 1.040 -0.069 -0.069 -0.090 -0.090
## 595 LASD1 ~~ LOSJP5 1.028 0.050 0.050 0.089 0.089
## 572 LASD1 ~~ LASD5 1.014 0.084 0.084 0.097 0.097
## 535 LADP9 ~~ LOPCD3 1.003 0.051 0.051 0.070 0.070
## 542 LADP10 ~~ LASD2 0.999 -0.056 -0.056 -0.090 -0.090
## 476 LADP7 ~~ LOPCD3 0.999 0.057 0.057 0.072 0.072
## 394 LADP5 ~~ LASD4 0.999 0.064 0.064 0.096 0.096
## 812 LASR2 ~~ LASR4 0.984 0.065 0.065 0.088 0.088
## 612 LASD2 ~~ LASR9 0.977 -0.065 -0.065 -0.097 -0.097
## 918 LASR10 ~~ LOSJP5 0.972 0.058 0.058 0.085 0.085
## 611 LASD2 ~~ LASR8 0.971 0.062 0.062 0.094 0.094
## 914 LASR10 ~~ LOSJP1 0.968 -0.055 -0.055 -0.073 -0.073
## 699 LASD6 ~~ LASR2 0.964 -0.053 -0.053 -0.087 -0.087
## 880 LASR6 ~~ LOSJP5 0.950 -0.048 -0.048 -0.086 -0.086
## 605 LASD2 ~~ LASR2 0.936 -0.050 -0.050 -0.085 -0.085
## 601 LASD2 ~~ LASD8 0.935 0.056 0.056 0.086 0.086
## 634 LASD3 ~~ LASR6 0.934 0.081 0.081 0.087 0.087
## 208 pcd =~ LOSJP3 0.926 1.167 0.629 0.781 0.781
## 632 LASD3 ~~ LASR4 0.924 -0.084 -0.084 -0.086 -0.086
## 426 LADP6 ~~ LASD4 0.918 0.073 0.073 0.094 0.094
## 735 LASD7 ~~ LOSJP4 0.914 0.061 0.061 0.076 0.076
## 713 LASD6 ~~ LOSJP3 0.903 0.048 0.048 0.078 0.078
## 662 LASD4 ~~ LASR10 0.902 0.077 0.077 0.088 0.088
## 782 LASD10 ~~ LASR7 0.898 0.057 0.057 0.080 0.080
## 260 LADP1 ~~ LASD8 0.897 0.059 0.059 0.072 0.072
## 680 LASD5 ~~ LASR5 0.895 0.061 0.061 0.082 0.082
## 397 LADP5 ~~ LASD7 0.889 -0.076 -0.076 -0.089 -0.089
## 382 LADP4 ~~ LOSJP2 0.882 -0.044 -0.044 -0.075 -0.075
## 293 LADP2 ~~ LASD5 0.872 -0.068 -0.068 -0.083 -0.083
## 859 LASR5 ~~ LASR9 0.864 -0.058 -0.058 -0.083 -0.083
## 537 LADP9 ~~ LOSJP2 0.847 -0.043 -0.043 -0.071 -0.071
## 573 LASD1 ~~ LASD6 0.832 0.060 0.060 0.088 0.088
## 424 LADP6 ~~ LASD2 0.832 0.063 0.063 0.090 0.090
## 556 LADP10 ~~ LASR6 0.823 0.059 0.059 0.081 0.081
## 401 LADP5 ~~ LASR1 0.816 0.057 0.057 0.073 0.073
## 800 LASR1 ~~ LASR8 0.812 -0.067 -0.067 -0.078 -0.078
## 183 pcd =~ LADP8 0.811 0.377 0.203 0.239 0.239
## 855 LASR4 ~~ LOSJP5 0.810 -0.046 -0.046 -0.079 -0.079
## 576 LASD1 ~~ LASD9 0.810 -0.061 -0.061 -0.078 -0.078
## 702 LASD6 ~~ LASR5 0.809 -0.046 -0.046 -0.078 -0.078
## 487 LADP8 ~~ LASD4 0.808 -0.059 -0.059 -0.084 -0.084
## 625 LASD3 ~~ LASD7 0.808 0.091 0.091 0.082 0.082
## 177 pcd =~ LADP2 0.797 -0.388 -0.209 -0.249 -0.249
## 650 LASD4 ~~ LASD8 0.794 0.058 0.058 0.079 0.079
## 95 dp =~ LASD4 0.789 0.275 0.153 0.185 0.185
## 411 LADP5 ~~ LOPCD1 0.788 -0.038 -0.038 -0.064 -0.064
## 825 LASR2 ~~ LOSJP4 0.786 0.040 0.040 0.065 0.065
## 335 LADP3 ~~ LASR2 0.780 0.053 0.053 0.074 0.074
## 891 LASR7 ~~ LOSJP5 0.778 0.039 0.039 0.076 0.076
## 97 dp =~ LASD6 0.777 0.256 0.142 0.185 0.185
## 578 LASD1 ~~ LASR1 0.775 -0.060 -0.060 -0.071 -0.071
## 128 sd =~ LADP9 0.773 0.669 0.167 0.184 0.184
## 909 LASR9 ~~ LOSJP4 0.771 0.050 0.050 0.072 0.072
## 248 LADP1 ~~ LADP6 0.767 0.067 0.067 0.077 0.077
## 873 LASR6 ~~ LOPCD1 0.759 0.040 0.040 0.062 0.062
## 624 LASD3 ~~ LASD6 0.756 -0.066 -0.066 -0.081 -0.081
## 582 LASD1 ~~ LASR5 0.754 -0.049 -0.049 -0.073 -0.073
## 861 LASR5 ~~ LOPCD1 0.753 0.031 0.031 0.056 0.056
## 813 LASR2 ~~ LASR5 0.752 -0.046 -0.046 -0.075 -0.075
## 540 LADP9 ~~ LOSJP5 0.749 -0.044 -0.044 -0.075 -0.075
## 560 LADP10 ~~ LASR10 0.744 0.066 0.066 0.074 0.074
## 642 LASD3 ~~ LOSJP1 0.742 -0.048 -0.048 -0.063 -0.063
## 146 sd =~ LOSJP4 0.724 0.453 0.113 0.148 0.148
## 114 dp =~ LOPCD3 0.723 -0.317 -0.176 -0.218 -0.218
## 362 LADP4 ~~ LASD5 0.714 -0.070 -0.070 -0.084 -0.084
## 731 LASD7 ~~ LOPCD3 0.708 -0.050 -0.050 -0.059 -0.059
## 441 LADP6 ~~ LASR9 0.702 0.072 0.072 0.083 0.083
## 275 LADP1 ~~ LOPCD3 0.699 0.040 0.040 0.055 0.055
## 167 sr =~ LASD10 0.698 0.126 0.083 0.092 0.092
## 227 sjp =~ LASD7 0.693 -0.332 -0.157 -0.150 -0.150
## 470 LADP7 ~~ LASR7 0.686 -0.060 -0.060 -0.078 -0.078
## 514 LADP9 ~~ LASD2 0.681 0.052 0.052 0.078 0.078
## 793 LASD10 ~~ LOSJP5 0.674 0.039 0.039 0.067 0.067
## 513 LADP9 ~~ LASD1 0.672 -0.061 -0.061 -0.076 -0.076
## 483 LADP8 ~~ LADP10 0.667 -0.052 -0.052 -0.073 -0.073
## 696 LASD6 ~~ LASD9 0.661 -0.048 -0.048 -0.071 -0.071
## 320 LADP3 ~~ LADP7 0.656 0.066 0.066 0.076 0.076
## 174 sr =~ LOSJP4 0.654 0.113 0.074 0.097 0.097
## 277 LADP1 ~~ LOSJP2 0.652 -0.035 -0.035 -0.057 -0.057
## 583 LASD1 ~~ LASR6 0.644 -0.058 -0.058 -0.076 -0.076
## 875 LASR6 ~~ LOPCD3 0.644 0.040 0.040 0.057 0.057
## 92 dp =~ LASD1 0.643 0.265 0.147 0.167 0.167
## 774 LASD9 ~~ LOSJP4 0.640 0.038 0.038 0.056 0.056
## 273 LADP1 ~~ LOPCD1 0.640 0.035 0.035 0.053 0.053
## 708 LASD6 ~~ LOPCD1 0.639 -0.033 -0.033 -0.059 -0.059
## 853 LASR4 ~~ LOSJP3 0.637 0.047 0.047 0.063 0.063
## 817 LASR2 ~~ LASR9 0.635 -0.052 -0.052 -0.072 -0.072
## 509 LADP8 ~~ LOSJP3 0.625 0.042 0.042 0.062 0.062
## 500 LADP8 ~~ LASR7 0.622 -0.048 -0.048 -0.071 -0.071
## 741 LASD8 ~~ LASR3 0.619 -0.056 -0.056 -0.063 -0.063
## 920 LOPCD1 ~~ LOPCD3 0.618 0.040 0.040 0.068 0.068
## 590 LASD1 ~~ LOPCD3 0.616 0.039 0.039 0.055 0.055
## 533 LADP9 ~~ LOPCD1 0.611 0.037 0.037 0.056 0.056
## 760 LASD9 ~~ LASR3 0.610 0.053 0.053 0.060 0.060
## 758 LASD9 ~~ LASR1 0.594 -0.046 -0.046 -0.054 -0.054
## 614 LASD2 ~~ LOPCD1 0.592 -0.030 -0.030 -0.056 -0.056
## 451 LADP7 ~~ LADP8 0.582 0.060 0.060 0.072 0.072
## 778 LASD10 ~~ LASR3 0.566 -0.055 -0.055 -0.061 -0.061
## 730 LASD7 ~~ LOPCD2 0.563 0.044 0.044 0.063 0.063
## 899 LASR8 ~~ LOSJP3 0.559 0.043 0.043 0.060 0.060
## 430 LADP6 ~~ LASD8 0.544 0.055 0.055 0.064 0.064
## 830 LASR3 ~~ LASR7 0.543 -0.052 -0.052 -0.066 -0.066
## 728 LASD7 ~~ LASR10 0.543 0.075 0.075 0.067 0.067
## 361 LADP4 ~~ LASD4 0.542 -0.051 -0.051 -0.072 -0.072
## 751 LASD8 ~~ LOPCD3 0.539 0.034 0.034 0.048 0.048
## 279 LADP1 ~~ LOSJP4 0.530 0.036 0.036 0.052 0.052
## 562 LADP10 ~~ LOPCD2 0.528 -0.033 -0.033 -0.058 -0.058
## 845 LASR4 ~~ LASR8 0.528 -0.056 -0.056 -0.069 -0.069
## 826 LASR2 ~~ LOSJP5 0.523 -0.030 -0.030 -0.059 -0.059
## 410 LADP5 ~~ LASR10 0.522 0.058 0.058 0.067 0.067
## 232 sjp =~ LASR2 0.519 0.141 0.067 0.084 0.084
## 628 LASD3 ~~ LASD10 0.518 -0.060 -0.060 -0.063 -0.063
## 935 LOPCD3 ~~ LOSJP4 0.516 -0.028 -0.028 -0.046 -0.046
## 389 LADP5 ~~ LADP9 0.516 0.050 0.050 0.068 0.068
## 477 LADP7 ~~ LOSJP1 0.507 0.038 0.038 0.056 0.056
## 303 LADP2 ~~ LASR5 0.499 -0.035 -0.035 -0.055 -0.055
## 711 LASD6 ~~ LOSJP1 0.496 0.030 0.030 0.055 0.055
## 444 LADP6 ~~ LOPCD2 0.494 0.039 0.039 0.061 0.061
## 615 LASD2 ~~ LOPCD2 0.488 0.030 0.030 0.060 0.060
## 740 LASD8 ~~ LASR2 0.487 -0.039 -0.039 -0.055 -0.055
## 716 LASD7 ~~ LASD8 0.487 0.057 0.057 0.061 0.061
## 448 LADP6 ~~ LOSJP3 0.486 0.044 0.044 0.057 0.057
## 570 LASD1 ~~ LASD3 0.485 0.060 0.060 0.064 0.064
## 197 pcd =~ LASR2 0.482 0.114 0.061 0.077 0.077
## 209 pcd =~ LOSJP4 0.481 -0.798 -0.430 -0.563 -0.563
## 604 LASD2 ~~ LASR1 0.479 -0.040 -0.040 -0.057 -0.057
## 398 LADP5 ~~ LASD8 0.473 0.043 0.043 0.059 0.059
## 403 LADP5 ~~ LASR3 0.467 0.050 0.050 0.061 0.061
## 489 LADP8 ~~ LASD6 0.467 0.042 0.042 0.065 0.065
## 122 sd =~ LADP3 0.462 -0.507 -0.127 -0.142 -0.142
## 414 LADP5 ~~ LOSJP1 0.461 -0.030 -0.030 -0.052 -0.052
## 597 LASD2 ~~ LASD4 0.461 -0.040 -0.040 -0.066 -0.066
## 309 LADP2 ~~ LOPCD1 0.450 -0.028 -0.028 -0.045 -0.045
## 637 LASD3 ~~ LASR9 0.447 0.060 0.060 0.062 0.062
## 804 LASR1 ~~ LOPCD2 0.446 -0.031 -0.031 -0.048 -0.048
## 116 dp =~ LOSJP2 0.445 0.179 0.099 0.148 0.148
## 627 LASD3 ~~ LASD9 0.441 0.054 0.054 0.057 0.057
## 329 LADP3 ~~ LASD6 0.441 0.043 0.043 0.062 0.062
## 796 LASR1 ~~ LASR4 0.436 -0.050 -0.050 -0.057 -0.057
## 113 dp =~ LOPCD2 0.436 -0.207 -0.115 -0.170 -0.170
## 685 LASD5 ~~ LASR10 0.431 -0.064 -0.064 -0.062 -0.062
## 779 LASD10 ~~ LASR4 0.430 0.047 0.047 0.056 0.056
## 926 LOPCD2 ~~ LOPCD3 0.429 -0.025 -0.025 -0.045 -0.045
## 784 LASD10 ~~ LASR9 0.428 0.048 0.048 0.058 0.058
## 258 LADP1 ~~ LASD6 0.426 -0.039 -0.039 -0.056 -0.056
## 400 LADP5 ~~ LASD10 0.424 -0.042 -0.042 -0.057 -0.057
## 104 dp =~ LASR3 0.422 -0.130 -0.072 -0.072 -0.072
## 198 pcd =~ LASR3 0.420 -0.135 -0.073 -0.073 -0.073
## 102 dp =~ LASR1 0.418 0.119 0.066 0.069 0.069
## 666 LASD4 ~~ LOSJP1 0.416 0.029 0.029 0.050 0.050
## 888 LASR7 ~~ LOSJP2 0.415 -0.026 -0.026 -0.049 -0.049
## 399 LADP5 ~~ LASD9 0.414 -0.038 -0.038 -0.053 -0.053
## 929 LOPCD2 ~~ LOSJP3 0.411 0.025 0.025 0.047 0.047
## 541 LADP10 ~~ LASD1 0.410 -0.042 -0.042 -0.057 -0.057
## 413 LADP5 ~~ LOPCD3 0.408 -0.030 -0.030 -0.046 -0.046
## 276 LADP1 ~~ LOSJP1 0.407 0.029 0.029 0.044 0.044
## 617 LASD2 ~~ LOSJP1 0.403 0.026 0.026 0.049 0.049
## 603 LASD2 ~~ LASD10 0.402 0.038 0.038 0.057 0.057
## 738 LASD8 ~~ LASD10 0.401 0.044 0.044 0.054 0.054
## 462 LADP7 ~~ LASD9 0.394 0.045 0.045 0.052 0.052
## 137 sd =~ LASR8 0.393 -0.253 -0.063 -0.071 -0.071
## 233 sjp =~ LASR3 0.392 -0.156 -0.074 -0.074 -0.074
## 672 LASD5 ~~ LASD7 0.380 -0.061 -0.061 -0.059 -0.059
## 645 LASD3 ~~ LOSJP4 0.379 -0.038 -0.038 -0.047 -0.047
## 270 LADP1 ~~ LASR8 0.378 -0.041 -0.041 -0.051 -0.051
## 684 LASD5 ~~ LASR9 0.378 0.054 0.054 0.061 0.061
## 302 LADP2 ~~ LASR4 0.377 -0.041 -0.041 -0.053 -0.053
## 405 LADP5 ~~ LASR5 0.369 0.032 0.032 0.052 0.052
## 600 LASD2 ~~ LASD7 0.368 0.045 0.045 0.058 0.058
## 675 LASD5 ~~ LASD10 0.367 0.048 0.048 0.055 0.055
## 721 LASD7 ~~ LASR3 0.366 -0.056 -0.056 -0.053 -0.053
## 498 LADP8 ~~ LASR5 0.351 0.032 0.032 0.049 0.049
## 739 LASD8 ~~ LASR1 0.344 0.037 0.037 0.043 0.043
## 115 dp =~ LOSJP1 0.344 -0.166 -0.092 -0.130 -0.130
## 690 LASD5 ~~ LOSJP2 0.337 -0.030 -0.030 -0.046 -0.046
## 246 LADP1 ~~ LADP4 0.335 -0.040 -0.040 -0.051 -0.051
## 944 LOSJP3 ~~ LOSJP4 0.329 0.025 0.025 0.041 0.041
## 485 LADP8 ~~ LASD2 0.324 -0.033 -0.033 -0.053 -0.053
## 348 LADP3 ~~ LOSJP2 0.324 0.026 0.026 0.043 0.043
## 531 LADP9 ~~ LASR9 0.322 0.045 0.045 0.054 0.054
## 459 LADP7 ~~ LASD6 0.320 -0.042 -0.042 -0.056 -0.056
## 552 LADP10 ~~ LASR2 0.316 0.031 0.031 0.046 0.046
## 522 LADP9 ~~ LASD10 0.312 -0.039 -0.039 -0.048 -0.048
## 280 LADP1 ~~ LOSJP5 0.312 0.026 0.026 0.044 0.044
## 660 LASD4 ~~ LASR8 0.311 -0.039 -0.039 -0.053 -0.053
## 433 LADP6 ~~ LASR1 0.308 -0.042 -0.042 -0.046 -0.046
## 316 LADP2 ~~ LOSJP5 0.305 0.024 0.024 0.045 0.045
## 736 LASD7 ~~ LOSJP5 0.301 0.032 0.032 0.048 0.048
## 559 LADP10 ~~ LASR9 0.299 -0.038 -0.038 -0.049 -0.049
## 254 LADP1 ~~ LASD2 0.298 0.031 0.031 0.046 0.046
## 785 LASD10 ~~ LASR10 0.296 0.044 0.044 0.046 0.046
## 386 LADP5 ~~ LADP6 0.294 0.041 0.041 0.053 0.053
## 446 LADP6 ~~ LOSJP1 0.292 0.029 0.029 0.042 0.042
## 580 LASD1 ~~ LASR3 0.289 -0.042 -0.042 -0.048 -0.048
## 230 sjp =~ LASD10 0.283 0.183 0.087 0.096 0.096
## 212 sjp =~ LADP2 0.282 -0.230 -0.108 -0.129 -0.129
## 564 LADP10 ~~ LOSJP1 0.278 0.023 0.023 0.038 0.038
## 376 LADP4 ~~ LASR9 0.278 -0.041 -0.041 -0.052 -0.052
## 550 LADP10 ~~ LASD10 0.277 -0.033 -0.033 -0.043 -0.043
## 865 LASR5 ~~ LOSJP2 0.276 -0.019 -0.019 -0.037 -0.037
## 365 LADP4 ~~ LASD8 0.268 0.035 0.035 0.045 0.045
## 310 LADP2 ~~ LOPCD2 0.266 -0.023 -0.023 -0.040 -0.040
## 457 LADP7 ~~ LASD4 0.261 -0.040 -0.040 -0.050 -0.050
## 465 LADP7 ~~ LASR2 0.261 -0.035 -0.035 -0.045 -0.045
## 715 LASD6 ~~ LOSJP5 0.258 0.023 0.023 0.046 0.046
## 251 LADP1 ~~ LADP9 0.255 -0.036 -0.036 -0.044 -0.044
## 304 LADP2 ~~ LASR6 0.253 0.032 0.032 0.044 0.044
## 692 LASD5 ~~ LOSJP4 0.249 -0.030 -0.030 -0.041 -0.041
## 896 LASR8 ~~ LOPCD3 0.247 -0.025 -0.025 -0.035 -0.035
## 895 LASR8 ~~ LOPCD2 0.246 -0.025 -0.025 -0.042 -0.042
## 412 LADP5 ~~ LOPCD2 0.244 0.023 0.023 0.042 0.042
## 417 LADP5 ~~ LOSJP4 0.241 0.025 0.025 0.039 0.039
## 602 LASD2 ~~ LASD9 0.240 -0.028 -0.028 -0.042 -0.042
## 407 LADP5 ~~ LASR7 0.239 -0.029 -0.029 -0.045 -0.045
## 488 LADP8 ~~ LASD5 0.238 0.038 0.038 0.046 0.046
## 630 LASD3 ~~ LASR2 0.236 -0.034 -0.034 -0.040 -0.040
## 506 LADP8 ~~ LOPCD3 0.233 -0.023 -0.023 -0.034 -0.034
## 241 sjp =~ LOPCD1 0.233 -0.656 -0.310 -0.427 -0.427
## 906 LASR9 ~~ LOSJP1 0.232 0.024 0.024 0.038 0.038
## 613 LASD2 ~~ LASR10 0.231 0.035 0.035 0.045 0.045
## 664 LASD4 ~~ LOPCD2 0.231 -0.023 -0.023 -0.041 -0.041
## 392 LADP5 ~~ LASD2 0.229 -0.028 -0.028 -0.046 -0.046
## 725 LASD7 ~~ LASR7 0.226 0.036 0.036 0.043 0.043
## 663 LASD4 ~~ LOPCD1 0.223 0.020 0.020 0.034 0.034
## 511 LADP8 ~~ LOSJP5 0.223 -0.022 -0.022 -0.041 -0.041
## 263 LADP1 ~~ LASR1 0.221 0.030 0.030 0.034 0.034
## 593 LASD1 ~~ LOSJP3 0.217 -0.026 -0.026 -0.037 -0.037
## 359 LADP4 ~~ LASD2 0.215 0.029 0.029 0.046 0.046
## 824 LASR2 ~~ LOSJP3 0.212 -0.022 -0.022 -0.034 -0.034
## 218 sjp =~ LADP8 0.211 0.194 0.091 0.107 0.107
## 701 LASD6 ~~ LASR4 0.209 0.031 0.031 0.044 0.044
## 369 LADP4 ~~ LASR2 0.209 -0.028 -0.028 -0.041 -0.041
## 216 sjp =~ LADP6 0.208 -0.213 -0.101 -0.106 -0.106
## 640 LASD3 ~~ LOPCD2 0.207 0.026 0.026 0.037 0.037
## 352 LADP4 ~~ LADP5 0.204 0.031 0.031 0.044 0.044
## 868 LASR5 ~~ LOSJP5 0.203 0.018 0.018 0.036 0.036
## 338 LADP3 ~~ LASR5 0.202 -0.025 -0.025 -0.037 -0.037
## 450 LADP6 ~~ LOSJP5 0.202 -0.025 -0.025 -0.041 -0.041
## 638 LASD3 ~~ LASR10 0.199 0.044 0.044 0.039 0.039
## 670 LASD4 ~~ LOSJP5 0.196 0.021 0.021 0.040 0.040
## 192 pcd =~ LASD7 0.195 -0.160 -0.086 -0.082 -0.082
## 693 LASD5 ~~ LOSJP5 0.192 -0.025 -0.025 -0.040 -0.040
## 313 LADP2 ~~ LOSJP2 0.191 0.018 0.018 0.032 0.032
## 337 LADP3 ~~ LASR4 0.191 0.032 0.032 0.040 0.040
## 799 LASR1 ~~ LASR7 0.190 -0.029 -0.029 -0.038 -0.038
## 878 LASR6 ~~ LOSJP3 0.185 0.024 0.024 0.034 0.034
## 523 LADP9 ~~ LASR1 0.185 -0.030 -0.030 -0.034 -0.034
## 436 LADP6 ~~ LASR4 0.181 0.036 0.036 0.041 0.041
## 124 sd =~ LADP5 0.179 0.291 0.072 0.089 0.089
## 857 LASR5 ~~ LASR7 0.179 0.022 0.022 0.037 0.037
## 420 LADP6 ~~ LADP8 0.175 0.032 0.032 0.040 0.040
## 255 LADP1 ~~ LASD3 0.175 0.032 0.032 0.034 0.034
## 619 LASD2 ~~ LOSJP3 0.169 -0.020 -0.020 -0.033 -0.033
## 472 LADP7 ~~ LASR9 0.169 0.036 0.036 0.040 0.040
## 461 LADP7 ~~ LASD8 0.168 0.031 0.031 0.036 0.036
## 447 LADP6 ~~ LOSJP2 0.164 0.021 0.021 0.032 0.032
## 589 LASD1 ~~ LOPCD2 0.164 -0.020 -0.020 -0.034 -0.034
## 515 LADP9 ~~ LASD3 0.162 0.034 0.034 0.036 0.036
## 308 LADP2 ~~ LASR10 0.160 -0.030 -0.030 -0.034 -0.034
## 176 pcd =~ LADP1 0.160 0.201 0.108 0.118 0.118
## 851 LASR4 ~~ LOSJP1 0.157 0.020 0.020 0.030 0.030
## 438 LADP6 ~~ LASR6 0.153 0.032 0.032 0.038 0.038
## 170 sr =~ LOPCD3 0.151 0.055 0.036 0.044 0.044
## 240 sjp =~ LASR10 0.150 -0.105 -0.050 -0.047 -0.047
## 609 LASD2 ~~ LASR6 0.149 0.024 0.024 0.037 0.037
## 261 LADP1 ~~ LASD9 0.148 -0.023 -0.023 -0.029 -0.029
## 656 LASD4 ~~ LASR4 0.147 -0.027 -0.027 -0.036 -0.036
## 503 LADP8 ~~ LASR10 0.145 -0.031 -0.031 -0.034 -0.034
## 285 LADP2 ~~ LADP7 0.145 0.028 0.028 0.034 0.034
## 507 LADP8 ~~ LOSJP1 0.142 0.017 0.017 0.028 0.028
## 814 LASR2 ~~ LASR6 0.136 0.023 0.023 0.033 0.033
## 328 LADP3 ~~ LASD5 0.136 -0.030 -0.030 -0.034 -0.034
## 780 LASD10 ~~ LASR5 0.134 0.020 0.020 0.028 0.028
## 668 LASD4 ~~ LOSJP3 0.131 -0.019 -0.019 -0.029 -0.029
## 822 LASR2 ~~ LOSJP1 0.131 -0.014 -0.014 -0.025 -0.025
## 468 LADP7 ~~ LASR5 0.130 0.023 0.023 0.031 0.031
## 819 LASR2 ~~ LOPCD1 0.129 -0.014 -0.014 -0.024 -0.024
## 292 LADP2 ~~ LASD4 0.127 0.022 0.022 0.031 0.031
## 932 LOPCD3 ~~ LOSJP1 0.127 0.013 0.013 0.022 0.022
## 186 pcd =~ LASD1 0.127 0.108 0.058 0.066 0.066
## 939 LOSJP1 ~~ LOSJP4 0.126 -0.013 -0.013 -0.025 -0.025
## 639 LASD3 ~~ LOPCD1 0.125 0.019 0.019 0.024 0.024
## 544 LADP10 ~~ LASD4 0.124 -0.022 -0.022 -0.032 -0.032
## 635 LASD3 ~~ LASR7 0.124 -0.026 -0.026 -0.031 -0.031
## 772 LASD9 ~~ LOSJP2 0.123 0.014 0.014 0.024 0.024
## 402 LADP5 ~~ LASR2 0.121 -0.020 -0.020 -0.030 -0.030
## 836 LASR3 ~~ LOPCD3 0.119 0.018 0.018 0.023 0.023
## 709 LASD6 ~~ LOPCD2 0.112 0.015 0.015 0.029 0.029
## 406 LADP5 ~~ LASR6 0.110 0.023 0.023 0.032 0.032
## 311 LADP2 ~~ LOPCD3 0.110 -0.015 -0.015 -0.022 -0.022
## 776 LASD10 ~~ LASR1 0.110 -0.021 -0.021 -0.025 -0.025
## 636 LASD3 ~~ LASR8 0.109 0.028 0.028 0.030 0.030
## 431 LADP6 ~~ LASD9 0.107 -0.023 -0.023 -0.027 -0.027
## 132 sd =~ LASR3 0.106 0.141 0.035 0.035 0.035
## 364 LADP4 ~~ LASD7 0.105 0.028 0.028 0.031 0.031
## 934 LOPCD3 ~~ LOSJP3 0.103 -0.013 -0.013 -0.020 -0.020
## 863 LASR5 ~~ LOPCD3 0.102 -0.013 -0.013 -0.020 -0.020
## 423 LADP6 ~~ LASD1 0.098 -0.025 -0.025 -0.030 -0.030
## 168 sr =~ LOPCD1 0.097 -0.039 -0.026 -0.035 -0.035
## 789 LASD10 ~~ LOSJP1 0.096 0.014 0.014 0.022 0.022
## 723 LASD7 ~~ LASR5 0.096 -0.021 -0.021 -0.026 -0.026
## 460 LADP7 ~~ LASD7 0.096 0.030 0.030 0.030 0.030
## 885 LASR7 ~~ LOPCD2 0.094 -0.014 -0.014 -0.025 -0.025
## 205 pcd =~ LASR10 0.092 -0.068 -0.037 -0.035 -0.035
## 596 LASD2 ~~ LASD3 0.089 -0.022 -0.022 -0.028 -0.028
## 521 LADP9 ~~ LASD9 0.089 0.019 0.019 0.024 0.024
## 283 LADP2 ~~ LADP5 0.088 -0.018 -0.018 -0.026 -0.026
## 884 LASR7 ~~ LOPCD1 0.086 0.012 0.012 0.020 0.020
## 945 LOSJP3 ~~ LOSJP5 0.083 -0.011 -0.011 -0.022 -0.022
## 380 LADP4 ~~ LOPCD3 0.082 0.014 0.014 0.021 0.021
## 479 LADP7 ~~ LOSJP3 0.082 0.018 0.018 0.023 0.023
## 856 LASR5 ~~ LASR6 0.081 -0.017 -0.017 -0.025 -0.025
## 852 LASR4 ~~ LOSJP2 0.080 -0.014 -0.014 -0.022 -0.022
## 508 LADP8 ~~ LOSJP2 0.080 0.012 0.012 0.022 0.022
## 243 sjp =~ LOPCD3 0.079 0.428 0.202 0.251 0.251
## 268 LADP1 ~~ LASR6 0.078 0.019 0.019 0.023 0.023
## 312 LADP2 ~~ LOSJP1 0.077 -0.012 -0.012 -0.020 -0.020
## 869 LASR6 ~~ LASR7 0.077 -0.018 -0.018 -0.026 -0.026
## 801 LASR1 ~~ LASR9 0.076 0.021 0.021 0.024 0.024
## 607 LASD2 ~~ LASR4 0.074 0.017 0.017 0.026 0.026
## 546 LADP10 ~~ LASD6 0.074 -0.016 -0.016 -0.025 -0.025
## 683 LASD5 ~~ LASR8 0.073 -0.023 -0.023 -0.026 -0.026
## 592 LASD1 ~~ LOSJP2 0.072 0.012 0.012 0.021 0.021
## 655 LASD4 ~~ LASR3 0.071 0.020 0.020 0.024 0.024
## 325 LADP3 ~~ LASD2 0.071 -0.016 -0.016 -0.025 -0.025
## 568 LADP10 ~~ LOSJP5 0.070 0.012 0.012 0.022 0.022
## 242 sjp =~ LOPCD2 0.069 0.319 0.151 0.223 0.223
## 494 LADP8 ~~ LASR1 0.068 -0.017 -0.017 -0.021 -0.021
## 810 LASR1 ~~ LOSJP5 0.068 -0.012 -0.012 -0.020 -0.020
## 703 LASD6 ~~ LASR6 0.067 0.017 0.017 0.025 0.025
## 759 LASD9 ~~ LASR2 0.067 0.014 0.014 0.020 0.020
## 526 LADP9 ~~ LASR4 0.067 0.020 0.020 0.024 0.024
## 419 LADP6 ~~ LADP7 0.066 0.024 0.024 0.025 0.025
## 350 LADP3 ~~ LOSJP4 0.065 -0.013 -0.013 -0.020 -0.020
## 265 LADP1 ~~ LASR3 0.063 0.018 0.018 0.020 0.020
## 439 LADP6 ~~ LASR7 0.062 -0.018 -0.018 -0.023 -0.023
## 206 pcd =~ LOSJP1 0.062 -0.263 -0.142 -0.200 -0.200
## 698 LASD6 ~~ LASR1 0.062 -0.015 -0.015 -0.020 -0.020
## 491 LADP8 ~~ LASD8 0.060 0.016 0.016 0.020 0.020
## 667 LASD4 ~~ LOSJP2 0.058 0.011 0.011 0.019 0.019
## 809 LASR1 ~~ LOSJP4 0.058 0.012 0.012 0.017 0.017
## 911 LASR10 ~~ LOPCD1 0.058 -0.013 -0.013 -0.017 -0.017
## 317 LADP3 ~~ LADP4 0.057 0.017 0.017 0.023 0.023
## 272 LADP1 ~~ LASR10 0.056 0.019 0.019 0.019 0.019
## 641 LASD3 ~~ LOPCD3 0.055 0.014 0.014 0.016 0.016
## 726 LASD7 ~~ LASR8 0.055 0.020 0.020 0.022 0.022
## 153 sr =~ LADP6 0.055 -0.041 -0.027 -0.028 -0.028
## 795 LASR1 ~~ LASR3 0.055 0.020 0.020 0.020 0.020
## 904 LASR9 ~~ LOPCD2 0.055 -0.012 -0.012 -0.020 -0.020
## 917 LASR10 ~~ LOSJP4 0.053 0.015 0.015 0.018 0.018
## 761 LASD9 ~~ LASR4 0.053 0.015 0.015 0.019 0.019
## 750 LASD8 ~~ LOPCD2 0.050 -0.010 -0.010 -0.017 -0.017
## 284 LADP2 ~~ LADP6 0.047 -0.016 -0.016 -0.020 -0.020
## 724 LASD7 ~~ LASR6 0.047 0.019 0.019 0.020 0.020
## 919 LOPCD1 ~~ LOPCD2 0.047 -0.007 -0.007 -0.015 -0.015
## 565 LADP10 ~~ LOSJP2 0.046 0.009 0.009 0.016 0.016
## 388 LADP5 ~~ LADP8 0.046 0.014 0.014 0.020 0.020
## 340 LADP3 ~~ LASR7 0.044 0.013 0.013 0.019 0.019
## 858 LASR5 ~~ LASR8 0.044 0.013 0.013 0.018 0.018
## 717 LASD7 ~~ LASD9 0.044 -0.017 -0.017 -0.018 -0.018
## 330 LADP3 ~~ LASD7 0.044 0.018 0.018 0.019 0.019
## 794 LASR1 ~~ LASR2 0.043 -0.014 -0.014 -0.018 -0.018
## 737 LASD8 ~~ LASD9 0.043 0.014 0.014 0.018 0.018
## 586 LASD1 ~~ LASR9 0.042 0.016 0.016 0.020 0.020
## 343 LADP3 ~~ LASR10 0.042 0.017 0.017 0.018 0.018
## 766 LASD9 ~~ LASR9 0.042 0.014 0.014 0.017 0.017
## 930 LOPCD2 ~~ LOSJP4 0.042 0.008 0.008 0.015 0.015
## 551 LADP10 ~~ LASR1 0.041 -0.012 -0.012 -0.015 -0.015
## 718 LASD7 ~~ LASD10 0.040 0.017 0.017 0.018 0.018
## 557 LADP10 ~~ LASR7 0.040 0.012 0.012 0.017 0.017
## 898 LASR8 ~~ LOSJP2 0.039 -0.009 -0.009 -0.015 -0.015
## 149 sr =~ LADP2 0.036 0.028 0.018 0.022 0.022
## 404 LADP5 ~~ LASR4 0.035 0.013 0.013 0.018 0.018
## 363 LADP4 ~~ LASD6 0.034 -0.012 -0.012 -0.018 -0.018
## 333 LADP3 ~~ LASD10 0.034 0.012 0.012 0.016 0.016
## 504 LADP8 ~~ LOPCD1 0.034 0.008 0.008 0.013 0.013
## 659 LASD4 ~~ LASR7 0.033 -0.011 -0.011 -0.017 -0.017
## 291 LADP2 ~~ LASD3 0.032 0.013 0.013 0.015 0.015
## 575 LASD1 ~~ LASD8 0.032 0.012 0.012 0.016 0.016
## 867 LASR5 ~~ LOSJP4 0.032 0.008 0.008 0.013 0.013
## 754 LASD8 ~~ LOSJP3 0.031 -0.009 -0.009 -0.013 -0.013
## 897 LASR8 ~~ LOSJP1 0.030 -0.008 -0.008 -0.013 -0.013
## 267 LADP1 ~~ LASR5 0.030 -0.009 -0.009 -0.013 -0.013
## 118 dp =~ LOSJP4 0.029 -0.052 -0.029 -0.038 -0.038
## 344 LADP3 ~~ LOPCD1 0.028 0.008 0.008 0.012 0.012
## 305 LADP2 ~~ LASR7 0.027 -0.009 -0.009 -0.014 -0.014
## 453 LADP7 ~~ LADP10 0.027 0.012 0.012 0.015 0.015
## 536 LADP9 ~~ LOSJP1 0.027 0.008 0.008 0.012 0.012
## 839 LASR3 ~~ LOSJP3 0.026 -0.010 -0.010 -0.012 -0.012
## 281 LADP2 ~~ LADP3 0.025 -0.010 -0.010 -0.014 -0.014
## 497 LADP8 ~~ LASR4 0.025 -0.011 -0.011 -0.015 -0.015
## 818 LASR2 ~~ LASR10 0.025 -0.012 -0.012 -0.014 -0.014
## 913 LASR10 ~~ LOPCD3 0.025 0.009 0.009 0.011 0.011
## 763 LASD9 ~~ LASR6 0.024 0.010 0.010 0.013 0.013
## 792 LASD10 ~~ LOSJP4 0.024 -0.008 -0.008 -0.011 -0.011
## 643 LASD3 ~~ LOSJP2 0.023 0.008 0.008 0.011 0.011
## 887 LASR7 ~~ LOSJP1 0.023 -0.006 -0.006 -0.011 -0.011
## 262 LADP1 ~~ LASD10 0.023 -0.010 -0.010 -0.012 -0.012
## 732 LASD7 ~~ LOSJP1 0.023 -0.009 -0.009 -0.011 -0.011
## 539 LADP9 ~~ LOSJP4 0.020 -0.008 -0.008 -0.011 -0.011
## 706 LASD6 ~~ LASR9 0.020 0.010 0.010 0.014 0.014
## 538 LADP9 ~~ LOSJP3 0.019 -0.008 -0.008 -0.011 -0.011
## 370 LADP4 ~~ LASR3 0.018 -0.011 -0.011 -0.012 -0.012
## 319 LADP3 ~~ LADP6 0.018 0.011 0.011 0.013 0.013
## 195 pcd =~ LASD10 0.018 0.042 0.023 0.025 0.025
## 271 LADP1 ~~ LASR9 0.018 0.009 0.009 0.011 0.011
## 777 LASD10 ~~ LASR2 0.018 -0.008 -0.008 -0.011 -0.011
## 221 sjp =~ LASD1 0.018 0.044 0.021 0.024 0.024
## 767 LASD9 ~~ LASR10 0.017 0.010 0.010 0.010 0.010
## 745 LASD8 ~~ LASR7 0.016 0.007 0.007 0.010 0.010
## 360 LADP4 ~~ LASD3 0.016 0.011 0.011 0.012 0.012
## 807 LASR1 ~~ LOSJP2 0.015 -0.005 -0.005 -0.008 -0.008
## 148 sr =~ LADP1 0.015 0.020 0.013 0.014 0.014
## 471 LADP7 ~~ LASR8 0.015 0.010 0.010 0.012 0.012
## 437 LADP6 ~~ LASR5 0.015 -0.008 -0.008 -0.011 -0.011
## 886 LASR7 ~~ LOPCD3 0.015 -0.005 -0.005 -0.008 -0.008
## 322 LADP3 ~~ LADP9 0.015 0.009 0.009 0.011 0.011
## 755 LASD8 ~~ LOSJP4 0.014 -0.006 -0.006 -0.009 -0.009
## 860 LASR5 ~~ LASR10 0.014 -0.008 -0.008 -0.010 -0.010
## 143 sd =~ LOSJP1 0.013 0.057 0.014 0.020 0.020
## 396 LADP5 ~~ LASD6 0.013 0.007 0.007 0.011 0.011
## 912 LASR10 ~~ LOPCD2 0.013 0.007 0.007 0.009 0.009
## 387 LADP5 ~~ LADP7 0.013 -0.009 -0.009 -0.011 -0.011
## 249 LADP1 ~~ LADP7 0.013 0.009 0.009 0.010 0.010
## 618 LASD2 ~~ LOSJP2 0.013 -0.004 -0.004 -0.009 -0.009
## 169 sr =~ LOPCD2 0.013 -0.014 -0.009 -0.013 -0.013
## 346 LADP3 ~~ LOPCD3 0.012 -0.006 -0.006 -0.008 -0.008
## 661 LASD4 ~~ LASR9 0.012 0.008 0.008 0.011 0.011
## 584 LASD1 ~~ LASR7 0.011 0.007 0.007 0.009 0.009
## 314 LADP2 ~~ LOSJP3 0.010 -0.005 -0.005 -0.008 -0.008
## 274 LADP1 ~~ LOPCD2 0.010 -0.005 -0.005 -0.008 -0.008
## 829 LASR3 ~~ LASR6 0.010 0.008 0.008 0.009 0.009
## 840 LASR3 ~~ LOSJP4 0.010 -0.006 -0.006 -0.007 -0.007
## 567 LADP10 ~~ LOSJP4 0.009 0.005 0.005 0.007 0.007
## 694 LASD6 ~~ LASD7 0.009 0.007 0.007 0.009 0.009
## 890 LASR7 ~~ LOSJP4 0.009 0.004 0.004 0.007 0.007
## 827 LASR3 ~~ LASR4 0.007 0.007 0.007 0.008 0.008
## 211 sjp =~ LADP1 0.007 0.040 0.019 0.021 0.021
## 296 LADP2 ~~ LASD8 0.007 -0.005 -0.005 -0.006 -0.006
## 480 LADP7 ~~ LOSJP4 0.006 0.005 0.005 0.006 0.006
## 549 LADP10 ~~ LASD9 0.006 -0.005 -0.005 -0.006 -0.006
## 936 LOPCD3 ~~ LOSJP5 0.006 -0.003 -0.003 -0.005 -0.005
## 688 LASD5 ~~ LOPCD3 0.006 0.004 0.004 0.006 0.006
## 943 LOSJP2 ~~ LOSJP5 0.006 0.002 0.002 0.006 0.006
## 585 LASD1 ~~ LASR8 0.006 -0.005 -0.005 -0.007 -0.007
## 742 LASD8 ~~ LASR4 0.005 -0.005 -0.005 -0.006 -0.006
## 257 LADP1 ~~ LASD5 0.005 -0.006 -0.006 -0.006 -0.006
## 674 LASD5 ~~ LASD9 0.005 0.005 0.005 0.006 0.006
## 749 LASD8 ~~ LOPCD1 0.004 0.003 0.003 0.004 0.004
## 626 LASD3 ~~ LASD8 0.004 0.005 0.005 0.006 0.006
## 903 LASR9 ~~ LOPCD1 0.004 -0.003 -0.003 -0.004 -0.004
## 443 LADP6 ~~ LOPCD1 0.004 0.003 0.003 0.004 0.004
## 456 LADP7 ~~ LASD3 0.003 0.006 0.006 0.005 0.005
## 127 sd =~ LADP8 0.003 0.039 0.010 0.011 0.011
## 832 LASR3 ~~ LASR9 0.003 -0.004 -0.004 -0.005 -0.005
## 587 LASD1 ~~ LASR10 0.002 0.003 0.003 0.004 0.004
## 295 LADP2 ~~ LASD7 0.001 0.003 0.003 0.003 0.003
## 543 LADP10 ~~ LASD3 0.001 0.003 0.003 0.003 0.003
## 833 LASR3 ~~ LASR10 0.001 0.004 0.004 0.003 0.003
## 501 LADP8 ~~ LASR8 0.001 0.003 0.003 0.003 0.003
## 768 LASD9 ~~ LOPCD1 0.001 0.001 0.001 0.002 0.002
## 561 LADP10 ~~ LOPCD1 0.001 0.001 0.001 0.002 0.002
## 773 LASD9 ~~ LOSJP3 0.001 0.001 0.001 0.002 0.002
## 816 LASR2 ~~ LASR8 0.001 -0.002 -0.002 -0.002 -0.002
## 181 pcd =~ LADP6 0.001 -0.011 -0.006 -0.006 -0.006
## 499 LADP8 ~~ LASR6 0.000 0.001 0.001 0.002 0.002
## 924 LOPCD1 ~~ LOSJP4 0.000 -0.001 -0.001 -0.001 -0.001
## 463 LADP7 ~~ LASD10 0.000 -0.001 -0.001 -0.001 -0.001
## 529 LADP9 ~~ LASR7 0.000 -0.001 -0.001 -0.001 -0.001
## 679 LASD5 ~~ LASR4 0.000 0.001 0.001 0.001 0.001
## 591 LASD1 ~~ LOSJP1 0.000 0.001 0.001 0.001 0.001
## 98 dp =~ LASD7 0.000 -0.004 -0.002 -0.002 -0.002
## 657 LASD4 ~~ LASR5 0.000 -0.001 -0.001 -0.001 -0.001
## 111 dp =~ LASR10 0.000 0.002 0.001 0.001 0.001
## 940 LOSJP1 ~~ LOSJP5 0.000 0.000 0.000 0.001 0.001
## 889 LASR7 ~~ LOSJP3 0.000 0.000 0.000 0.001 0.001
## 734 LASD7 ~~ LOSJP3 0.000 0.000 0.000 0.000 0.000
## 823 LASR2 ~~ LOSJP2 0.000 0.000 0.000 0.000 0.000- SR9 seems a troubled item
- Adding Correlations
sem_model <- '
# Measurement model
dp =~ LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR10
pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5
# Structural model
pcd + sjp ~ dp + sd + sr
# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
'
fit <- sem(model = sem_model, data = data)
summary(fit, fit.measures = T, standardized = T)## lavaan (0.5-23.1097) converged normally after 68 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 1016.648
## Degrees of freedom 619
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 1545.980
## Degrees of freedom 666
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.548
## Tucker-Lewis Index (TLI) 0.514
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -4381.446
## Loglikelihood unrestricted model (H1) -3873.122
##
## Number of free parameters 84
## Akaike (AIC) 8930.891
## Bayesian (BIC) 9149.726
## Sample-size adjusted Bayesian (BIC) 8884.433
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.080
## 90 Percent Confidence Interval 0.071 0.089
## P-value RMSEA <= 0.05 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.111
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp =~
## LADP1 1.000 0.553 0.606
## LADP2 0.799 0.199 4.005 0.000 0.442 0.526
## LADP3 0.608 0.198 3.071 0.002 0.336 0.378
## LADP4 0.079 0.178 0.442 0.658 0.044 0.051
## LADP5 0.377 0.175 2.154 0.031 0.208 0.255
## LADP6 -0.195 0.198 -0.982 0.326 -0.108 -0.113
## LADP7 0.258 0.204 1.264 0.206 0.143 0.146
## LADP8 0.549 0.188 2.916 0.004 0.304 0.357
## LADP9 0.547 0.199 2.755 0.006 0.303 0.334
## LADP10 0.732 0.195 3.748 0.000 0.405 0.482
## sd =~
## LASD1 1.000 0.251 0.285
## LASD2 0.527 0.391 1.350 0.177 0.132 0.180
## LASD3 1.810 0.837 2.163 0.031 0.454 0.427
## LASD4 0.694 0.459 1.512 0.131 0.174 0.211
## LASD5 -0.585 0.499 -1.171 0.242 -0.147 -0.150
## LASD6 0.341 0.375 0.908 0.364 0.085 0.111
## LASD7 1.283 0.681 1.884 0.060 0.322 0.307
## LASD8 2.023 0.865 2.337 0.019 0.507 0.567
## LASD9 2.298 0.958 2.398 0.016 0.576 0.649
## LASD10 1.922 0.834 2.306 0.021 0.482 0.534
## sr =~
## LASR1 1.000 0.660 0.687
## LASR2 0.659 0.155 4.260 0.000 0.435 0.544
## LASR3 0.708 0.188 3.771 0.000 0.467 0.469
## LASR4 0.388 0.165 2.359 0.018 0.256 0.280
## LASR5 0.697 0.152 4.572 0.000 0.460 0.599
## LASR6 0.327 0.157 2.086 0.037 0.216 0.246
## LASR7 0.440 0.146 3.023 0.003 0.291 0.365
## LASR8 0.396 0.160 2.472 0.013 0.261 0.294
## LASR10 0.593 0.195 3.048 0.002 0.391 0.368
## pcd =~
## LOPCD1 1.000 0.538 0.741
## LOPCD2 0.677 0.134 5.063 0.000 0.365 0.539
## LOPCD3 1.127 0.159 7.099 0.000 0.607 0.754
## sjp =~
## LOSJP1 1.000 0.472 0.667
## LOSJP2 0.912 0.162 5.626 0.000 0.431 0.643
## LOSJP3 1.048 0.194 5.415 0.000 0.495 0.615
## LOSJP4 0.987 0.183 5.389 0.000 0.466 0.612
## LOSJP5 0.605 0.150 4.043 0.000 0.286 0.447
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## pcd ~
## dp 0.537 0.225 2.386 0.017 0.552 0.552
## sd -0.628 0.493 -1.273 0.203 -0.292 -0.292
## sr 0.184 0.095 1.924 0.054 0.225 0.225
## sjp ~
## dp 0.394 0.188 2.098 0.036 0.462 0.462
## sd -0.647 0.445 -1.454 0.146 -0.343 -0.343
## sr 0.247 0.088 2.810 0.005 0.345 0.345
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .pcd ~~
## .sjp 0.058 0.025 2.327 0.020 0.918 0.918
## dp ~~
## sd -0.096 0.045 -2.127 0.033 -0.691 -0.691
## sr 0.082 0.056 1.477 0.140 0.225 0.225
## sd ~~
## sr -0.021 0.025 -0.828 0.408 -0.125 -0.125
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .LADP1 0.527 0.092 5.712 0.000 0.527 0.633
## .LADP2 0.510 0.082 6.198 0.000 0.510 0.723
## .LADP3 0.677 0.101 6.698 0.000 0.677 0.857
## .LADP4 0.738 0.105 7.065 0.000 0.738 0.997
## .LADP5 0.623 0.090 6.917 0.000 0.623 0.935
## .LADP6 0.892 0.127 7.043 0.000 0.892 0.987
## .LADP7 0.930 0.132 7.023 0.000 0.930 0.979
## .LADP8 0.634 0.094 6.747 0.000 0.634 0.873
## .LADP9 0.729 0.107 6.792 0.000 0.729 0.888
## .LADP10 0.542 0.085 6.386 0.000 0.542 0.768
## .LASD1 0.710 0.103 6.867 0.000 0.710 0.919
## .LASD2 0.521 0.074 6.994 0.000 0.521 0.968
## .LASD3 0.922 0.141 6.552 0.000 0.922 0.817
## .LASD4 0.648 0.093 6.963 0.000 0.648 0.955
## .LASD5 0.932 0.133 7.018 0.000 0.932 0.977
## .LASD6 0.583 0.083 7.042 0.000 0.583 0.988
## .LASD7 0.995 0.146 6.831 0.000 0.995 0.906
## .LASD8 0.544 0.091 5.957 0.000 0.544 0.679
## .LASD9 0.456 0.085 5.335 0.000 0.456 0.579
## .LASD10 0.583 0.095 6.137 0.000 0.583 0.715
## .LASR1 0.487 0.100 4.896 0.000 0.487 0.528
## .LASR2 0.449 0.074 6.047 0.000 0.449 0.704
## .LASR3 0.776 0.121 6.391 0.000 0.776 0.780
## .LASR4 0.772 0.112 6.868 0.000 0.772 0.922
## .LASR5 0.376 0.066 5.699 0.000 0.376 0.641
## .LASR6 0.723 0.104 6.917 0.000 0.723 0.939
## .LASR7 0.549 0.082 6.702 0.000 0.549 0.867
## .LASR8 0.722 0.105 6.845 0.000 0.722 0.914
## .LASR10 0.975 0.146 6.694 0.000 0.975 0.864
## .LOPCD1 0.238 0.043 5.507 0.000 0.238 0.451
## .LOPCD2 0.324 0.049 6.598 0.000 0.324 0.709
## .LOPCD3 0.279 0.052 5.351 0.000 0.279 0.431
## .LOSJP1 0.279 0.045 6.162 0.000 0.279 0.556
## .LOSJP2 0.264 0.042 6.282 0.000 0.264 0.587
## .LOSJP3 0.402 0.063 6.398 0.000 0.402 0.621
## .LOSJP4 0.364 0.057 6.411 0.000 0.364 0.626
## .LOSJP5 0.328 0.048 6.810 0.000 0.328 0.801
## dp 0.306 0.106 2.880 0.004 1.000 1.000
## sd 0.063 0.050 1.264 0.206 1.000 1.000
## sr 0.435 0.132 3.295 0.001 1.000 1.000
## .pcd 0.076 0.038 2.012 0.044 0.264 0.264
## .sjp 0.051 0.028 1.852 0.064 0.230 0.230modificationindices(fit, sort. = T)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 511 LADP9 ~~ LASR3 16.310 -0.320 -0.320 -0.354 -0.354
## 383 LADP5 ~~ LASD3 16.294 0.318 0.318 0.366 0.366
## 224 sjp =~ LASD9 13.662 -1.328 -0.627 -0.707 -0.707
## 190 pcd =~ LASD9 13.329 -1.221 -0.657 -0.741 -0.741
## 418 LADP6 ~~ LASD7 13.294 0.349 0.349 0.350 0.350
## 132 sd =~ LASR6 13.119 1.459 0.366 0.417 0.417
## 553 LASD1 ~~ LASD2 12.667 0.221 0.221 0.343 0.343
## 885 LOPCD2 ~~ LOSJP2 12.023 0.112 0.112 0.248 0.248
## 94 dp =~ LASD5 11.931 1.287 0.712 0.729 0.729
## 157 sr =~ LASD4 11.380 0.491 0.324 0.393 0.393
## 879 LOPCD1 ~~ LOSJP2 10.918 -0.102 -0.102 -0.210 -0.210
## 380 LADP5 ~~ LADP10 10.319 0.199 0.199 0.291 0.291
## 238 LADP1 ~~ LADP2 10.268 0.212 0.212 0.277 0.277
## 186 pcd =~ LASD5 9.721 1.067 0.574 0.588 0.588
## 220 sjp =~ LASD5 9.526 1.164 0.550 0.563 0.563
## 122 sd =~ LADP6 9.499 2.483 0.623 0.655 0.655
## 156 sr =~ LASD3 9.368 0.556 0.367 0.345 0.345
## 762 LASD10 ~~ LOPCD3 9.305 0.146 0.146 0.201 0.201
## 721 LASD8 ~~ LASR6 9.280 0.205 0.205 0.261 0.261
## 760 LASD10 ~~ LOPCD1 8.961 -0.131 -0.131 -0.200 -0.200
## 878 LOPCD1 ~~ LOSJP1 8.877 0.096 0.096 0.187 0.187
## 831 LASR5 ~~ LOPCD2 8.701 -0.115 -0.115 -0.222 -0.222
## 775 LASR1 ~~ LASR10 8.198 -0.253 -0.253 -0.248 -0.248
## 745 LASD9 ~~ LOPCD3 7.975 -0.128 -0.128 -0.179 -0.179
## 209 sjp =~ LADP4 7.911 -1.201 -0.567 -0.659 -0.659
## 465 LADP7 ~~ LOSJP2 7.902 -0.147 -0.147 -0.224 -0.224
## 315 LADP3 ~~ LADP10 7.747 -0.184 -0.184 -0.247 -0.247
## 729 LASD8 ~~ LOSJP2 7.672 -0.119 -0.119 -0.198 -0.198
## 148 sr =~ LADP5 7.615 0.410 0.270 0.331 0.331
## 313 LADP3 ~~ LADP8 7.596 0.191 0.191 0.252 0.252
## 679 LASD6 ~~ LASR3 7.473 -0.191 -0.191 -0.249 -0.249
## 813 LASR4 ~~ LASR5 7.364 -0.167 -0.167 -0.238 -0.238
## 808 LASR3 ~~ LOSJP1 7.149 -0.137 -0.137 -0.194 -0.194
## 903 LOSJP4 ~~ LOSJP5 7.083 0.099 0.099 0.203 0.203
## 771 LASR1 ~~ LASR5 6.843 0.177 0.177 0.240 0.240
## 175 pcd =~ LADP4 6.826 -1.100 -0.592 -0.688 -0.688
## 143 sd =~ LOSJP5 6.825 1.232 0.309 0.483 0.483
## 898 LOSJP2 ~~ LOSJP3 6.746 0.098 0.098 0.182 0.182
## 410 LADP6 ~~ LADP9 6.679 0.213 0.213 0.247 0.247
## 784 LASR2 ~~ LASR3 6.597 0.178 0.178 0.223 0.223
## 171 sr =~ LOSJP5 6.525 0.323 0.213 0.332 0.332
## 162 sr =~ LASD9 6.442 -0.380 -0.250 -0.282 -0.282
## 241 LADP1 ~~ LADP5 6.364 -0.163 -0.163 -0.219 -0.219
## 344 LADP4 ~~ LADP6 6.355 -0.205 -0.205 -0.251 -0.251
## 530 LADP10 ~~ LASD5 6.279 0.186 0.186 0.226 0.226
## 676 LASD6 ~~ LASD10 6.201 0.156 0.156 0.225 0.225
## 294 LADP2 ~~ LASR3 6.048 0.169 0.169 0.202 0.202
## 362 LADP4 ~~ LASR4 6.001 0.187 0.187 0.238 0.238
## 604 LASD3 ~~ LASD4 5.875 0.196 0.196 0.225 0.225
## 260 LADP1 ~~ LASR4 5.828 -0.168 -0.168 -0.201 -0.201
## 338 LADP3 ~~ LOSJP1 5.797 -0.113 -0.113 -0.180 -0.180
## 817 LASR4 ~~ LASR10 5.781 0.218 0.218 0.224 0.224
## 219 sjp =~ LASD4 5.702 0.757 0.358 0.434 0.434
## 744 LASD9 ~~ LOPCD2 5.637 0.105 0.105 0.175 0.175
## 733 LASD9 ~~ LASD10 5.616 -0.165 -0.165 -0.206 -0.206
## 205 pcd =~ LOSJP5 5.610 -2.321 -1.249 -1.952 -1.952
## 231 sjp =~ LASR6 5.603 -0.556 -0.263 -0.299 -0.299
## 153 sr =~ LADP10 5.495 0.350 0.231 0.275 0.275
## 884 LOPCD2 ~~ LOSJP1 5.355 -0.078 -0.078 -0.163 -0.163
## 385 LADP5 ~~ LASD5 5.302 0.177 0.177 0.223 0.223
## 359 LADP4 ~~ LASR1 5.045 -0.153 -0.153 -0.185 -0.185
## 882 LOPCD1 ~~ LOSJP5 5.042 -0.072 -0.072 -0.155 -0.155
## 457 LADP7 ~~ LASR6 4.988 0.185 0.185 0.216 0.216
## 417 LADP6 ~~ LASD6 4.932 0.161 0.161 0.220 0.220
## 218 sjp =~ LASD3 4.929 0.900 0.425 0.400 0.400
## 498 LADP9 ~~ LADP10 4.857 0.150 0.150 0.197 0.197
## 815 LASR4 ~~ LASR7 4.854 0.150 0.150 0.206 0.206
## 197 pcd =~ LASR6 4.759 -0.424 -0.228 -0.260 -0.260
## 97 dp =~ LASD8 4.734 0.755 0.418 0.467 0.467
## 210 sjp =~ LADP5 4.726 0.881 0.416 0.510 0.510
## 318 LADP3 ~~ LASD3 4.717 -0.181 -0.181 -0.191 -0.191
## 873 LASR10 ~~ LOSJP3 4.693 0.144 0.144 0.169 0.169
## 532 LADP10 ~~ LASD7 4.691 -0.168 -0.168 -0.190 -0.190
## 324 LADP3 ~~ LASD9 4.683 0.137 0.137 0.173 0.173
## 98 dp =~ LASD9 4.674 -0.779 -0.431 -0.486 -0.486
## 460 LADP7 ~~ LASR10 4.606 0.209 0.209 0.202 0.202
## 215 sjp =~ LADP10 4.601 0.923 0.436 0.519 0.519
## 589 LASD2 ~~ LASR3 4.599 -0.142 -0.142 -0.194 -0.194
## 462 LADP7 ~~ LOPCD2 4.567 -0.121 -0.121 -0.184 -0.184
## 806 LASR3 ~~ LOPCD2 4.548 0.114 0.114 0.170 0.170
## 649 LASD4 ~~ LOSJP4 4.536 -0.108 -0.108 -0.173 -0.173
## 247 LADP1 ~~ LASD1 4.481 0.142 0.142 0.176 0.176
## 632 LASD4 ~~ LASD9 4.476 -0.134 -0.134 -0.183 -0.183
## 105 dp =~ LASR6 4.460 -0.396 -0.219 -0.249 -0.249
## 814 LASR4 ~~ LASR6 4.352 0.160 0.160 0.199 0.199
## 698 LASD7 ~~ LASR2 4.351 -0.149 -0.149 -0.179 -0.179
## 437 LADP6 ~~ LOSJP4 4.210 -0.122 -0.122 -0.168 -0.168
## 212 sjp =~ LADP7 4.197 -0.991 -0.468 -0.480 -0.480
## 565 LASD1 ~~ LASR4 4.194 -0.155 -0.155 -0.193 -0.193
## 348 LADP4 ~~ LADP10 4.173 0.136 0.136 0.188 0.188
## 131 sd =~ LASR5 4.131 -0.659 -0.165 -0.216 -0.216
## 136 sd =~ LOPCD1 4.130 -1.083 -0.272 -0.374 -0.374
## 440 LADP7 ~~ LADP9 4.105 0.171 0.171 0.193 0.193
## 152 sr =~ LADP9 4.103 -0.331 -0.218 -0.241 -0.241
## 185 pcd =~ LASD4 4.012 0.577 0.310 0.377 0.377
## 106 dp =~ LASR7 3.998 -0.333 -0.184 -0.231 -0.231
## 446 LADP7 ~~ LASD5 3.990 0.187 0.187 0.196 0.196
## 812 LASR3 ~~ LOSJP5 3.973 0.106 0.106 0.166 0.166
## 805 LASR3 ~~ LOPCD1 3.962 -0.098 -0.098 -0.135 -0.135
## 628 LASD4 ~~ LASD5 3.886 0.155 0.155 0.193 0.193
## 158 sr =~ LASD5 3.860 0.341 0.225 0.230 0.230
## 700 LASD7 ~~ LASR4 3.777 0.174 0.174 0.182 0.182
## 758 LASD10 ~~ LASR8 3.750 -0.134 -0.134 -0.167 -0.167
## 184 pcd =~ LASD3 3.741 0.716 0.385 0.363 0.363
## 833 LASR5 ~~ LOSJP1 3.734 0.072 0.072 0.133 0.133
## 160 sr =~ LASD7 3.714 -0.352 -0.232 -0.222 -0.222
## 92 dp =~ LASD3 3.698 0.773 0.428 0.403 0.403
## 99 dp =~ LASD10 3.683 -0.665 -0.368 -0.407 -0.407
## 781 LASR1 ~~ LOSJP3 3.664 -0.102 -0.102 -0.132 -0.132
## 291 LADP2 ~~ LASD10 3.653 -0.116 -0.116 -0.153 -0.153
## 639 LASD4 ~~ LASR6 3.642 0.132 0.132 0.183 0.183
## 867 LASR8 ~~ LOSJP5 3.629 0.095 0.095 0.168 0.168
## 299 LADP2 ~~ LASR8 3.628 0.123 0.123 0.164 0.164
## 662 LASD5 ~~ LASR7 3.516 -0.137 -0.137 -0.177 -0.177
## 168 sr =~ LOSJP2 3.510 -0.233 -0.154 -0.229 -0.229
## 824 LASR4 ~~ LOSJP4 3.509 -0.104 -0.104 -0.150 -0.150
## 683 LASD6 ~~ LASR7 3.508 0.108 0.108 0.177 0.177
## 513 LADP9 ~~ LASR5 3.475 0.107 0.107 0.154 0.154
## 510 LADP9 ~~ LASR2 3.425 -0.114 -0.114 -0.157 -0.157
## 342 LADP3 ~~ LOSJP5 3.421 -0.091 -0.091 -0.159 -0.159
## 416 LADP6 ~~ LASD5 3.419 0.169 0.169 0.182 0.182
## 365 LADP4 ~~ LASR7 3.411 0.120 0.120 0.175 0.175
## 117 sd =~ LADP1 3.381 1.479 0.371 0.406 0.406
## 651 LASD5 ~~ LASD6 3.366 0.136 0.136 0.181 0.181
## 894 LOSJP1 ~~ LOSJP2 3.338 -0.060 -0.060 -0.125 -0.125
## 710 LASD7 ~~ LOSJP2 3.333 -0.100 -0.100 -0.142 -0.142
## 840 LASR6 ~~ LASR10 3.287 0.158 0.158 0.170 0.170
## 582 LASD2 ~~ LASD6 3.286 0.101 0.101 0.179 0.179
## 169 sr =~ LOSJP3 3.273 -0.272 -0.179 -0.223 -0.223
## 454 LADP7 ~~ LASR3 3.265 -0.160 -0.160 -0.164 -0.164
## 690 LASD6 ~~ LOSJP2 3.262 0.074 0.074 0.144 0.144
## 890 LOPCD3 ~~ LOSJP2 3.235 0.061 0.061 0.113 0.113
## 326 LADP3 ~~ LASR1 3.218 -0.120 -0.120 -0.140 -0.140
## 178 pcd =~ LADP7 3.164 -0.849 -0.457 -0.469 -0.469
## 779 LASR1 ~~ LOSJP1 3.146 0.080 0.080 0.117 0.117
## 214 sjp =~ LADP9 3.118 -0.798 -0.377 -0.416 -0.416
## 849 LASR7 ~~ LASR8 3.113 0.116 0.116 0.164 0.164
## 116 dp =~ LOSJP5 3.104 -0.481 -0.266 -0.416 -0.416
## 688 LASD6 ~~ LOPCD3 3.093 0.078 0.078 0.127 0.127
## 761 LASD10 ~~ LOPCD2 3.035 -0.083 -0.083 -0.135 -0.135
## 503 LADP9 ~~ LASD5 3.008 0.146 0.146 0.165 0.165
## 605 LASD3 ~~ LASD5 3.005 0.168 0.168 0.162 0.162
## 279 LADP2 ~~ LADP8 2.998 -0.109 -0.109 -0.152 -0.152
## 888 LOPCD2 ~~ LOSJP5 2.994 0.060 0.060 0.138 0.138
## 146 sr =~ LADP3 2.975 -0.275 -0.181 -0.204 -0.204
## 133 sd =~ LASR7 2.966 0.616 0.154 0.194 0.194
## 310 LADP3 ~~ LADP5 2.953 -0.116 -0.116 -0.160 -0.160
## 635 LASD4 ~~ LASR2 2.933 0.098 0.098 0.149 0.149
## 788 LASR2 ~~ LASR7 2.908 -0.095 -0.095 -0.150 -0.150
## 91 dp =~ LASD2 2.880 0.475 0.262 0.358 0.358
## 345 LADP4 ~~ LADP7 2.868 0.141 0.141 0.168 0.168
## 323 LADP3 ~~ LASD8 2.860 -0.112 -0.112 -0.141 -0.141
## 577 LASD1 ~~ LOSJP4 2.842 0.090 0.090 0.135 0.135
## 290 LADP2 ~~ LASD9 2.835 -0.096 -0.096 -0.128 -0.128
## 232 sjp =~ LASR7 2.815 -0.350 -0.165 -0.208 -0.208
## 198 pcd =~ LASR7 2.802 -0.290 -0.156 -0.196 -0.196
## 103 dp =~ LASR4 2.788 -0.325 -0.180 -0.196 -0.196
## 369 LADP4 ~~ LOPCD2 2.768 -0.084 -0.084 -0.144 -0.144
## 872 LASR10 ~~ LOSJP2 2.756 -0.090 -0.090 -0.127 -0.127
## 491 LADP8 ~~ LOPCD2 2.756 0.079 0.079 0.137 0.137
## 433 LADP6 ~~ LOPCD3 2.704 0.091 0.091 0.119 0.119
## 229 sjp =~ LASR4 2.700 -0.400 -0.189 -0.207 -0.207
## 613 LASD3 ~~ LASR3 2.695 0.148 0.148 0.140 0.140
## 630 LASD4 ~~ LASD7 2.681 -0.135 -0.135 -0.156 -0.156
## 421 LADP6 ~~ LASD10 2.680 0.125 0.125 0.145 0.145
## 738 LASD9 ~~ LASR5 2.673 -0.081 -0.081 -0.120 -0.120
## 539 LADP10 ~~ LASR4 2.659 0.111 0.111 0.144 0.144
## 347 LADP4 ~~ LADP9 2.658 0.122 0.122 0.157 0.157
## 820 LASR4 ~~ LOPCD3 2.655 -0.084 -0.084 -0.115 -0.115
## 455 LADP7 ~~ LASR4 2.633 0.139 0.139 0.156 0.156
## 123 sd =~ LADP7 2.633 1.340 0.336 0.345 0.345
## 244 LADP1 ~~ LADP8 2.626 -0.109 -0.109 -0.140 -0.140
## 750 LASD9 ~~ LOSJP5 2.611 -0.071 -0.071 -0.124 -0.124
## 746 LASD9 ~~ LOSJP1 2.611 -0.069 -0.069 -0.109 -0.109
## 195 pcd =~ LASR4 2.596 -0.325 -0.175 -0.191 -0.191
## 363 LADP4 ~~ LASR5 2.581 -0.091 -0.091 -0.139 -0.139
## 765 LASD10 ~~ LOSJP3 2.578 0.086 0.086 0.119 0.119
## 844 LASR6 ~~ LOSJP1 2.574 0.077 0.077 0.123 0.123
## 176 pcd =~ LADP5 2.557 0.641 0.345 0.423 0.423
## 189 pcd =~ LASD8 2.557 0.513 0.276 0.309 0.309
## 187 pcd =~ LASD6 2.534 0.429 0.231 0.301 0.301
## 104 dp =~ LASR5 2.534 0.241 0.133 0.174 0.174
## 516 LADP9 ~~ LASR8 2.518 0.118 0.118 0.147 0.147
## 183 pcd =~ LASD2 2.515 0.407 0.219 0.299 0.299
## 140 sd =~ LOSJP2 2.487 -0.735 -0.184 -0.275 -0.275
## 239 LADP1 ~~ LADP3 2.469 0.110 0.110 0.135 0.135
## 364 LADP4 ~~ LASR6 2.463 0.116 0.116 0.153 0.153
## 615 LASD3 ~~ LASR5 2.461 0.103 0.103 0.126 0.126
## 442 LADP7 ~~ LASD1 2.433 0.129 0.129 0.150 0.150
## 468 LADP7 ~~ LOSJP5 2.426 -0.088 -0.088 -0.141 -0.141
## 202 pcd =~ LOSJP2 2.417 1.514 0.815 1.215 1.215
## 147 sr =~ LADP4 2.391 -0.245 -0.162 -0.188 -0.188
## 473 LADP8 ~~ LASD3 2.383 0.124 0.124 0.137 0.137
## 367 LADP4 ~~ LASR10 2.378 0.134 0.134 0.146 0.146
## 223 sjp =~ LASD8 2.345 0.533 0.252 0.281 0.281
## 866 LASR8 ~~ LOSJP4 2.331 0.082 0.082 0.122 0.122
## 398 LADP5 ~~ LASR8 2.330 0.104 0.104 0.144 0.144
## 880 LOPCD1 ~~ LOSJP3 2.292 -0.057 -0.057 -0.097 -0.097
## 685 LASD6 ~~ LASR10 2.253 -0.116 -0.116 -0.142 -0.142
## 533 LADP10 ~~ LASD8 2.239 0.091 0.091 0.120 0.120
## 181 pcd =~ LADP10 2.222 0.640 0.345 0.410 0.410
## 792 LASR2 ~~ LOPCD2 2.215 0.062 0.062 0.115 0.115
## 627 LASD3 ~~ LOSJP5 2.212 0.086 0.086 0.126 0.126
## 374 LADP4 ~~ LOSJP4 2.201 -0.080 -0.080 -0.122 -0.122
## 477 LADP8 ~~ LASD7 2.197 0.121 0.121 0.136 0.136
## 514 LADP9 ~~ LASR6 2.185 -0.110 -0.110 -0.138 -0.138
## 271 LADP1 ~~ LOSJP3 2.181 -0.078 -0.078 -0.106 -0.106
## 558 LASD1 ~~ LASD7 2.178 -0.128 -0.128 -0.139 -0.139
## 375 LADP4 ~~ LOSJP5 2.175 -0.074 -0.074 -0.134 -0.134
## 706 LASD7 ~~ LOPCD1 2.164 0.080 0.080 0.105 0.105
## 697 LASD7 ~~ LASR1 2.159 -0.118 -0.118 -0.117 -0.117
## 357 LADP4 ~~ LASD9 2.131 0.094 0.094 0.123 0.123
## 414 LADP6 ~~ LASD3 2.120 0.136 0.136 0.135 0.135
## 130 sd =~ LASR4 2.117 0.608 0.152 0.167 0.167
## 452 LADP7 ~~ LASR1 2.110 -0.111 -0.111 -0.119 -0.119
## 756 LASD10 ~~ LASR6 2.105 0.100 0.100 0.126 0.126
## 668 LASD5 ~~ LOSJP1 2.083 0.078 0.078 0.113 0.113
## 809 LASR3 ~~ LOSJP2 2.071 0.071 0.071 0.106 0.106
## 107 dp =~ LASR8 2.047 0.270 0.149 0.168 0.168
## 850 LASR7 ~~ LASR10 2.036 0.111 0.111 0.131 0.131
## 340 LADP3 ~~ LOSJP3 2.009 0.079 0.079 0.110 0.110
## 847 LASR6 ~~ LOSJP4 1.999 -0.076 -0.076 -0.114 -0.114
## 281 LADP2 ~~ LADP10 1.997 -0.086 -0.086 -0.122 -0.122
## 835 LASR5 ~~ LOSJP3 1.945 -0.062 -0.062 -0.100 -0.100
## 593 LASD2 ~~ LASR7 1.933 0.076 0.076 0.130 0.130
## 358 LADP4 ~~ LASD10 1.926 -0.096 -0.096 -0.124 -0.124
## 208 sjp =~ LADP3 1.925 -0.618 -0.292 -0.328 -0.328
## 634 LASD4 ~~ LASR1 1.908 0.089 0.089 0.112 0.112
## 407 LADP5 ~~ LOSJP5 1.903 0.064 0.064 0.122 0.122
## 625 LASD3 ~~ LOSJP3 1.901 -0.090 -0.090 -0.106 -0.106
## 800 LASR3 ~~ LASR5 1.890 -0.091 -0.091 -0.119 -0.119
## 120 sd =~ LADP4 1.888 1.003 0.251 0.292 0.292
## 109 dp =~ LOPCD1 1.865 0.461 0.255 0.351 0.351
## 430 LADP6 ~~ LASR10 1.865 0.130 0.130 0.129 0.129
## 724 LASD8 ~~ LASR10 1.860 0.108 0.108 0.114 0.114
## 483 LADP8 ~~ LASR3 1.860 -0.101 -0.101 -0.119 -0.119
## 561 LASD1 ~~ LASD10 1.848 0.096 0.096 0.121 0.121
## 845 LASR6 ~~ LOSJP2 1.834 -0.063 -0.063 -0.106 -0.106
## 732 LASD8 ~~ LOSJP5 1.830 0.062 0.062 0.108 0.108
## 469 LADP8 ~~ LADP9 1.820 0.096 0.096 0.125 0.125
## 563 LASD1 ~~ LASR2 1.819 0.082 0.082 0.116 0.116
## 114 dp =~ LOSJP3 1.805 0.440 0.243 0.303 0.303
## 550 LADP10 ~~ LOSJP3 1.800 0.068 0.068 0.101 0.101
## 653 LASD5 ~~ LASD8 1.788 0.104 0.104 0.119 0.119
## 819 LASR4 ~~ LOPCD2 1.780 0.069 0.069 0.112 0.112
## 283 LADP2 ~~ LASD2 1.780 0.073 0.073 0.118 0.118
## 517 LADP9 ~~ LASR10 1.763 0.116 0.116 0.121 0.121
## 307 LADP2 ~~ LOSJP4 1.758 -0.063 -0.063 -0.099 -0.099
## 381 LADP5 ~~ LASD1 1.758 -0.090 -0.090 -0.125 -0.125
## 230 sjp =~ LASR5 1.757 0.254 0.120 0.156 0.156
## 506 LADP9 ~~ LASD8 1.735 0.090 0.090 0.111 0.111
## 658 LASD5 ~~ LASR3 1.734 -0.117 -0.117 -0.120 -0.120
## 118 sd =~ LADP2 1.730 -0.944 -0.237 -0.282 -0.282
## 555 LASD1 ~~ LASD4 1.726 0.091 0.091 0.126 0.126
## 633 LASD4 ~~ LASD10 1.722 0.087 0.087 0.118 0.118
## 629 LASD4 ~~ LASD6 1.688 0.081 0.081 0.127 0.127
## 547 LADP10 ~~ LOPCD3 1.679 -0.059 -0.059 -0.088 -0.088
## 151 sr =~ LADP8 1.656 -0.197 -0.130 -0.153 -0.153
## 479 LADP8 ~~ LASD9 1.652 0.078 0.078 0.103 0.103
## 275 LADP2 ~~ LADP4 1.647 0.084 0.084 0.116 0.116
## 411 LADP6 ~~ LADP10 1.644 -0.094 -0.094 -0.118 -0.118
## 319 LADP3 ~~ LASD4 1.643 -0.087 -0.087 -0.119 -0.119
## 661 LASD5 ~~ LASR6 1.635 0.106 0.106 0.124 0.124
## 581 LASD2 ~~ LASD5 1.633 -0.090 -0.090 -0.125 -0.125
## 480 LADP8 ~~ LASD10 1.626 -0.083 -0.083 -0.108 -0.108
## 741 LASD9 ~~ LASR8 1.623 0.082 0.082 0.104 0.104
## 280 LADP2 ~~ LADP9 1.620 -0.085 -0.085 -0.112 -0.112
## 538 LADP10 ~~ LASR3 1.606 -0.089 -0.089 -0.106 -0.106
## 728 LASD8 ~~ LOSJP1 1.601 0.056 0.056 0.089 0.089
## 135 sd =~ LASR10 1.596 0.602 0.151 0.142 0.142
## 666 LASD5 ~~ LOPCD2 1.594 -0.072 -0.072 -0.109 -0.109
## 293 LADP2 ~~ LASR2 1.591 0.067 0.067 0.100 0.100
## 180 pcd =~ LADP9 1.589 -0.564 -0.304 -0.335 -0.335
## 333 LADP3 ~~ LASR8 1.584 -0.091 -0.091 -0.115 -0.115
## 346 LADP4 ~~ LADP8 1.575 -0.088 -0.088 -0.120 -0.120
## 598 LASD2 ~~ LOPCD3 1.567 0.053 0.053 0.090 0.090
## 645 LASD4 ~~ LOPCD3 1.565 0.059 0.059 0.089 0.089
## 482 LADP8 ~~ LASR2 1.550 -0.072 -0.072 -0.105 -0.105
## 138 sd =~ LOPCD3 1.536 0.738 0.185 0.230 0.230
## 263 LADP1 ~~ LASR7 1.528 -0.073 -0.073 -0.101 -0.101
## 543 LADP10 ~~ LASR8 1.517 0.081 0.081 0.108 0.108
## 328 LADP3 ~~ LASR3 1.512 0.094 0.094 0.107 0.107
## 461 LADP7 ~~ LOPCD1 1.508 0.064 0.064 0.090 0.090
## 196 pcd =~ LASR5 1.503 0.194 0.105 0.136 0.136
## 899 LOSJP2 ~~ LOSJP4 1.497 -0.044 -0.044 -0.086 -0.086
## 336 LADP3 ~~ LOPCD2 1.485 0.060 0.060 0.100 0.100
## 740 LASD9 ~~ LASR7 1.473 -0.068 -0.068 -0.097 -0.097
## 778 LASR1 ~~ LOPCD3 1.471 0.057 0.057 0.074 0.074
## 424 LADP6 ~~ LASR3 1.470 -0.105 -0.105 -0.111 -0.111
## 670 LASD5 ~~ LOSJP3 1.460 0.077 0.077 0.098 0.098
## 221 sjp =~ LASD6 1.440 0.356 0.168 0.219 0.219
## 282 LADP2 ~~ LASD1 1.431 0.077 0.077 0.104 0.104
## 250 LADP1 ~~ LASD4 1.421 0.076 0.076 0.101 0.101
## 161 sr =~ LASD8 1.420 0.179 0.118 0.132 0.132
## 366 LADP4 ~~ LASR8 1.411 0.088 0.088 0.115 0.115
## 373 LADP4 ~~ LOSJP3 1.400 0.067 0.067 0.097 0.097
## 150 sr =~ LADP7 1.383 -0.210 -0.139 -0.142 -0.142
## 443 LADP7 ~~ LASD2 1.382 0.082 0.082 0.115 0.115
## 764 LASD10 ~~ LOSJP2 1.381 0.051 0.051 0.085 0.085
## 371 LADP4 ~~ LOSJP1 1.380 -0.056 -0.056 -0.092 -0.092
## 496 LADP8 ~~ LOSJP4 1.374 0.060 0.060 0.092 0.092
## 665 LASD5 ~~ LOPCD1 1.372 0.061 0.061 0.085 0.085
## 657 LASD5 ~~ LASR2 1.365 0.080 0.080 0.103 0.103
## 292 LADP2 ~~ LASR1 1.361 -0.070 -0.070 -0.087 -0.087
## 859 LASR8 ~~ LASR10 1.344 0.102 0.102 0.108 0.108
## 316 LADP3 ~~ LASD1 1.332 -0.083 -0.083 -0.106 -0.106
## 217 sjp =~ LASD2 1.320 0.325 0.154 0.209 0.209
## 684 LASD6 ~~ LASR8 1.311 0.075 0.075 0.110 0.110
## 591 LASD2 ~~ LASR5 1.304 -0.055 -0.055 -0.097 -0.097
## 154 sr =~ LASD1 1.302 -0.176 -0.116 -0.132 -0.132
## 571 LASD1 ~~ LOPCD1 1.290 -0.052 -0.052 -0.081 -0.081
## 167 sr =~ LOSJP1 1.281 0.148 0.098 0.138 0.138
## 803 LASR3 ~~ LASR8 1.259 -0.090 -0.090 -0.102 -0.102
## 505 LADP9 ~~ LASD7 1.242 0.098 0.098 0.103 0.103
## 723 LASD8 ~~ LASR8 1.242 0.075 0.075 0.095 0.095
## 602 LASD2 ~~ LOSJP4 1.241 0.051 0.051 0.091 0.091
## 349 LADP4 ~~ LASD1 1.233 -0.081 -0.081 -0.108 -0.108
## 692 LASD6 ~~ LOSJP4 1.223 -0.053 -0.053 -0.091 -0.091
## 502 LADP9 ~~ LASD4 1.215 -0.077 -0.077 -0.104 -0.104
## 785 LASR2 ~~ LASR4 1.204 0.071 0.071 0.098 0.098
## 253 LADP1 ~~ LASD7 1.201 0.087 0.087 0.091 0.091
## 159 sr =~ LASD6 1.184 -0.149 -0.098 -0.128 -0.128
## 137 sd =~ LOPCD2 1.182 0.546 0.137 0.202 0.202
## 141 sd =~ LOSJP3 1.170 -0.609 -0.153 -0.190 -0.190
## 793 LASR2 ~~ LOPCD3 1.168 -0.045 -0.045 -0.070 -0.070
## 126 sd =~ LADP10 1.167 -0.769 -0.193 -0.230 -0.230
## 818 LASR4 ~~ LOPCD1 1.166 0.051 0.051 0.077 0.077
## 540 LADP10 ~~ LASR5 1.162 0.055 0.055 0.085 0.085
## 860 LASR8 ~~ LOPCD1 1.160 -0.049 -0.049 -0.077 -0.077
## 603 LASD2 ~~ LOSJP5 1.154 0.045 0.045 0.097 0.097
## 368 LADP4 ~~ LOPCD1 1.152 0.049 0.049 0.079 0.079
## 429 LADP6 ~~ LASR8 1.151 0.087 0.087 0.103 0.103
## 192 pcd =~ LASR1 1.150 0.213 0.115 0.119 0.119
## 611 LASD3 ~~ LASR1 1.148 0.084 0.084 0.083 0.083
## 246 LADP1 ~~ LADP10 1.146 -0.071 -0.071 -0.092 -0.092
## 471 LADP8 ~~ LASD1 1.145 -0.074 -0.074 -0.099 -0.099
## 331 LADP3 ~~ LASR6 1.140 -0.077 -0.077 -0.099 -0.099
## 776 LASR1 ~~ LOPCD1 1.130 0.046 0.046 0.066 0.066
## 226 sjp =~ LASR1 1.122 0.254 0.120 0.125 0.125
## 404 LADP5 ~~ LOSJP2 1.117 0.045 0.045 0.083 0.083
## 405 LADP5 ~~ LOSJP3 1.117 0.056 0.056 0.085 0.085
## 519 LADP9 ~~ LOPCD2 1.111 -0.054 -0.054 -0.088 -0.088
## 895 LOSJP1 ~~ LOSJP3 1.105 -0.042 -0.042 -0.073 -0.073
## 155 sr =~ LASD2 1.104 -0.137 -0.090 -0.123 -0.123
## 875 LASR10 ~~ LOSJP5 1.102 0.062 0.062 0.091 0.091
## 786 LASR2 ~~ LASR5 1.095 -0.056 -0.056 -0.091 -0.091
## 839 LASR6 ~~ LASR8 1.093 -0.078 -0.078 -0.100 -0.100
## 504 LADP9 ~~ LASD6 1.090 0.069 0.069 0.099 0.099
## 174 pcd =~ LADP3 1.081 -0.459 -0.247 -0.278 -0.278
## 258 LADP1 ~~ LASR2 1.073 0.058 0.058 0.079 0.079
## 674 LASD6 ~~ LASD8 1.070 0.064 0.064 0.092 0.092
## 616 LASD3 ~~ LASR6 1.068 0.087 0.087 0.094 0.094
## 287 LADP2 ~~ LASD6 1.059 -0.059 -0.059 -0.091 -0.091
## 233 sjp =~ LASR8 1.054 0.242 0.115 0.129 0.129
## 772 LASR1 ~~ LASR6 1.052 -0.075 -0.075 -0.089 -0.089
## 656 LASD5 ~~ LASR1 1.048 0.079 0.079 0.084 0.084
## 578 LASD1 ~~ LOSJP5 1.044 0.051 0.051 0.090 0.090
## 556 LASD1 ~~ LASD5 1.040 0.085 0.085 0.098 0.098
## 842 LASR6 ~~ LOPCD2 1.035 -0.051 -0.051 -0.086 -0.086
## 203 pcd =~ LOSJP3 1.035 1.196 0.644 0.800 0.800
## 774 LASR1 ~~ LASR8 1.031 -0.075 -0.075 -0.088 -0.088
## 642 LASD4 ~~ LASR10 1.015 0.082 0.082 0.094 0.094
## 463 LADP7 ~~ LOPCD3 1.010 0.057 0.057 0.073 0.073
## 520 LADP9 ~~ LOPCD3 1.002 0.051 0.051 0.070 0.070
## 384 LADP5 ~~ LASD4 0.996 0.064 0.064 0.096 0.096
## 594 LASD2 ~~ LASR8 0.982 0.062 0.062 0.095 0.095
## 720 LASD8 ~~ LASR5 0.979 -0.052 -0.052 -0.075 -0.075
## 527 LADP10 ~~ LASD2 0.972 -0.055 -0.055 -0.089 -0.089
## 757 LASD10 ~~ LASR7 0.965 0.060 0.060 0.083 0.083
## 423 LADP6 ~~ LASR2 0.961 -0.066 -0.066 -0.087 -0.087
## 179 pcd =~ LADP8 0.955 0.413 0.222 0.261 0.261
## 199 pcd =~ LASR8 0.951 0.191 0.103 0.116 0.116
## 588 LASD2 ~~ LASR2 0.946 -0.050 -0.050 -0.085 -0.085
## 712 LASD7 ~~ LOSJP4 0.941 0.062 0.062 0.077 0.077
## 415 LADP6 ~~ LASD4 0.940 0.074 0.074 0.095 0.095
## 678 LASD6 ~~ LASR2 0.939 -0.053 -0.053 -0.086 -0.086
## 691 LASD6 ~~ LOSJP3 0.911 0.048 0.048 0.078 0.078
## 584 LASD2 ~~ LASD8 0.905 0.056 0.056 0.085 0.085
## 286 LADP2 ~~ LASD5 0.897 -0.069 -0.069 -0.084 -0.084
## 871 LASR10 ~~ LOSJP1 0.890 -0.053 -0.053 -0.071 -0.071
## 254 LADP1 ~~ LASD8 0.887 0.059 0.059 0.072 0.072
## 173 pcd =~ LADP2 0.877 -0.411 -0.221 -0.263 -0.263
## 631 LASD4 ~~ LASD8 0.877 0.061 0.061 0.083 0.083
## 858 LASR7 ~~ LOSJP5 0.876 0.041 0.041 0.081 0.081
## 541 LADP10 ~~ LASR6 0.872 0.061 0.061 0.083 0.083
## 372 LADP4 ~~ LOSJP2 0.871 -0.043 -0.043 -0.075 -0.075
## 560 LASD1 ~~ LASD9 0.871 -0.063 -0.063 -0.080 -0.080
## 387 LADP5 ~~ LASD7 0.860 -0.075 -0.075 -0.087 -0.087
## 660 LASD5 ~~ LASR5 0.859 0.059 0.059 0.079 0.079
## 128 sd =~ LASR2 0.858 -0.317 -0.080 -0.100 -0.100
## 848 LASR6 ~~ LOSJP5 0.840 -0.046 -0.046 -0.081 -0.081
## 474 LADP8 ~~ LASD4 0.832 -0.060 -0.060 -0.085 -0.085
## 522 LADP9 ~~ LOSJP2 0.826 -0.043 -0.043 -0.070 -0.070
## 413 LADP6 ~~ LASD2 0.824 0.062 0.062 0.089 0.089
## 557 LASD1 ~~ LASD6 0.820 0.059 0.059 0.088 0.088
## 607 LASD3 ~~ LASD7 0.820 0.092 0.092 0.083 0.083
## 101 dp =~ LASR2 0.802 0.143 0.079 0.099 0.099
## 400 LADP5 ~~ LOPCD1 0.795 -0.038 -0.038 -0.064 -0.064
## 242 LADP1 ~~ LADP6 0.789 0.068 0.068 0.078 0.078
## 125 sd =~ LADP9 0.788 0.678 0.170 0.188 0.188
## 797 LASR2 ~~ LOSJP4 0.787 0.040 0.040 0.065 0.065
## 614 LASD3 ~~ LASR4 0.786 -0.078 -0.078 -0.080 -0.080
## 93 dp =~ LASD4 0.785 0.278 0.154 0.186 0.186
## 681 LASD6 ~~ LASR5 0.781 -0.045 -0.045 -0.076 -0.076
## 562 LASD1 ~~ LASR1 0.772 -0.059 -0.059 -0.070 -0.070
## 830 LASR5 ~~ LOPCD1 0.770 0.031 0.031 0.056 0.056
## 544 LADP10 ~~ LASR10 0.768 0.068 0.068 0.076 0.076
## 127 sd =~ LASR1 0.764 -0.352 -0.088 -0.092 -0.092
## 95 dp =~ LASD6 0.763 0.256 0.142 0.185 0.185
## 525 LADP9 ~~ LOSJP5 0.758 -0.044 -0.044 -0.076 -0.076
## 606 LASD3 ~~ LASD6 0.758 -0.066 -0.066 -0.081 -0.081
## 623 LASD3 ~~ LOSJP1 0.749 -0.048 -0.048 -0.064 -0.064
## 841 LASR6 ~~ LOPCD1 0.748 0.040 0.040 0.062 0.062
## 566 LASD1 ~~ LASR5 0.744 -0.049 -0.049 -0.072 -0.072
## 327 LADP3 ~~ LASR2 0.741 0.051 0.051 0.072 0.072
## 111 dp =~ LOPCD3 0.740 -0.324 -0.179 -0.223 -0.223
## 163 sr =~ LASD10 0.735 0.130 0.086 0.095 0.095
## 391 LADP5 ~~ LASR1 0.734 0.054 0.054 0.069 0.069
## 142 sd =~ LOSJP4 0.728 0.456 0.114 0.150 0.150
## 268 LADP1 ~~ LOPCD3 0.714 0.041 0.041 0.055 0.055
## 353 LADP4 ~~ LASD5 0.710 -0.070 -0.070 -0.083 -0.083
## 675 LASD6 ~~ LASD9 0.708 -0.050 -0.050 -0.073 -0.073
## 222 sjp =~ LASD7 0.708 -0.338 -0.160 -0.152 -0.152
## 767 LASD10 ~~ LOSJP5 0.704 0.039 0.039 0.068 0.068
## 708 LASD7 ~~ LOPCD3 0.701 -0.050 -0.050 -0.059 -0.059
## 500 LADP9 ~~ LASD2 0.693 0.052 0.052 0.079 0.079
## 825 LASR4 ~~ LOSJP5 0.689 -0.043 -0.043 -0.073 -0.073
## 102 dp =~ LASR3 0.687 -0.169 -0.093 -0.093 -0.093
## 487 LADP8 ~~ LASR7 0.684 -0.051 -0.051 -0.075 -0.075
## 458 LADP7 ~~ LASR7 0.674 -0.060 -0.060 -0.077 -0.077
## 312 LADP3 ~~ LADP7 0.672 0.067 0.067 0.077 0.077
## 843 LASR6 ~~ LOPCD3 0.671 0.041 0.041 0.058 0.058
## 499 LADP9 ~~ LASD1 0.668 -0.060 -0.060 -0.076 -0.076
## 470 LADP8 ~~ LADP10 0.665 -0.052 -0.052 -0.073 -0.073
## 567 LASD1 ~~ LASR6 0.660 -0.059 -0.059 -0.077 -0.077
## 194 pcd =~ LASR3 0.658 -0.172 -0.093 -0.093 -0.093
## 296 LADP2 ~~ LASR5 0.658 -0.040 -0.040 -0.063 -0.063
## 90 dp =~ LASD1 0.650 0.269 0.149 0.169 0.169
## 266 LADP1 ~~ LOPCD1 0.648 0.035 0.035 0.053 0.053
## 686 LASD6 ~~ LOPCD1 0.645 -0.033 -0.033 -0.059 -0.059
## 749 LASD9 ~~ LOSJP4 0.644 0.038 0.038 0.056 0.056
## 736 LASD9 ~~ LASR3 0.643 0.055 0.055 0.062 0.062
## 495 LADP8 ~~ LOSJP3 0.635 0.043 0.043 0.062 0.062
## 270 LADP1 ~~ LOSJP2 0.634 -0.034 -0.034 -0.056 -0.056
## 228 sjp =~ LASR3 0.633 -0.203 -0.096 -0.096 -0.096
## 170 sr =~ LOSJP4 0.622 0.112 0.074 0.097 0.097
## 877 LOPCD1 ~~ LOPCD3 0.620 0.040 0.040 0.068 0.068
## 573 LASD1 ~~ LOPCD3 0.613 0.039 0.039 0.055 0.055
## 518 LADP9 ~~ LOPCD1 0.610 0.037 0.037 0.056 0.056
## 439 LADP7 ~~ LADP8 0.596 0.061 0.061 0.073 0.073
## 596 LASD2 ~~ LOPCD1 0.593 -0.030 -0.030 -0.056 -0.056
## 823 LASR4 ~~ LOSJP3 0.588 0.045 0.045 0.061 0.061
## 705 LASD7 ~~ LASR10 0.560 0.076 0.076 0.068 0.068
## 707 LASD7 ~~ LOPCD2 0.558 0.044 0.044 0.063 0.063
## 727 LASD8 ~~ LOPCD3 0.555 0.035 0.035 0.048 0.048
## 419 LADP6 ~~ LASD8 0.552 0.055 0.055 0.065 0.065
## 399 LADP5 ~~ LASR10 0.546 0.059 0.059 0.068 0.068
## 865 LASR8 ~~ LOSJP3 0.546 0.042 0.042 0.059 0.059
## 352 LADP4 ~~ LASD4 0.539 -0.051 -0.051 -0.072 -0.072
## 734 LASD9 ~~ LASR1 0.529 -0.044 -0.044 -0.051 -0.051
## 272 LADP1 ~~ LOSJP4 0.525 0.036 0.036 0.052 0.052
## 546 LADP10 ~~ LOPCD2 0.521 -0.033 -0.033 -0.057 -0.057
## 718 LASD8 ~~ LASR3 0.517 -0.052 -0.052 -0.058 -0.058
## 464 LADP7 ~~ LOSJP1 0.515 0.039 0.039 0.056 0.056
## 689 LASD6 ~~ LOSJP1 0.508 0.030 0.030 0.056 0.056
## 892 LOPCD3 ~~ LOSJP4 0.507 -0.028 -0.028 -0.045 -0.045
## 379 LADP5 ~~ LADP9 0.506 0.049 0.049 0.067 0.067
## 753 LASD10 ~~ LASR3 0.501 -0.052 -0.052 -0.058 -0.058
## 388 LADP5 ~~ LASD8 0.500 0.044 0.044 0.061 0.061
## 554 LASD1 ~~ LASD3 0.494 0.060 0.060 0.064 0.064
## 587 LASD2 ~~ LASR1 0.494 -0.040 -0.040 -0.057 -0.057
## 432 LADP6 ~~ LOPCD2 0.493 0.039 0.039 0.061 0.061
## 403 LADP5 ~~ LOSJP1 0.488 -0.031 -0.031 -0.054 -0.054
## 436 LADP6 ~~ LOSJP3 0.486 0.044 0.044 0.057 0.057
## 609 LASD3 ~~ LASD9 0.485 0.056 0.056 0.060 0.060
## 694 LASD7 ~~ LASD8 0.483 0.057 0.057 0.061 0.061
## 597 LASD2 ~~ LOPCD2 0.480 0.029 0.029 0.059 0.059
## 754 LASD10 ~~ LASR4 0.479 0.049 0.049 0.060 0.060
## 855 LASR7 ~~ LOSJP2 0.477 -0.028 -0.028 -0.053 -0.053
## 816 LASR4 ~~ LASR8 0.477 -0.053 -0.053 -0.065 -0.065
## 716 LASD8 ~~ LASR1 0.476 0.043 0.043 0.050 0.050
## 476 LADP8 ~~ LASD6 0.476 0.043 0.043 0.065 0.065
## 110 dp =~ LOPCD2 0.474 -0.218 -0.120 -0.178 -0.178
## 798 LASR2 ~~ LOSJP5 0.467 -0.028 -0.028 -0.055 -0.055
## 204 pcd =~ LOSJP4 0.467 -0.762 -0.410 -0.538 -0.538
## 610 LASD3 ~~ LASD10 0.458 -0.056 -0.056 -0.059 -0.059
## 580 LASD2 ~~ LASD4 0.454 -0.040 -0.040 -0.066 -0.066
## 321 LADP3 ~~ LASD6 0.451 0.043 0.043 0.063 0.063
## 301 LADP2 ~~ LOPCD1 0.449 -0.028 -0.028 -0.045 -0.045
## 393 LADP5 ~~ LASR3 0.447 0.049 0.049 0.060 0.060
## 119 sd =~ LADP3 0.441 -0.497 -0.125 -0.140 -0.140
## 715 LASD8 ~~ LASD10 0.437 0.046 0.046 0.057 0.057
## 883 LOPCD2 ~~ LOPCD3 0.432 -0.025 -0.025 -0.046 -0.046
## 777 LASR1 ~~ LOPCD2 0.423 -0.030 -0.030 -0.047 -0.047
## 295 LADP2 ~~ LASR4 0.418 -0.043 -0.043 -0.056 -0.056
## 802 LASR3 ~~ LASR7 0.415 -0.046 -0.046 -0.058 -0.058
## 886 LOPCD2 ~~ LOSJP3 0.412 0.025 0.025 0.047 0.047
## 599 LASD2 ~~ LOSJP1 0.412 0.026 0.026 0.050 0.050
## 402 LADP5 ~~ LOPCD3 0.410 -0.030 -0.030 -0.046 -0.046
## 252 LADP1 ~~ LASD6 0.401 -0.038 -0.038 -0.054 -0.054
## 717 LASD8 ~~ LASR2 0.401 -0.035 -0.035 -0.049 -0.049
## 646 LASD4 ~~ LOSJP1 0.400 0.029 0.029 0.049 0.049
## 450 LADP7 ~~ LASD9 0.394 0.045 0.045 0.052 0.052
## 113 dp =~ LOSJP2 0.394 0.170 0.094 0.140 0.140
## 390 LADP5 ~~ LASD10 0.393 -0.040 -0.040 -0.055 -0.055
## 655 LASD5 ~~ LASD10 0.392 0.050 0.050 0.056 0.056
## 269 LADP1 ~~ LOSJP1 0.392 0.028 0.028 0.043 0.043
## 526 LADP10 ~~ LASD1 0.391 -0.041 -0.041 -0.055 -0.055
## 664 LASD5 ~~ LASR10 0.390 -0.061 -0.061 -0.059 -0.059
## 626 LASD3 ~~ LOSJP4 0.390 -0.039 -0.039 -0.048 -0.048
## 264 LADP1 ~~ LASR8 0.383 -0.042 -0.042 -0.051 -0.051
## 586 LASD2 ~~ LASD10 0.381 0.037 0.037 0.056 0.056
## 834 LASR5 ~~ LOSJP2 0.376 -0.022 -0.022 -0.043 -0.043
## 389 LADP5 ~~ LASD9 0.368 -0.036 -0.036 -0.050 -0.050
## 652 LASD5 ~~ LASD7 0.365 -0.059 -0.059 -0.058 -0.058
## 583 LASD2 ~~ LASD7 0.355 0.044 0.044 0.057 0.057
## 759 LASD10 ~~ LASR10 0.348 0.048 0.048 0.050 0.050
## 669 LASD5 ~~ LOSJP2 0.341 -0.030 -0.030 -0.047 -0.047
## 901 LOSJP3 ~~ LOSJP4 0.340 0.025 0.025 0.041 0.041
## 339 LADP3 ~~ LOSJP2 0.338 0.026 0.026 0.044 0.044
## 641 LASD4 ~~ LASR8 0.329 -0.040 -0.040 -0.055 -0.055
## 240 LADP1 ~~ LADP4 0.328 -0.039 -0.039 -0.050 -0.050
## 485 LADP8 ~~ LASR5 0.327 0.031 0.031 0.047 0.047
## 112 dp =~ LOSJP1 0.327 -0.163 -0.090 -0.127 -0.127
## 508 LADP9 ~~ LASD10 0.324 -0.040 -0.040 -0.049 -0.049
## 248 LADP1 ~~ LASD2 0.320 0.032 0.032 0.048 0.048
## 713 LASD7 ~~ LOSJP5 0.320 0.033 0.033 0.050 0.050
## 447 LADP7 ~~ LASD6 0.317 -0.042 -0.042 -0.056 -0.056
## 472 LADP8 ~~ LASD2 0.315 -0.033 -0.033 -0.053 -0.053
## 225 sjp =~ LASD10 0.311 0.194 0.092 0.102 0.102
## 207 sjp =~ LADP2 0.306 -0.243 -0.115 -0.136 -0.136
## 699 LASD7 ~~ LASR3 0.306 -0.051 -0.051 -0.049 -0.049
## 376 LADP5 ~~ LADP6 0.305 0.042 0.042 0.054 0.054
## 395 LADP5 ~~ LASR5 0.302 0.029 0.029 0.046 0.046
## 434 LADP6 ~~ LOSJP1 0.295 0.029 0.029 0.043 0.043
## 273 LADP1 ~~ LOSJP5 0.290 0.025 0.025 0.042 0.042
## 564 LASD1 ~~ LASR3 0.288 -0.042 -0.042 -0.048 -0.048
## 537 LADP10 ~~ LASR2 0.285 0.029 0.029 0.043 0.043
## 308 LADP2 ~~ LOSJP5 0.284 0.023 0.023 0.043 0.043
## 585 LASD2 ~~ LASD9 0.278 -0.030 -0.030 -0.046 -0.046
## 548 LADP10 ~~ LOSJP1 0.266 0.022 0.022 0.037 0.037
## 356 LADP4 ~~ LASD8 0.266 0.035 0.035 0.045 0.045
## 693 LASD6 ~~ LOSJP5 0.262 0.023 0.023 0.046 0.046
## 129 sd =~ LASR3 0.262 0.223 0.056 0.056 0.056
## 445 LADP7 ~~ LASD4 0.260 -0.040 -0.040 -0.050 -0.050
## 134 sd =~ LASR8 0.260 -0.207 -0.052 -0.058 -0.058
## 302 LADP2 ~~ LOPCD2 0.259 -0.023 -0.023 -0.040 -0.040
## 619 LASD3 ~~ LASR10 0.257 0.051 0.051 0.045 0.045
## 535 LADP10 ~~ LASD10 0.257 -0.031 -0.031 -0.041 -0.041
## 213 sjp =~ LADP8 0.255 0.215 0.102 0.119 0.119
## 227 sjp =~ LASR2 0.251 0.101 0.048 0.060 0.060
## 671 LASD5 ~~ LOSJP4 0.250 -0.030 -0.030 -0.041 -0.041
## 796 LASR2 ~~ LOSJP3 0.247 -0.023 -0.023 -0.036 -0.036
## 401 LADP5 ~~ LOPCD2 0.247 0.023 0.023 0.042 0.042
## 422 LADP6 ~~ LASR1 0.244 -0.037 -0.037 -0.041 -0.041
## 475 LADP8 ~~ LASD5 0.242 0.039 0.039 0.046 0.046
## 703 LASD7 ~~ LASR7 0.241 0.038 0.038 0.045 0.045
## 861 LASR8 ~~ LOPCD2 0.240 -0.025 -0.025 -0.041 -0.041
## 862 LASR8 ~~ LOPCD3 0.236 -0.024 -0.024 -0.034 -0.034
## 837 LASR5 ~~ LOSJP5 0.236 0.019 0.019 0.038 0.038
## 492 LADP8 ~~ LOPCD3 0.234 -0.023 -0.023 -0.034 -0.034
## 193 pcd =~ LASR2 0.232 0.080 0.043 0.054 0.054
## 497 LADP8 ~~ LOSJP5 0.231 -0.023 -0.023 -0.042 -0.042
## 612 LASD3 ~~ LASR2 0.229 -0.034 -0.034 -0.040 -0.040
## 453 LADP7 ~~ LASR2 0.229 -0.033 -0.033 -0.042 -0.042
## 644 LASD4 ~~ LOPCD2 0.229 -0.023 -0.023 -0.041 -0.041
## 770 LASR1 ~~ LASR4 0.229 -0.036 -0.036 -0.041 -0.041
## 406 LADP5 ~~ LOSJP4 0.228 0.024 0.024 0.038 0.038
## 245 LADP1 ~~ LADP9 0.227 -0.034 -0.034 -0.041 -0.041
## 827 LASR5 ~~ LASR7 0.226 0.025 0.025 0.041 0.041
## 297 LADP2 ~~ LASR6 0.225 0.030 0.030 0.041 0.041
## 787 LASR2 ~~ LASR6 0.224 0.030 0.030 0.042 0.042
## 643 LASD4 ~~ LOPCD1 0.223 0.020 0.020 0.034 0.034
## 382 LADP5 ~~ LASD2 0.221 -0.027 -0.027 -0.045 -0.045
## 576 LASD1 ~~ LOSJP3 0.219 -0.026 -0.026 -0.037 -0.037
## 330 LADP3 ~~ LASR5 0.219 -0.026 -0.026 -0.038 -0.038
## 397 LADP5 ~~ LASR7 0.218 -0.028 -0.028 -0.043 -0.043
## 350 LADP4 ~~ LASD2 0.214 0.029 0.029 0.046 0.046
## 595 LASD2 ~~ LASR10 0.209 0.033 0.033 0.043 0.043
## 343 LADP4 ~~ LADP5 0.204 0.031 0.031 0.044 0.044
## 621 LASD3 ~~ LOPCD2 0.204 0.026 0.026 0.037 0.037
## 650 LASD4 ~~ LOSJP5 0.200 0.021 0.021 0.040 0.040
## 438 LADP6 ~~ LOSJP5 0.200 -0.025 -0.025 -0.041 -0.041
## 257 LADP1 ~~ LASR1 0.200 0.028 0.028 0.032 0.032
## 234 sjp =~ LASR10 0.198 -0.124 -0.059 -0.055 -0.055
## 680 LASD6 ~~ LASR4 0.195 0.030 0.030 0.043 0.043
## 672 LASD5 ~~ LOSJP5 0.194 -0.025 -0.025 -0.040 -0.040
## 300 LADP2 ~~ LASR10 0.193 -0.033 -0.033 -0.037 -0.037
## 425 LADP6 ~~ LASR4 0.190 0.037 0.037 0.042 0.042
## 305 LADP2 ~~ LOSJP2 0.189 0.018 0.018 0.032 0.032
## 235 sjp =~ LOPCD1 0.187 -0.567 -0.268 -0.369 -0.369
## 360 LADP4 ~~ LASR2 0.184 -0.026 -0.026 -0.038 -0.038
## 509 LADP9 ~~ LASR1 0.182 -0.029 -0.029 -0.034 -0.034
## 211 sjp =~ LADP6 0.180 -0.200 -0.095 -0.099 -0.099
## 821 LASR4 ~~ LOSJP1 0.180 0.021 0.021 0.032 0.032
## 409 LADP6 ~~ LADP8 0.178 0.033 0.033 0.040 0.040
## 489 LADP8 ~~ LASR10 0.175 -0.034 -0.034 -0.038 -0.038
## 172 pcd =~ LADP1 0.173 0.211 0.113 0.124 0.124
## 188 pcd =~ LASD7 0.173 -0.152 -0.082 -0.078 -0.078
## 755 LASD10 ~~ LASR5 0.173 0.022 0.022 0.032 0.032
## 121 sd =~ LADP5 0.172 0.286 0.072 0.088 0.088
## 456 LADP7 ~~ LASR5 0.171 0.027 0.027 0.035 0.035
## 572 LASD1 ~~ LOPCD2 0.170 -0.021 -0.021 -0.035 -0.035
## 601 LASD2 ~~ LOSJP3 0.168 -0.020 -0.020 -0.033 -0.033
## 449 LADP7 ~~ LASD8 0.167 0.031 0.031 0.036 0.036
## 435 LADP6 ~~ LOSJP2 0.165 0.021 0.021 0.032 0.032
## 249 LADP1 ~~ LASD3 0.161 0.031 0.031 0.032 0.032
## 427 LADP6 ~~ LASR6 0.158 0.032 0.032 0.039 0.039
## 182 pcd =~ LASD1 0.157 0.122 0.065 0.074 0.074
## 846 LASR6 ~~ LOSJP3 0.155 0.022 0.022 0.032 0.032
## 392 LADP5 ~~ LASR2 0.151 -0.022 -0.022 -0.034 -0.034
## 278 LADP2 ~~ LADP7 0.151 0.029 0.029 0.035 0.035
## 501 LADP9 ~~ LASD3 0.151 0.033 0.033 0.035 0.035
## 329 LADP3 ~~ LASR4 0.149 0.029 0.029 0.035 0.035
## 648 LASD4 ~~ LOSJP3 0.144 -0.020 -0.020 -0.031 -0.031
## 807 LASR3 ~~ LOPCD3 0.141 0.020 0.020 0.025 0.025
## 493 LADP8 ~~ LOSJP1 0.139 0.017 0.017 0.028 0.028
## 794 LASR2 ~~ LOSJP1 0.137 -0.015 -0.015 -0.026 -0.026
## 529 LADP10 ~~ LASD4 0.136 -0.023 -0.023 -0.033 -0.033
## 255 LADP1 ~~ LASD9 0.135 -0.022 -0.022 -0.027 -0.027
## 320 LADP3 ~~ LASD5 0.133 -0.030 -0.030 -0.034 -0.034
## 396 LADP5 ~~ LASR6 0.132 0.025 0.025 0.035 0.035
## 791 LASR2 ~~ LOPCD1 0.131 -0.014 -0.014 -0.024 -0.024
## 592 LASD2 ~~ LASR6 0.130 0.022 0.022 0.035 0.035
## 200 pcd =~ LASR10 0.130 -0.083 -0.045 -0.042 -0.042
## 889 LOPCD3 ~~ LOSJP1 0.128 0.013 0.013 0.022 0.022
## 166 sr =~ LOPCD3 0.127 0.051 0.033 0.041 0.041
## 620 LASD3 ~~ LOPCD1 0.126 0.019 0.019 0.025 0.025
## 896 LOSJP1 ~~ LOSJP4 0.124 -0.013 -0.013 -0.024 -0.024
## 420 LADP6 ~~ LASD9 0.115 -0.024 -0.024 -0.028 -0.028
## 747 LASD9 ~~ LOSJP2 0.115 0.014 0.014 0.023 0.023
## 285 LADP2 ~~ LASD4 0.112 0.020 0.020 0.029 0.029
## 687 LASD6 ~~ LOPCD2 0.108 0.015 0.015 0.028 0.028
## 303 LADP2 ~~ LOPCD3 0.107 -0.015 -0.015 -0.022 -0.022
## 891 LOPCD3 ~~ LOSJP3 0.106 -0.013 -0.013 -0.021 -0.021
## 355 LADP4 ~~ LASD7 0.104 0.028 0.028 0.031 0.031
## 276 LADP2 ~~ LADP5 0.104 -0.020 -0.020 -0.029 -0.029
## 768 LASR1 ~~ LASR2 0.104 -0.022 -0.022 -0.029 -0.029
## 763 LASD10 ~~ LOSJP1 0.103 0.015 0.015 0.023 0.023
## 822 LASR4 ~~ LOSJP2 0.102 -0.015 -0.015 -0.025 -0.025
## 481 LADP8 ~~ LASR1 0.102 -0.021 -0.021 -0.025 -0.025
## 412 LADP6 ~~ LASD1 0.100 -0.025 -0.025 -0.030 -0.030
## 618 LASD3 ~~ LASR8 0.100 0.027 0.027 0.028 0.028
## 637 LASD4 ~~ LASR4 0.097 -0.022 -0.022 -0.030 -0.030
## 448 LADP7 ~~ LASD7 0.097 0.030 0.030 0.030 0.030
## 773 LASR1 ~~ LASR7 0.094 -0.020 -0.020 -0.027 -0.027
## 201 pcd =~ LOSJP1 0.092 -0.312 -0.168 -0.237 -0.237
## 735 LASD9 ~~ LASR2 0.091 0.016 0.016 0.023 0.023
## 579 LASD2 ~~ LASD3 0.091 -0.022 -0.022 -0.028 -0.028
## 304 LADP2 ~~ LOSJP1 0.088 -0.013 -0.013 -0.021 -0.021
## 466 LADP7 ~~ LOSJP3 0.086 0.019 0.019 0.024 0.024
## 507 LADP9 ~~ LASD9 0.086 0.019 0.019 0.024 0.024
## 617 LASD3 ~~ LASR7 0.086 -0.022 -0.022 -0.026 -0.026
## 852 LASR7 ~~ LOPCD2 0.086 -0.013 -0.013 -0.024 -0.024
## 851 LASR7 ~~ LOPCD1 0.085 0.012 0.012 0.020 0.020
## 636 LASD4 ~~ LASR3 0.085 0.022 0.022 0.026 0.026
## 149 sr =~ LADP6 0.085 -0.051 -0.034 -0.035 -0.035
## 832 LASR5 ~~ LOPCD3 0.084 -0.011 -0.011 -0.018 -0.018
## 370 LADP4 ~~ LOPCD3 0.083 0.015 0.015 0.021 0.021
## 494 LADP8 ~~ LOSJP2 0.083 0.013 0.013 0.022 0.022
## 663 LASD5 ~~ LASR8 0.081 -0.024 -0.024 -0.027 -0.027
## 902 LOSJP3 ~~ LOSJP5 0.080 -0.011 -0.011 -0.022 -0.022
## 704 LASD7 ~~ LASR8 0.075 0.024 0.024 0.026 0.026
## 164 sr =~ LOPCD1 0.072 -0.034 -0.023 -0.031 -0.031
## 262 LADP1 ~~ LASR6 0.072 0.018 0.018 0.022 0.022
## 237 sjp =~ LOPCD3 0.071 0.390 0.184 0.229 0.229
## 575 LASD1 ~~ LOSJP2 0.070 0.012 0.012 0.021 0.021
## 100 dp =~ LASR1 0.070 0.050 0.028 0.029 0.029
## 751 LASD10 ~~ LASR1 0.070 -0.017 -0.017 -0.020 -0.020
## 408 LADP6 ~~ LADP7 0.066 0.024 0.024 0.025 0.025
## 317 LADP3 ~~ LASD2 0.066 -0.016 -0.016 -0.024 -0.024
## 531 LADP10 ~~ LASD6 0.066 -0.015 -0.015 -0.023 -0.023
## 874 LASR10 ~~ LOSJP4 0.065 0.016 0.016 0.020 0.020
## 552 LADP10 ~~ LOSJP5 0.064 0.011 0.011 0.021 0.021
## 590 LASD2 ~~ LASR4 0.062 0.016 0.016 0.024 0.024
## 341 LADP3 ~~ LOSJP4 0.062 -0.013 -0.013 -0.019 -0.019
## 145 sr =~ LADP2 0.061 0.037 0.024 0.029 0.029
## 536 LADP10 ~~ LASR1 0.061 -0.015 -0.015 -0.019 -0.019
## 622 LASD3 ~~ LOPCD3 0.061 0.014 0.014 0.017 0.017
## 780 LASR1 ~~ LOSJP2 0.059 -0.011 -0.011 -0.016 -0.016
## 682 LASD6 ~~ LASR6 0.059 0.016 0.016 0.024 0.024
## 309 LADP3 ~~ LADP4 0.059 0.018 0.018 0.023 0.023
## 695 LASD7 ~~ LASD9 0.059 -0.019 -0.019 -0.021 -0.021
## 782 LASR1 ~~ LOSJP4 0.055 0.012 0.012 0.016 0.016
## 868 LASR10 ~~ LOPCD1 0.054 -0.013 -0.013 -0.016 -0.016
## 259 LADP1 ~~ LASR3 0.053 0.017 0.017 0.018 0.018
## 726 LASD8 ~~ LOPCD2 0.052 -0.011 -0.011 -0.018 -0.018
## 428 LADP6 ~~ LASR7 0.052 -0.016 -0.016 -0.022 -0.022
## 677 LASD6 ~~ LASR1 0.051 -0.014 -0.014 -0.019 -0.019
## 769 LASR1 ~~ LASR3 0.051 0.019 0.019 0.020 0.020
## 478 LADP8 ~~ LASD8 0.051 0.014 0.014 0.019 0.019
## 265 LADP1 ~~ LASR10 0.051 0.018 0.018 0.018 0.018
## 864 LASR8 ~~ LOSJP2 0.050 -0.010 -0.010 -0.017 -0.017
## 512 LADP9 ~~ LASR4 0.049 0.017 0.017 0.020 0.020
## 236 sjp =~ LOPCD2 0.048 0.258 0.122 0.180 0.180
## 647 LASD4 ~~ LOSJP2 0.047 0.009 0.009 0.017 0.017
## 394 LADP5 ~~ LASR4 0.047 0.015 0.015 0.020 0.020
## 542 LADP10 ~~ LASR7 0.047 0.013 0.013 0.019 0.019
## 702 LASD7 ~~ LASR6 0.047 0.019 0.019 0.020 0.020
## 549 LADP10 ~~ LOSJP2 0.046 0.009 0.009 0.016 0.016
## 876 LOPCD1 ~~ LOPCD2 0.046 -0.007 -0.007 -0.015 -0.015
## 322 LADP3 ~~ LASD7 0.045 0.018 0.018 0.019 0.019
## 737 LASD9 ~~ LASR4 0.045 0.014 0.014 0.017 0.017
## 887 LOPCD2 ~~ LOSJP4 0.044 0.008 0.008 0.015 0.015
## 701 LASD7 ~~ LASR5 0.044 -0.014 -0.014 -0.018 -0.018
## 714 LASD8 ~~ LASD9 0.044 0.015 0.015 0.018 0.018
## 298 LADP2 ~~ LASR7 0.044 -0.012 -0.012 -0.018 -0.018
## 378 LADP5 ~~ LADP8 0.044 0.014 0.014 0.020 0.020
## 277 LADP2 ~~ LADP6 0.041 -0.015 -0.015 -0.018 -0.018
## 484 LADP8 ~~ LASR4 0.041 -0.015 -0.015 -0.019 -0.019
## 801 LASR3 ~~ LASR6 0.040 0.016 0.016 0.018 0.018
## 783 LASR1 ~~ LOSJP5 0.039 -0.009 -0.009 -0.015 -0.015
## 810 LASR3 ~~ LOSJP3 0.038 -0.012 -0.012 -0.015 -0.015
## 261 LADP1 ~~ LASR5 0.038 -0.010 -0.010 -0.014 -0.014
## 870 LASR10 ~~ LOPCD3 0.037 0.011 0.011 0.013 0.013
## 696 LASD7 ~~ LASD10 0.037 0.016 0.016 0.017 0.017
## 730 LASD8 ~~ LOSJP3 0.036 -0.010 -0.010 -0.014 -0.014
## 799 LASR3 ~~ LASR4 0.035 0.016 0.016 0.017 0.017
## 826 LASR5 ~~ LASR6 0.035 -0.011 -0.011 -0.017 -0.017
## 722 LASD8 ~~ LASR7 0.035 0.011 0.011 0.016 0.016
## 354 LADP4 ~~ LASD6 0.034 -0.012 -0.012 -0.018 -0.018
## 490 LADP8 ~~ LOPCD1 0.033 0.008 0.008 0.013 0.013
## 863 LASR8 ~~ LOSJP1 0.033 -0.009 -0.009 -0.014 -0.014
## 559 LASD1 ~~ LASD8 0.032 0.012 0.012 0.016 0.016
## 335 LADP3 ~~ LOPCD1 0.031 0.008 0.008 0.012 0.012
## 838 LASR6 ~~ LASR7 0.029 -0.011 -0.011 -0.016 -0.016
## 441 LADP7 ~~ LADP10 0.028 0.013 0.013 0.015 0.015
## 836 LASR5 ~~ LOSJP4 0.028 0.007 0.007 0.012 0.012
## 521 LADP9 ~~ LOSJP1 0.027 0.008 0.008 0.012 0.012
## 332 LADP3 ~~ LASR7 0.027 0.010 0.010 0.015 0.015
## 284 LADP2 ~~ LASD3 0.026 0.012 0.012 0.013 0.013
## 325 LADP3 ~~ LASD10 0.026 0.011 0.011 0.014 0.014
## 334 LADP3 ~~ LASR10 0.026 0.014 0.014 0.014 0.014
## 216 sjp =~ LASD1 0.025 0.054 0.025 0.029 0.029
## 115 dp =~ LOSJP4 0.025 -0.049 -0.027 -0.036 -0.036
## 766 LASD10 ~~ LOSJP4 0.024 -0.008 -0.008 -0.012 -0.012
## 191 pcd =~ LASD10 0.024 0.050 0.027 0.030 0.030
## 256 LADP1 ~~ LASD10 0.023 -0.010 -0.010 -0.012 -0.012
## 459 LADP7 ~~ LASR8 0.021 0.012 0.012 0.014 0.014
## 314 LADP3 ~~ LADP9 0.021 0.011 0.011 0.013 0.013
## 804 LASR3 ~~ LASR10 0.020 0.013 0.013 0.013 0.013
## 274 LADP2 ~~ LADP3 0.020 -0.009 -0.009 -0.012 -0.012
## 524 LADP9 ~~ LOSJP4 0.019 -0.008 -0.008 -0.011 -0.011
## 311 LADP3 ~~ LADP6 0.019 0.011 0.011 0.013 0.013
## 739 LASD9 ~~ LASR6 0.019 0.009 0.009 0.011 0.011
## 854 LASR7 ~~ LOSJP1 0.017 -0.006 -0.006 -0.010 -0.010
## 165 sr =~ LOPCD2 0.017 -0.016 -0.010 -0.015 -0.015
## 243 LADP1 ~~ LADP7 0.017 0.010 0.010 0.011 0.011
## 523 LADP9 ~~ LOSJP3 0.017 -0.007 -0.007 -0.010 -0.010
## 869 LASR10 ~~ LOPCD2 0.016 0.008 0.008 0.011 0.011
## 709 LASD7 ~~ LOSJP1 0.016 -0.007 -0.007 -0.010 -0.010
## 351 LADP4 ~~ LASD3 0.016 0.011 0.011 0.012 0.012
## 386 LADP5 ~~ LASD6 0.015 0.008 0.008 0.012 0.012
## 608 LASD3 ~~ LASD8 0.015 0.010 0.010 0.011 0.011
## 624 LASD3 ~~ LOSJP2 0.015 0.007 0.007 0.009 0.009
## 640 LASD4 ~~ LASR7 0.015 -0.007 -0.007 -0.011 -0.011
## 742 LASD9 ~~ LASR10 0.015 0.009 0.009 0.010 0.010
## 361 LADP4 ~~ LASR3 0.014 -0.009 -0.009 -0.011 -0.011
## 731 LASD8 ~~ LOSJP4 0.014 -0.006 -0.006 -0.009 -0.009
## 377 LADP5 ~~ LADP7 0.013 -0.009 -0.009 -0.011 -0.011
## 600 LASD2 ~~ LOSJP2 0.013 -0.004 -0.004 -0.009 -0.009
## 828 LASR5 ~~ LASR8 0.012 0.006 0.006 0.009 0.009
## 857 LASR7 ~~ LOSJP4 0.012 0.005 0.005 0.008 0.008
## 654 LASD5 ~~ LASD9 0.011 0.008 0.008 0.009 0.009
## 306 LADP2 ~~ LOSJP3 0.011 -0.005 -0.005 -0.008 -0.008
## 337 LADP3 ~~ LOPCD3 0.011 -0.005 -0.005 -0.007 -0.007
## 811 LASR3 ~~ LOSJP4 0.009 -0.006 -0.006 -0.007 -0.007
## 853 LASR7 ~~ LOPCD3 0.008 -0.004 -0.004 -0.006 -0.006
## 551 LADP10 ~~ LOSJP4 0.008 0.004 0.004 0.007 0.007
## 568 LASD1 ~~ LASR7 0.008 0.006 0.006 0.008 0.008
## 789 LASR2 ~~ LASR8 0.008 -0.006 -0.006 -0.008 -0.008
## 267 LADP1 ~~ LOPCD2 0.008 -0.004 -0.004 -0.007 -0.007
## 752 LASD10 ~~ LASR2 0.008 -0.005 -0.005 -0.007 -0.007
## 673 LASD6 ~~ LASD7 0.007 0.007 0.007 0.008 0.008
## 108 dp =~ LASR10 0.007 -0.019 -0.010 -0.010 -0.010
## 467 LADP7 ~~ LOSJP4 0.007 0.005 0.005 0.007 0.007
## 289 LADP2 ~~ LASD8 0.007 -0.005 -0.005 -0.007 -0.007
## 139 sd =~ LOSJP1 0.007 0.041 0.010 0.015 0.015
## 206 sjp =~ LADP1 0.007 0.041 0.019 0.021 0.021
## 667 LASD5 ~~ LOPCD3 0.006 0.005 0.005 0.006 0.006
## 251 LADP1 ~~ LASD5 0.006 -0.006 -0.006 -0.007 -0.007
## 900 LOSJP2 ~~ LOSJP5 0.005 0.002 0.002 0.006 0.006
## 893 LOPCD3 ~~ LOSJP5 0.005 -0.003 -0.003 -0.005 -0.005
## 725 LASD8 ~~ LOPCD1 0.005 0.003 0.003 0.005 0.005
## 426 LADP6 ~~ LASR5 0.005 -0.004 -0.004 -0.006 -0.006
## 795 LASR2 ~~ LOSJP2 0.005 -0.003 -0.003 -0.005 -0.005
## 569 LASD1 ~~ LASR8 0.005 -0.005 -0.005 -0.007 -0.007
## 124 sd =~ LADP8 0.005 0.049 0.012 0.014 0.014
## 431 LADP6 ~~ LOPCD1 0.004 0.003 0.003 0.004 0.004
## 790 LASR2 ~~ LASR10 0.004 -0.004 -0.004 -0.005 -0.005
## 444 LADP7 ~~ LASD3 0.003 0.006 0.006 0.005 0.005
## 288 LADP2 ~~ LASD7 0.003 0.004 0.004 0.005 0.005
## 144 sr =~ LADP1 0.002 0.008 0.005 0.005 0.005
## 659 LASD5 ~~ LASR4 0.002 0.004 0.004 0.004 0.004
## 743 LASD9 ~~ LOPCD1 0.002 0.002 0.002 0.003 0.003
## 515 LADP9 ~~ LASR7 0.002 -0.003 -0.003 -0.004 -0.004
## 829 LASR5 ~~ LASR10 0.002 -0.003 -0.003 -0.004 -0.004
## 638 LASD4 ~~ LASR5 0.002 -0.002 -0.002 -0.003 -0.003
## 534 LADP10 ~~ LASD9 0.001 -0.002 -0.002 -0.002 -0.002
## 488 LADP8 ~~ LASR8 0.001 0.002 0.002 0.003 0.003
## 528 LADP10 ~~ LASD3 0.001 0.002 0.002 0.003 0.003
## 545 LADP10 ~~ LOPCD1 0.001 0.001 0.001 0.002 0.002
## 96 dp =~ LASD7 0.001 -0.011 -0.006 -0.006 -0.006
## 570 LASD1 ~~ LASR10 0.001 0.002 0.002 0.002 0.002
## 856 LASR7 ~~ LOSJP3 0.001 -0.001 -0.001 -0.002 -0.002
## 574 LASD1 ~~ LOSJP1 0.000 0.001 0.001 0.002 0.002
## 486 LADP8 ~~ LASR6 0.000 -0.001 -0.001 -0.002 -0.002
## 451 LADP7 ~~ LASD10 0.000 -0.001 -0.001 -0.002 -0.002
## 177 pcd =~ LADP6 0.000 0.008 0.004 0.005 0.005
## 748 LASD9 ~~ LOSJP3 0.000 0.001 0.001 0.001 0.001
## 881 LOPCD1 ~~ LOSJP4 0.000 0.000 0.000 -0.001 -0.001
## 719 LASD8 ~~ LASR4 0.000 -0.001 -0.001 -0.001 -0.001
## 711 LASD7 ~~ LOSJP3 0.000 0.001 0.001 0.001 0.001
## 897 LOSJP1 ~~ LOSJP5 0.000 0.000 0.000 0.000 0.000- Using parcels
data$dp1 <- rowMeans(data[, c("LADP1","LADP2","LADP3","LADP4")])
data$dp2 <- rowMeans(data[, c("LADP5","LADP6","LADP7")])
data$dp3 <- rowMeans(data[, c("LADP8","LADP9","LADP10")])
data$sd1 <- rowMeans(data[, c("LASD1","LASD2","LASD3","LASD4")])
data$sd2 <- rowMeans(data[, c("LASD5","LASD6","LASD7")])
data$sd3 <- rowMeans(data[, c("LASD8","LASD9","LASD10")])
data$sr1 <- rowMeans(data[, c("LASR1","LASR2","LASR3","LASR4")])
data$sr2 <- rowMeans(data[, c("LASR5","LASR6","LASR7")])
data$sr3 <- rowMeans(data[, c("LASR8","LASR10")])sem_model <- '
# Measurement model
dp =~ dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3
pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5
# Structural model
pcd + sjp ~ dp + sd + sr
# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
'
fit <- sem(model = sem_model, data = data)
summary(fit, fit.measures = T, standardized = T)## lavaan (0.5-23.1097) converged normally after 130 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 184.447
## Degrees of freedom 109
## P-value (Chi-square) 0.000
##
## Model test baseline model:
##
## Minimum Function Test Statistic 565.039
## Degrees of freedom 136
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.824
## Tucker-Lewis Index (TLI) 0.781
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -1490.012
## Loglikelihood unrestricted model (H1) -1397.789
##
## Number of free parameters 44
## Akaike (AIC) 3068.024
## Bayesian (BIC) 3182.652
## Sample-size adjusted Bayesian (BIC) 3043.689
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.083
## 90 Percent Confidence Interval 0.062 0.104
## P-value RMSEA <= 0.05 0.007
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.093
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp =~
## dp1 1.000 0.298 0.541
## dp2 0.389 0.229 1.702 0.089 0.116 0.215
## dp3 1.247 0.341 3.654 0.000 0.372 0.617
## sd =~
## sd1 1.000 0.170 0.311
## sd2 0.702 0.317 2.212 0.027 0.119 0.216
## sd3 4.595 2.303 1.995 0.046 0.780 1.181
## sr =~
## sr1 1.000 0.383 0.618
## sr2 0.971 0.261 3.718 0.000 0.372 0.695
## sr3 1.027 0.291 3.524 0.000 0.393 0.518
## pcd =~
## LOPCD1 1.000 0.545 0.750
## LOPCD2 0.667 0.131 5.093 0.000 0.363 0.537
## LOPCD3 1.105 0.154 7.173 0.000 0.602 0.748
## sjp =~
## LOSJP1 1.000 0.471 0.664
## LOSJP2 0.913 0.165 5.525 0.000 0.430 0.641
## LOSJP3 1.064 0.197 5.390 0.000 0.501 0.623
## LOSJP4 0.983 0.186 5.273 0.000 0.463 0.607
## LOSJP5 0.614 0.152 4.039 0.000 0.289 0.452
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## pcd ~
## dp 1.238 0.452 2.737 0.006 0.678 0.678
## sd -0.717 0.451 -1.590 0.112 -0.224 -0.224
## sr 0.330 0.193 1.705 0.088 0.232 0.232
## sjp ~
## dp 0.892 0.366 2.435 0.015 0.565 0.565
## sd -0.680 0.386 -1.760 0.078 -0.245 -0.245
## sr 0.424 0.178 2.383 0.017 0.345 0.345
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .pcd ~~
## .sjp 0.077 0.037 2.110 0.035 0.941 0.941
## dp ~~
## sd -0.022 0.014 -1.622 0.105 -0.442 -0.442
## sr 0.009 0.020 0.432 0.666 0.074 0.074
## sd ~~
## sr 0.003 0.007 0.486 0.627 0.052 0.052
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .dp1 0.215 0.039 5.571 0.000 0.215 0.707
## .dp2 0.277 0.040 6.913 0.000 0.277 0.954
## .dp3 0.225 0.048 4.657 0.000 0.225 0.619
## .sd1 0.269 0.039 6.846 0.000 0.269 0.903
## .sd2 0.291 0.041 7.076 0.000 0.291 0.953
## .sd3 -0.173 0.237 -0.728 0.467 -0.173 -0.396
## .sr1 0.237 0.050 4.762 0.000 0.237 0.618
## .sr2 0.148 0.040 3.730 0.000 0.148 0.517
## .sr3 0.422 0.073 5.779 0.000 0.422 0.732
## .LOPCD1 0.231 0.042 5.454 0.000 0.231 0.438
## .LOPCD2 0.325 0.049 6.623 0.000 0.325 0.712
## .LOPCD3 0.286 0.052 5.477 0.000 0.286 0.441
## .LOSJP1 0.281 0.046 6.086 0.000 0.281 0.559
## .LOSJP2 0.265 0.043 6.211 0.000 0.265 0.589
## .LOSJP3 0.396 0.063 6.295 0.000 0.396 0.612
## .LOSJP4 0.367 0.058 6.359 0.000 0.367 0.631
## .LOSJP5 0.326 0.048 6.769 0.000 0.326 0.796
## dp 0.089 0.039 2.306 0.021 1.000 1.000
## sd 0.029 0.021 1.400 0.161 1.000 1.000
## sr 0.147 0.056 2.604 0.009 1.000 1.000
## .pcd 0.084 0.051 1.637 0.102 0.284 0.284
## .sjp 0.080 0.039 2.052 0.040 0.359 0.359modificationindices(fit, sort. = T)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 235 LOPCD2 ~~ LOSJP2 11.813 0.112 0.112 0.248 0.248
## 229 LOPCD1 ~~ LOSJP2 11.344 -0.104 -0.104 -0.213 -0.213
## 136 dp2 ~~ sd2 11.283 0.095 0.095 0.319 0.319
## 228 LOPCD1 ~~ LOSJP1 9.358 0.099 0.099 0.192 0.192
## 105 pcd =~ LOSJP5 8.492 -2.527 -1.376 -2.150 -2.150
## 51 dp =~ sd2 7.863 0.797 0.238 0.430 0.430
## 211 sr2 ~~ LOPCD2 7.689 -0.076 -0.076 -0.209 -0.209
## 253 LOSJP4 ~~ LOSJP5 7.085 0.100 0.100 0.205 0.205
## 134 dp2 ~~ dp3 6.774 0.080 0.080 0.247 0.247
## 248 LOSJP2 ~~ LOSJP3 6.689 0.099 0.099 0.183 0.183
## 164 sd1 ~~ sd3 6.392 -0.302 -0.302 -0.836 -0.836
## 140 dp2 ~~ sr3 6.213 0.092 0.092 0.224 0.224
## 152 dp3 ~~ sr1 6.148 -0.074 -0.074 -0.198 -0.198
## 91 sr =~ LOSJP5 5.806 0.504 0.193 0.302 0.302
## 63 dp =~ LOSJP5 5.723 -1.136 -0.339 -0.530 -0.530
## 234 LOPCD2 ~~ LOSJP1 5.555 -0.080 -0.080 -0.167 -0.167
## 213 sr2 ~~ LOSJP1 5.219 0.061 0.061 0.162 0.162
## 70 sd =~ LOPCD1 5.212 -0.835 -0.142 -0.195 -0.195
## 232 LOPCD1 ~~ LOSJP5 5.005 -0.071 -0.071 -0.153 -0.153
## 202 sr1 ~~ LOPCD2 5.002 0.072 0.072 0.171 0.171
## 88 sr =~ LOSJP2 4.947 -0.458 -0.176 -0.262 -0.262
## 191 sd3 ~~ LOPCD1 4.931 -0.071 -0.071 -0.148 -0.148
## 96 pcd =~ sd2 4.539 0.301 0.164 0.297 0.297
## 135 dp2 ~~ sd1 4.510 0.057 0.057 0.194 0.194
## 225 sr3 ~~ LOSJP5 3.582 0.076 0.076 0.157 0.157
## 240 LOPCD3 ~~ LOSJP2 3.410 0.063 0.063 0.117 0.117
## 113 sjp =~ sr2 3.304 -0.260 -0.122 -0.229 -0.229
## 223 sr3 ~~ LOSJP3 3.299 0.084 0.084 0.137 0.137
## 110 sjp =~ sd2 3.240 0.284 0.134 0.242 0.242
## 173 sd1 ~~ LOSJP3 3.225 -0.060 -0.060 -0.137 -0.137
## 244 LOSJP1 ~~ LOSJP2 3.205 -0.059 -0.059 -0.125 -0.125
## 154 dp3 ~~ sr3 3.134 0.066 0.066 0.144 0.144
## 99 pcd =~ sr2 3.059 -0.204 -0.111 -0.208 -0.208
## 238 LOPCD2 ~~ LOSJP5 3.026 0.060 0.060 0.139 0.139
## 65 sd =~ dp2 3.000 0.516 0.088 0.163 0.163
## 214 sr2 ~~ LOSJP2 2.962 -0.044 -0.044 -0.123 -0.123
## 55 dp =~ sr3 2.890 0.504 0.150 0.198 0.198
## 119 dp1 ~~ dp3 2.888 -0.124 -0.124 -0.373 -0.373
## 72 sd =~ LOPCD3 2.808 0.678 0.115 0.143 0.143
## 176 sd2 ~~ sd3 2.796 0.129 0.129 0.354 0.354
## 230 LOPCD1 ~~ LOSJP3 2.782 -0.062 -0.062 -0.106 -0.106
## 64 sd =~ dp1 2.731 -0.569 -0.097 -0.175 -0.175
## 175 sd1 ~~ LOSJP5 2.691 0.048 0.048 0.138 0.138
## 102 pcd =~ LOSJP2 2.606 1.418 0.772 1.151 1.151
## 210 sr2 ~~ LOPCD1 2.560 0.041 0.041 0.104 0.104
## 150 dp3 ~~ sd2 2.523 0.045 0.045 0.135 0.135
## 67 sd =~ sr1 2.441 -0.453 -0.077 -0.124 -0.124
## 61 dp =~ LOSJP3 2.399 0.885 0.264 0.328 0.328
## 97 pcd =~ sd3 2.355 -1.479 -0.805 -1.219 -1.219
## 52 dp =~ sd3 2.315 -2.660 -0.794 -1.202 -1.202
## 115 sjp =~ LOPCD1 2.253 -1.645 -0.775 -1.066 -1.066
## 54 dp =~ sr2 2.167 -0.329 -0.098 -0.183 -0.183
## 81 sr =~ sd1 2.053 0.233 0.089 0.163 0.163
## 166 sd1 ~~ sr2 1.915 0.033 0.033 0.112 0.112
## 193 sd3 ~~ LOPCD3 1.828 0.048 0.048 0.090 0.090
## 129 dp1 ~~ LOSJP1 1.813 -0.039 -0.039 -0.099 -0.099
## 122 dp1 ~~ sd3 1.680 -0.038 -0.038 -0.104 -0.104
## 222 sr3 ~~ LOSJP2 1.666 -0.049 -0.049 -0.096 -0.096
## 74 sd =~ LOSJP2 1.654 -0.416 -0.071 -0.105 -0.105
## 224 sr3 ~~ LOSJP4 1.650 0.057 0.057 0.098 0.098
## 111 sjp =~ sd3 1.643 -1.182 -0.556 -0.842 -0.842
## 215 sr2 ~~ LOSJP3 1.626 -0.040 -0.040 -0.092 -0.092
## 56 dp =~ LOPCD1 1.544 0.787 0.235 0.323 0.323
## 68 sd =~ sr2 1.520 0.326 0.055 0.103 0.103
## 79 sr =~ dp2 1.499 0.211 0.081 0.150 0.150
## 112 sjp =~ sr1 1.493 0.190 0.090 0.145 0.145
## 180 sd2 ~~ LOPCD1 1.454 0.034 0.034 0.085 0.085
## 177 sd2 ~~ sr1 1.360 -0.034 -0.034 -0.099 -0.099
## 245 LOSJP1 ~~ LOSJP3 1.328 -0.046 -0.046 -0.081 -0.081
## 249 LOSJP2 ~~ LOSJP4 1.328 -0.042 -0.042 -0.082 -0.082
## 145 dp2 ~~ LOSJP2 1.320 -0.033 -0.033 -0.092 -0.092
## 163 sd1 ~~ sd2 1.305 0.033 0.033 0.110 0.110
## 188 sd3 ~~ sr1 1.294 -0.034 -0.034 -0.084 -0.084
## 149 dp3 ~~ sd1 1.277 -0.031 -0.031 -0.093 -0.093
## 221 sr3 ~~ LOSJP1 1.184 -0.043 -0.043 -0.080 -0.080
## 138 dp2 ~~ sr1 1.181 -0.031 -0.031 -0.094 -0.094
## 200 sr1 ~~ sr3 1.181 -0.064 -0.064 -0.136 -0.136
## 218 sr3 ~~ LOPCD1 1.178 -0.040 -0.040 -0.073 -0.073
## 206 sr1 ~~ LOSJP3 1.176 -0.040 -0.040 -0.080 -0.080
## 83 sr =~ sd3 1.172 -0.666 -0.255 -0.386 -0.386
## 98 pcd =~ sr1 1.165 0.137 0.075 0.121 0.121
## 77 sd =~ LOSJP5 1.164 0.352 0.060 0.093 0.093
## 147 dp2 ~~ LOSJP4 1.145 -0.036 -0.036 -0.088 -0.088
## 160 dp3 ~~ LOSJP3 1.114 0.038 0.038 0.079 0.079
## 87 sr =~ LOSJP1 1.092 0.226 0.087 0.122 0.122
## 93 pcd =~ dp2 1.006 -0.270 -0.147 -0.272 -0.272
## 50 dp =~ sd1 0.972 -0.332 -0.099 -0.181 -0.181
## 143 dp2 ~~ LOPCD3 0.918 0.030 0.030 0.070 0.070
## 192 sd3 ~~ LOPCD2 0.893 0.029 0.029 0.064 0.064
## 216 sr2 ~~ LOSJP4 0.873 -0.028 -0.028 -0.068 -0.068
## 57 dp =~ LOPCD2 0.859 -0.563 -0.168 -0.248 -0.248
## 146 dp2 ~~ LOSJP3 0.840 0.032 0.032 0.074 0.074
## 131 dp1 ~~ LOSJP3 0.840 0.031 0.031 0.069 0.069
## 116 sjp =~ LOPCD2 0.831 0.940 0.443 0.655 0.655
## 100 pcd =~ sr3 0.815 0.138 0.075 0.099 0.099
## 157 dp3 ~~ LOPCD3 0.815 -0.031 -0.031 -0.065 -0.065
## 133 dp1 ~~ LOSJP5 0.789 -0.026 -0.026 -0.073 -0.073
## 161 dp3 ~~ LOSJP4 0.764 0.030 0.030 0.066 0.066
## 196 sd3 ~~ LOSJP3 0.757 0.030 0.030 0.057 0.057
## 205 sr1 ~~ LOSJP2 0.748 0.026 0.026 0.063 0.063
## 71 sd =~ LOPCD2 0.742 0.297 0.050 0.075 0.075
## 66 sd =~ dp3 0.740 0.364 0.062 0.103 0.103
## 117 sjp =~ LOPCD3 0.734 1.039 0.489 0.608 0.608
## 118 dp1 ~~ dp2 0.726 -0.024 -0.024 -0.080 -0.080
## 183 sd2 ~~ LOSJP1 0.711 0.025 0.025 0.065 0.065
## 151 dp3 ~~ sd3 0.709 0.030 0.030 0.075 0.075
## 103 pcd =~ LOSJP3 0.685 0.874 0.476 0.591 0.591
## 126 dp1 ~~ LOPCD1 0.672 0.023 0.023 0.058 0.058
## 114 sjp =~ sr3 0.663 0.151 0.071 0.094 0.094
## 89 sr =~ LOSJP3 0.646 -0.200 -0.077 -0.095 -0.095
## 125 dp1 ~~ sr3 0.641 0.028 0.028 0.067 0.067
## 142 dp2 ~~ LOPCD2 0.611 -0.024 -0.024 -0.067 -0.067
## 170 sd1 ~~ LOPCD3 0.587 0.023 0.023 0.053 0.053
## 107 sjp =~ dp2 0.580 -0.189 -0.089 -0.165 -0.165
## 208 sr1 ~~ LOSJP5 0.571 0.024 0.024 0.061 0.061
## 184 sd2 ~~ LOSJP2 0.560 -0.022 -0.022 -0.059 -0.059
## 185 sd2 ~~ LOSJP3 0.515 0.025 0.025 0.057 0.057
## 227 LOPCD1 ~~ LOPCD3 0.510 0.036 0.036 0.061 0.061
## 132 dp1 ~~ LOSJP4 0.509 -0.023 -0.023 -0.054 -0.054
## 195 sd3 ~~ LOSJP2 0.488 -0.020 -0.020 -0.046 -0.046
## 190 sd3 ~~ sr3 0.481 0.025 0.025 0.050 0.050
## 60 dp =~ LOSJP2 0.460 0.322 0.096 0.143 0.143
## 199 sr1 ~~ sr2 0.452 0.042 0.042 0.126 0.126
## 158 dp3 ~~ LOSJP1 0.410 0.020 0.020 0.047 0.047
## 124 dp1 ~~ sr2 0.394 -0.015 -0.015 -0.051 -0.051
## 58 dp =~ LOPCD3 0.359 -0.420 -0.125 -0.156 -0.156
## 92 pcd =~ dp1 0.330 0.285 0.155 0.281 0.281
## 242 LOPCD3 ~~ LOSJP4 0.318 -0.022 -0.022 -0.036 -0.036
## 95 pcd =~ sd1 0.317 -0.097 -0.053 -0.097 -0.097
## 236 LOPCD2 ~~ LOSJP3 0.315 0.022 0.022 0.041 0.041
## 251 LOSJP3 ~~ LOSJP4 0.315 0.025 0.025 0.040 0.040
## 197 sd3 ~~ LOSJP4 0.308 0.018 0.018 0.037 0.037
## 186 sd2 ~~ LOSJP4 0.303 -0.019 -0.019 -0.044 -0.044
## 167 sd1 ~~ sr3 0.299 0.019 0.019 0.046 0.046
## 104 pcd =~ LOSJP4 0.297 -0.546 -0.297 -0.390 -0.390
## 148 dp2 ~~ LOSJP5 0.285 -0.016 -0.016 -0.048 -0.048
## 121 dp1 ~~ sd2 0.284 -0.014 -0.014 -0.047 -0.047
## 233 LOPCD2 ~~ LOPCD3 0.270 -0.020 -0.020 -0.036 -0.036
## 139 dp2 ~~ sr2 0.261 0.012 0.012 0.043 0.043
## 178 sd2 ~~ sr2 0.258 0.013 0.013 0.042 0.042
## 86 sr =~ LOPCD3 0.251 0.119 0.046 0.057 0.057
## 209 sr2 ~~ sr3 0.246 0.029 0.029 0.071 0.071
## 194 sd3 ~~ LOSJP1 0.245 -0.015 -0.015 -0.032 -0.032
## 76 sd =~ LOSJP4 0.235 0.180 0.031 0.040 0.040
## 179 sd2 ~~ sr3 0.179 -0.016 -0.016 -0.037 -0.037
## 162 dp3 ~~ LOSJP5 0.176 -0.013 -0.013 -0.034 -0.034
## 239 LOPCD3 ~~ LOSJP1 0.176 0.015 0.015 0.026 0.026
## 181 sd2 ~~ LOPCD2 0.171 -0.013 -0.013 -0.035 -0.035
## 127 dp1 ~~ LOPCD2 0.169 -0.012 -0.012 -0.033 -0.033
## 168 sd1 ~~ LOPCD1 0.164 -0.011 -0.011 -0.028 -0.028
## 75 sd =~ LOSJP3 0.164 0.158 0.027 0.033 0.033
## 220 sr3 ~~ LOPCD3 0.157 -0.016 -0.016 -0.027 -0.027
## 252 LOSJP3 ~~ LOSJP5 0.155 -0.016 -0.016 -0.030 -0.030
## 128 dp1 ~~ LOPCD3 0.152 0.012 0.012 0.028 0.028
## 62 dp =~ LOSJP4 0.138 -0.202 -0.060 -0.079 -0.079
## 78 sr =~ dp1 0.137 -0.070 -0.027 -0.049 -0.049
## 241 LOPCD3 ~~ LOSJP3 0.134 -0.015 -0.015 -0.023 -0.023
## 174 sd1 ~~ LOSJP4 0.126 -0.011 -0.011 -0.027 -0.027
## 137 dp2 ~~ sd3 0.125 0.009 0.009 0.026 0.026
## 84 sr =~ LOPCD1 0.120 -0.074 -0.028 -0.039 -0.039
## 90 sr =~ LOSJP4 0.112 0.079 0.030 0.040 0.040
## 203 sr1 ~~ LOPCD3 0.103 -0.010 -0.010 -0.021 -0.021
## 212 sr2 ~~ LOPCD3 0.098 0.009 0.009 0.020 0.020
## 153 dp3 ~~ sr2 0.097 0.008 0.008 0.025 0.025
## 108 sjp =~ dp3 0.095 0.151 0.071 0.118 0.118
## 109 sjp =~ sd1 0.089 -0.055 -0.026 -0.047 -0.047
## 69 sd =~ sr3 0.086 0.103 0.018 0.023 0.023
## 159 dp3 ~~ LOSJP2 0.082 -0.009 -0.009 -0.021 -0.021
## 226 LOPCD1 ~~ LOPCD2 0.079 -0.010 -0.010 -0.019 -0.019
## 123 dp1 ~~ sr1 0.074 0.008 0.008 0.022 0.022
## 73 sd =~ LOSJP1 0.073 -0.092 -0.016 -0.022 -0.022
## 246 LOSJP1 ~~ LOSJP4 0.071 -0.010 -0.010 -0.019 -0.019
## 156 dp3 ~~ LOPCD2 0.063 -0.008 -0.008 -0.020 -0.020
## 219 sr3 ~~ LOPCD2 0.063 -0.010 -0.010 -0.020 -0.020
## 144 dp2 ~~ LOSJP1 0.052 0.007 0.007 0.018 0.018
## 85 sr =~ LOPCD2 0.050 -0.046 -0.018 -0.026 -0.026
## 171 sd1 ~~ LOSJP1 0.048 -0.006 -0.006 -0.016 -0.016
## 237 LOPCD2 ~~ LOSJP4 0.045 0.008 0.008 0.016 0.016
## 59 dp =~ LOSJP1 0.044 -0.105 -0.031 -0.044 -0.044
## 182 sd2 ~~ LOPCD3 0.035 -0.006 -0.006 -0.013 -0.013
## 165 sd1 ~~ sr1 0.034 0.005 0.005 0.015 0.015
## 82 sr =~ sd2 0.031 -0.030 -0.012 -0.021 -0.021
## 106 sjp =~ dp1 0.027 0.064 0.030 0.055 0.055
## 198 sd3 ~~ LOSJP5 0.026 0.005 0.005 0.011 0.011
## 189 sd3 ~~ sr2 0.024 0.004 0.004 0.012 0.012
## 80 sr =~ dp3 0.023 -0.035 -0.014 -0.022 -0.022
## 94 pcd =~ dp3 0.022 0.094 0.051 0.085 0.085
## 217 sr2 ~~ LOSJP5 0.020 -0.004 -0.004 -0.011 -0.011
## 53 dp =~ sr1 0.016 0.031 0.009 0.015 0.015
## 172 sd1 ~~ LOSJP2 0.014 -0.003 -0.003 -0.009 -0.009
## 207 sr1 ~~ LOSJP4 0.013 0.004 0.004 0.008 0.008
## 187 sd2 ~~ LOSJP5 0.010 0.003 0.003 0.009 0.009
## 169 sd1 ~~ LOPCD2 0.010 -0.003 -0.003 -0.008 -0.008
## 101 pcd =~ LOSJP1 0.006 0.075 0.041 0.057 0.057
## 204 sr1 ~~ LOSJP1 0.006 -0.002 -0.002 -0.005 -0.005
## 201 sr1 ~~ LOPCD1 0.005 0.002 0.002 0.005 0.005
## 231 LOPCD1 ~~ LOSJP4 0.005 0.002 0.002 0.004 0.004
## 120 dp1 ~~ sd1 0.005 -0.002 -0.002 -0.006 -0.006
## 155 dp3 ~~ LOPCD1 0.005 0.002 0.002 0.005 0.005
## 247 LOSJP1 ~~ LOSJP5 0.001 -0.001 -0.001 -0.003 -0.003
## 250 LOSJP2 ~~ LOSJP5 0.001 0.001 0.001 0.002 0.002
## 130 dp1 ~~ LOSJP2 0.000 0.001 0.001 0.002 0.002
## 243 LOPCD3 ~~ LOSJP5 0.000 0.001 0.001 0.001 0.001
## 141 dp2 ~~ LOPCD1 0.000 0.000 0.000 -0.001 -0.001data$dp1 <- rowMeans(data[, c("LADP1","LADP2","LADP3","LADP4")])
data$dp2 <- rowMeans(data[, c("LADP5","LADP6","LADP7")])
data$dp3 <- rowMeans(data[, c("LADP8","LADP9","LADP10")])
data$sd1 <- rowMeans(data[, c("LASD1","LASD2","LASD3","LASD4")])
data$sd2 <- rowMeans(data[, c("LASD5","LASD6","LASD7")])
data$sd3 <- rowMeans(data[, c("LASD8","LASD9","LASD10")])
data$sr1 <- rowMeans(data[, c("LASR1","LASR2","LASR3","LASR4")])
data$sr2 <- rowMeans(data[, c("LASR5","LASR6","LASR7")])
data$sr3 <- rowMeans(data[, c("LASR8","LASR10")])- adding correlations based on mod indices
sem_model <- '
# Measurement model
dp =~ dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3
pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5
# Structural model
pcd + sjp ~ dp + sd + sr
# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
# Corr Mod indices
LOPCD2 ~~ LOSJP2
LOPCD1 ~~ LOSJP2
dp2 ~~ sd2
LOSJP4 ~~ LOSJP5
dp2 ~~ sr3
'
fit <- sem(model = sem_model, data = data)
summary(fit, fit.measures = T, standardized = T)## lavaan (0.5-23.1097) converged normally after 126 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 128.787
## Degrees of freedom 104
## P-value (Chi-square) 0.050
##
## Model test baseline model:
##
## Minimum Function Test Statistic 565.039
## Degrees of freedom 136
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.942
## Tucker-Lewis Index (TLI) 0.924
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -1462.183
## Loglikelihood unrestricted model (H1) -1397.789
##
## Number of free parameters 49
## Akaike (AIC) 3022.365
## Bayesian (BIC) 3150.018
## Sample-size adjusted Bayesian (BIC) 2995.264
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.049
## 90 Percent Confidence Interval 0.000 0.075
## P-value RMSEA <= 0.05 0.510
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.082
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp =~
## dp1 1.000 0.300 0.545
## dp2 0.131 0.198 0.661 0.509 0.039 0.073
## dp3 1.142 0.310 3.685 0.000 0.343 0.569
## sd =~
## sd1 1.000 0.187 0.343
## sd2 0.532 0.275 1.938 0.053 0.100 0.182
## sd3 3.922 1.703 2.303 0.021 0.734 1.111
## sr =~
## sr1 1.000 0.374 0.603
## sr2 1.047 0.292 3.589 0.000 0.391 0.731
## sr3 0.949 0.277 3.419 0.001 0.355 0.471
## pcd =~
## LOPCD1 1.000 0.580 0.798
## LOPCD2 0.566 0.120 4.703 0.000 0.329 0.486
## LOPCD3 1.032 0.134 7.686 0.000 0.599 0.745
## sjp =~
## LOSJP1 1.000 0.470 0.663
## LOSJP2 0.954 0.165 5.770 0.000 0.449 0.668
## LOSJP3 1.000 0.188 5.326 0.000 0.470 0.584
## LOSJP4 0.883 0.177 4.995 0.000 0.415 0.545
## LOSJP5 0.482 0.145 3.323 0.001 0.227 0.354
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## pcd ~
## dp 1.384 0.567 2.442 0.015 0.716 0.716
## sd -0.619 0.539 -1.149 0.250 -0.200 -0.200
## sr 0.333 0.211 1.576 0.115 0.214 0.214
## sjp ~
## dp 0.992 0.443 2.242 0.025 0.634 0.634
## sd -0.645 0.437 -1.474 0.141 -0.257 -0.257
## sr 0.396 0.180 2.199 0.028 0.315 0.315
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .pcd ~~
## .sjp 0.078 0.043 1.794 0.073 1.100 1.100
## dp ~~
## sd -0.029 0.016 -1.838 0.066 -0.513 -0.513
## sr 0.003 0.020 0.153 0.878 0.027 0.027
## sd ~~
## sr 0.004 0.008 0.549 0.583 0.063 0.063
## .LOPCD2 ~~
## .LOSJP2 0.097 0.036 2.674 0.007 0.097 0.328
## .LOPCD1 ~~
## .LOSJP2 -0.106 0.029 -3.615 0.000 -0.106 -0.484
## .dp2 ~~
## .sd2 0.107 0.030 3.607 0.000 0.107 0.371
## .LOSJP4 ~~
## .LOSJP5 0.124 0.042 2.978 0.003 0.124 0.325
## .dp2 ~~
## .sr3 0.103 0.036 2.854 0.004 0.103 0.290
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .dp1 0.214 0.039 5.438 0.000 0.214 0.704
## .dp2 0.288 0.040 7.131 0.000 0.288 0.995
## .dp3 0.246 0.048 5.146 0.000 0.246 0.676
## .sd1 0.263 0.039 6.792 0.000 0.263 0.882
## .sd2 0.289 0.041 7.090 0.000 0.289 0.967
## .sd3 -0.102 0.177 -0.579 0.562 -0.102 -0.235
## .sr1 0.244 0.050 4.864 0.000 0.244 0.636
## .sr2 0.134 0.043 3.105 0.002 0.134 0.466
## .sr3 0.441 0.072 6.086 0.000 0.441 0.778
## .LOPCD1 0.192 0.040 4.849 0.000 0.192 0.364
## .LOPCD2 0.348 0.052 6.728 0.000 0.348 0.763
## .LOPCD3 0.288 0.050 5.812 0.000 0.288 0.445
## .LOSJP1 0.281 0.044 6.325 0.000 0.281 0.560
## .LOSJP2 0.249 0.042 5.940 0.000 0.249 0.554
## .LOSJP3 0.426 0.064 6.634 0.000 0.426 0.658
## .LOSJP4 0.409 0.061 6.730 0.000 0.409 0.703
## .LOSJP5 0.358 0.051 6.968 0.000 0.358 0.875
## dp 0.090 0.040 2.278 0.023 1.000 1.000
## sd 0.035 0.023 1.553 0.120 1.000 1.000
## sr 0.140 0.056 2.518 0.012 1.000 1.000
## .pcd 0.085 0.063 1.351 0.177 0.252 0.252
## .sjp 0.059 0.040 1.479 0.139 0.266 0.266modificationindices(fit, sort. = T, maximum.number = 10)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 167 sd1 ~~ sd3 6.234 -0.324 -0.324 -0.899 -0.899
## 96 sr =~ LOSJP5 5.779 0.470 0.176 0.274 0.274
## 93 sr =~ LOSJP2 5.421 -0.432 -0.162 -0.241 -0.241
## 214 sr2 ~~ LOPCD2 5.126 -0.058 -0.058 -0.160 -0.160
## 205 sr1 ~~ LOPCD2 5.039 0.068 0.068 0.162 0.162
## 155 dp3 ~~ sr1 4.987 -0.067 -0.067 -0.180 -0.180
## 234 LOPCD1 ~~ LOSJP5 4.694 -0.063 -0.063 -0.135 -0.135
## 75 sd =~ LOPCD1 4.675 -0.763 -0.143 -0.196 -0.196
## 239 LOPCD2 ~~ LOSJP5 4.509 0.066 0.066 0.153 0.153
## 56 dp =~ sd2 4.241 0.572 0.172 0.314 0.314Other stuff
sem_model <- '
# Measurement model
dp =~ dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3
pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5
# Structural model
pcd + sjp ~ dp + sd + sr
# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
# Corr Mod indices
LOPCD2 ~~ LOSJP2
LOPCD1 ~~ LOSJP2
dp2 ~~ sd2
LOSJP4 ~~ LOSJP5
dp2 ~~ sr3
'
fit <- sem(model = sem_model, data = data, estimator = "MLF") #default ML, GLS, WLS, DWLS, ULS, MLM....
summary(fit, fit.measures = T, standardized = T)## lavaan (0.5-23.1097) converged normally after 126 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 128.787
## Degrees of freedom 104
## P-value (Chi-square) 0.050
##
## Model test baseline model:
##
## Minimum Function Test Statistic 565.039
## Degrees of freedom 136
## P-value 0.000
##
## User model versus baseline model:
##
## Comparative Fit Index (CFI) 0.942
## Tucker-Lewis Index (TLI) 0.924
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -1462.183
## Loglikelihood unrestricted model (H1) -1397.789
##
## Number of free parameters 66
## Akaike (AIC) 3056.365
## Bayesian (BIC) 3228.306
## Sample-size adjusted Bayesian (BIC) 3019.862
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.049
## 90 Percent Confidence Interval 0.000 0.075
## P-value RMSEA <= 0.05 0.510
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.078
##
## Parameter Estimates:
##
## Information Observed
## Standard Errors First.order
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## dp =~
## dp1 1.000 0.300 0.545
## dp2 0.131 0.513 0.255 0.799 0.039 0.073
## dp3 1.142 0.932 1.225 0.221 0.343 0.569
## sd =~
## sd1 1.000 0.187 0.343
## sd2 0.532 0.715 0.744 0.457 0.100 0.182
## sd3 3.922 3.809 1.030 0.303 0.734 1.111
## sr =~
## sr1 1.000 0.374 0.603
## sr2 1.047 0.561 1.864 0.062 0.391 0.731
## sr3 0.949 0.767 1.237 0.216 0.355 0.471
## pcd =~
## LOPCD1 1.000 0.580 0.798
## LOPCD2 0.566 0.270 2.098 0.036 0.329 0.486
## LOPCD3 1.032 0.394 2.618 0.009 0.599 0.745
## sjp =~
## LOSJP1 1.000 0.470 0.663
## LOSJP2 0.954 0.517 1.844 0.065 0.449 0.668
## LOSJP3 1.000 0.502 1.991 0.046 0.470 0.584
## LOSJP4 0.883 0.515 1.715 0.086 0.415 0.545
## LOSJP5 0.482 0.351 1.371 0.170 0.227 0.354
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## pcd ~
## dp 1.384 0.968 1.431 0.153 0.716 0.716
## sd -0.619 0.963 -0.643 0.520 -0.200 -0.200
## sr 0.333 0.472 0.705 0.481 0.214 0.214
## sjp ~
## dp 0.992 0.974 1.019 0.308 0.634 0.634
## sd -0.645 0.973 -0.663 0.508 -0.257 -0.257
## sr 0.396 0.421 0.940 0.347 0.315 0.315
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .pcd ~~
## .sjp 0.078 0.119 0.652 0.514 1.100 1.100
## dp ~~
## sd -0.029 0.034 -0.854 0.393 -0.513 -0.513
## sr 0.003 0.042 0.073 0.942 0.027 0.027
## sd ~~
## sr 0.004 0.019 0.236 0.813 0.063 0.063
## .LOPCD2 ~~
## .LOSJP2 0.097 0.047 2.059 0.039 0.097 0.328
## .LOPCD1 ~~
## .LOSJP2 -0.106 0.066 -1.619 0.105 -0.106 -0.484
## .dp2 ~~
## .sd2 0.107 0.054 1.984 0.047 0.107 0.371
## .LOSJP4 ~~
## .LOSJP5 0.124 0.095 1.316 0.188 0.124 0.325
## .dp2 ~~
## .sr3 0.103 0.107 0.968 0.333 0.103 0.290
##
## Intercepts:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .dp1 3.470 0.139 25.029 0.000 3.470 6.292
## .dp2 3.103 0.119 26.000 0.000 3.103 5.765
## .dp3 3.547 0.150 23.619 0.000 3.547 5.884
## .sd1 2.388 0.099 24.209 0.000 2.388 4.374
## .sd2 2.690 0.126 21.319 0.000 2.690 4.919
## .sd3 2.147 0.139 15.474 0.000 2.147 3.250
## .sr1 3.560 0.131 27.238 0.000 3.560 5.746
## .sr2 3.200 0.086 37.139 0.000 3.200 5.977
## .sr3 3.525 0.148 23.866 0.000 3.525 4.682
## .LOPCD1 4.180 0.187 22.402 0.000 4.180 5.745
## .LOPCD2 4.270 0.147 29.079 0.000 4.270 6.322
## .LOPCD3 4.350 0.213 20.454 0.000 4.350 5.406
## .LOSJP1 4.240 0.152 27.937 0.000 4.240 5.982
## .LOSJP2 4.490 0.146 30.766 0.000 4.490 6.688
## .LOSJP3 4.150 0.162 25.644 0.000 4.150 5.157
## .LOSJP4 4.330 0.177 24.465 0.000 4.330 5.680
## .LOSJP5 4.520 0.200 22.579 0.000 4.520 7.062
## dp 0.000 0.000 0.000
## sd 0.000 0.000 0.000
## sr 0.000 0.000 0.000
## .pcd 0.000 0.000 0.000
## .sjp 0.000 0.000 0.000
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .dp1 0.214 0.062 3.445 0.001 0.214 0.704
## .dp2 0.288 0.103 2.803 0.005 0.288 0.995
## .dp3 0.246 0.114 2.154 0.031 0.246 0.676
## .sd1 0.263 0.079 3.335 0.001 0.263 0.882
## .sd2 0.289 0.074 3.895 0.000 0.289 0.967
## .sd3 -0.102 0.436 -0.235 0.814 -0.102 -0.235
## .sr1 0.244 0.092 2.664 0.008 0.244 0.636
## .sr2 0.134 0.068 1.960 0.050 0.134 0.466
## .sr3 0.441 0.135 3.266 0.001 0.441 0.778
## .LOPCD1 0.192 0.082 2.347 0.019 0.192 0.364
## .LOPCD2 0.348 0.108 3.233 0.001 0.348 0.763
## .LOPCD3 0.288 0.098 2.930 0.003 0.288 0.445
## .LOSJP1 0.281 0.077 3.642 0.000 0.281 0.560
## .LOSJP2 0.249 0.083 2.999 0.003 0.249 0.554
## .LOSJP3 0.426 0.142 2.993 0.003 0.426 0.658
## .LOSJP4 0.409 0.138 2.968 0.003 0.409 0.703
## .LOSJP5 0.358 0.218 1.646 0.100 0.358 0.875
## dp 0.090 0.090 1.007 0.314 1.000 1.000
## sd 0.035 0.051 0.691 0.490 1.000 1.000
## sr 0.140 0.128 1.092 0.275 1.000 1.000
## .pcd 0.085 0.161 0.528 0.598 0.252 0.252
## .sjp 0.059 0.117 0.504 0.615 0.266 0.266modificationindices(fit, sort. = T, maximum.number = 10)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 189 sd1 ~~ sd3 6.234 -0.324 -0.324 -0.899 -0.899
## 118 sr =~ LOSJP5 5.779 0.470 0.176 0.274 0.274
## 115 sr =~ LOSJP2 5.421 -0.432 -0.162 -0.241 -0.241
## 236 sr2 ~~ LOPCD2 5.126 -0.058 -0.058 -0.160 -0.160
## 227 sr1 ~~ LOPCD2 5.039 0.068 0.068 0.162 0.162
## 177 dp3 ~~ sr1 4.987 -0.067 -0.067 -0.180 -0.180
## 256 LOPCD1 ~~ LOSJP5 4.694 -0.063 -0.063 -0.135 -0.135
## 97 sd =~ LOPCD1 4.675 -0.763 -0.143 -0.196 -0.196
## 261 LOPCD2 ~~ LOSJP5 4.509 0.066 0.066 0.153 0.153
## 78 dp =~ sd2 4.241 0.572 0.172 0.314 0.314library(semPlot)
semPaths(fit, "std", intercepts = FALSE)
Free parameters
We build a empty model with 5 variables (just estimating the variances).
With 5 variables we have 5*(5+1)/2 = 15 observations. Each variance counts -1 Yields 10 df
test <- '
LADP1~~LADP1
LADP2~~LADP2
LADP3~~LADP3
LOOJP1~~LOOJP1
LOOJP2~~LOOJP2'
fit <- sem(model = test, data = data)
summary(fit)## lavaan (0.5-23.1097) converged normally after 12 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 137.973
## Degrees of freedom 10
## P-value (Chi-square) 0.000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## LADP1 0.833 0.118 7.071 0.000
## LADP2 0.706 0.100 7.071 0.000
## LADP3 0.790 0.112 7.071 0.000
## LOOJP1 2.105 0.298 7.071 0.000
## LOOJP2 2.094 0.296 7.071 0.000Adding 5 regressions Expectation: 15 -3 variance predictors -3 covariance predictors
-5 Regressions (covars) -2 residual variance (1 for each dependent, by default) -1 residual covariance = 1 df
test <- '
LOOJP1 ~ LADP1 + LADP2
LOOJP2 ~ LADP1 + LADP2 + LADP3
'
fit <- sem(model = test, data = data)
summary(fit)## lavaan (0.5-23.1097) converged normally after 21 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 1.255
## Degrees of freedom 1
## P-value (Chi-square) 0.263
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP1 ~
## LADP1 -0.207 0.178 -1.162 0.245
## LADP2 0.410 0.194 2.116 0.034
## LOOJP2 ~
## LADP1 -0.352 0.176 -2.000 0.046
## LADP2 0.616 0.188 3.279 0.001
## LADP3 -0.142 0.108 -1.316 0.188
##
## Covariances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP1 ~~
## .LOOJP2 1.471 0.245 6.013 0.000
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP1 2.014 0.285 7.071 0.000
## .LOOJP2 1.895 0.268 7.071 0.000parameterEstimates(fit)## lhs op rhs est se z pvalue ci.lower ci.upper
## 1 LOOJP1 ~ LADP1 -0.207 0.178 -1.162 0.245 -0.556 0.142
## 2 LOOJP1 ~ LADP2 0.410 0.194 2.116 0.034 0.030 0.789
## 3 LOOJP2 ~ LADP1 -0.352 0.176 -2.000 0.046 -0.696 -0.007
## 4 LOOJP2 ~ LADP2 0.616 0.188 3.279 0.001 0.248 0.984
## 5 LOOJP2 ~ LADP3 -0.142 0.108 -1.316 0.188 -0.354 0.070
## 6 LOOJP1 ~~ LOOJP1 2.014 0.285 7.071 0.000 1.456 2.573
## 7 LOOJP2 ~~ LOOJP2 1.895 0.268 7.071 0.000 1.370 2.420
## 8 LOOJP1 ~~ LOOJP2 1.471 0.245 6.013 0.000 0.991 1.950
## 9 LADP1 ~~ LADP1 0.833 0.000 NA NA 0.833 0.833
## 10 LADP1 ~~ LADP2 0.374 0.000 NA NA 0.374 0.374
## 11 LADP1 ~~ LADP3 0.266 0.000 NA NA 0.266 0.266
## 12 LADP2 ~~ LADP2 0.706 0.000 NA NA 0.706 0.706
## 13 LADP2 ~~ LADP3 0.141 0.000 NA NA 0.141 0.141
## 14 LADP3 ~~ LADP3 0.790 0.000 NA NA 0.790 0.7906*7/2 = 21 - 5 reg. - 3 pred var - 3 pred cov
- 1 dv var.
- 2 res var.
- 1 res cov. =6 df
test <- '
LOOJP1 ~ LADP1 + LADP2
LOOJP2 ~ LADP1 + LADP2 + LADP3
LOOJP3 ~~ LOOJP3
'
fit <- sem(model = test, data = data)
summary(fit)## lavaan (0.5-23.1097) converged normally after 22 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 110.114
## Degrees of freedom 6
## P-value (Chi-square) 0.000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## LOOJP1 ~
## LADP1 -0.207 0.178 -1.162 0.245
## LADP2 0.410 0.194 2.116 0.034
## LOOJP2 ~
## LADP1 -0.352 0.176 -2.000 0.046
## LADP2 0.616 0.188 3.279 0.001
## LADP3 -0.142 0.108 -1.316 0.188
##
## Covariances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP1 ~~
## .LOOJP2 1.471 0.245 6.013 0.000
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## LOOJP3 1.905 0.269 7.071 0.000
## .LOOJP1 2.014 0.285 7.071 0.000
## .LOOJP2 1.895 0.268 7.071 0.000parameterestimates(fit)## lhs op rhs est se z pvalue ci.lower ci.upper
## 1 LOOJP1 ~ LADP1 -0.207 0.178 -1.162 0.245 -0.556 0.142
## 2 LOOJP1 ~ LADP2 0.410 0.194 2.116 0.034 0.030 0.789
## 3 LOOJP2 ~ LADP1 -0.352 0.176 -2.000 0.046 -0.696 -0.007
## 4 LOOJP2 ~ LADP2 0.616 0.188 3.279 0.001 0.248 0.984
## 5 LOOJP2 ~ LADP3 -0.142 0.108 -1.316 0.188 -0.354 0.070
## 6 LOOJP3 ~~ LOOJP3 1.905 0.269 7.071 0.000 1.377 2.433
## 7 LOOJP1 ~~ LOOJP1 2.014 0.285 7.071 0.000 1.456 2.573
## 8 LOOJP2 ~~ LOOJP2 1.895 0.268 7.071 0.000 1.370 2.420
## 9 LOOJP1 ~~ LOOJP2 1.471 0.245 6.013 0.000 0.991 1.950
## 10 LADP1 ~~ LADP1 0.833 0.000 NA NA 0.833 0.833
## 11 LADP1 ~~ LADP2 0.374 0.000 NA NA 0.374 0.374
## 12 LADP1 ~~ LADP3 0.266 0.000 NA NA 0.266 0.266
## 13 LADP2 ~~ LADP2 0.706 0.000 NA NA 0.706 0.706
## 14 LADP2 ~~ LADP3 0.141 0.000 NA NA 0.141 0.141
## 15 LADP3 ~~ LADP3 0.790 0.000 NA NA 0.790 0.79021 does not change as available obs. - 2 measurement parameters (first one is fixed!) - 3 regression - 3 variances measurement items - 1 variance dv latent - 3 pred var - 3 pred covar = 6df
test <- '
ojp =~ LOOJP1 + LOOJP2 + LOOJP3
ojp ~ LADP1 + LADP2 + LADP3
'
fit <- sem(model = test, data = data)
summary(fit)## lavaan (0.5-23.1097) converged normally after 23 iterations
##
## Number of observations 100
##
## Estimator ML
## Minimum Function Test Statistic 5.755
## Degrees of freedom 6
## P-value (Chi-square) 0.451
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|)
## ojp =~
## LOOJP1 1.000
## LOOJP2 1.101 0.102 10.777 0.000
## LOOJP3 0.994 0.096 10.302 0.000
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## ojp ~
## LADP1 -0.320 0.158 -2.020 0.043
## LADP2 0.499 0.167 2.979 0.003
## LADP3 0.031 0.143 0.220 0.826
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .LOOJP1 0.660 0.122 5.392 0.000
## .LOOJP2 0.343 0.106 3.220 0.001
## .LOOJP3 0.477 0.103 4.639 0.000
## .ojp 1.304 0.266 4.898 0.000parameterestimates(fit)## lhs op rhs est se z pvalue ci.lower ci.upper
## 1 ojp =~ LOOJP1 1.000 0.000 NA NA 1.000 1.000
## 2 ojp =~ LOOJP2 1.101 0.102 10.777 0.000 0.900 1.301
## 3 ojp =~ LOOJP3 0.994 0.096 10.302 0.000 0.805 1.183
## 4 ojp ~ LADP1 -0.320 0.158 -2.020 0.043 -0.630 -0.009
## 5 ojp ~ LADP2 0.499 0.167 2.979 0.003 0.171 0.827
## 6 ojp ~ LADP3 0.031 0.143 0.220 0.826 -0.249 0.312
## 7 LOOJP1 ~~ LOOJP1 0.660 0.122 5.392 0.000 0.420 0.899
## 8 LOOJP2 ~~ LOOJP2 0.343 0.106 3.220 0.001 0.134 0.552
## 9 LOOJP3 ~~ LOOJP3 0.477 0.103 4.639 0.000 0.276 0.679
## 10 ojp ~~ ojp 1.304 0.266 4.898 0.000 0.782 1.826
## 11 LADP1 ~~ LADP1 0.833 0.000 NA NA 0.833 0.833
## 12 LADP1 ~~ LADP2 0.374 0.000 NA NA 0.374 0.374
## 13 LADP1 ~~ LADP3 0.266 0.000 NA NA 0.266 0.266
## 14 LADP2 ~~ LADP2 0.706 0.000 NA NA 0.706 0.706
## 15 LADP2 ~~ LADP3 0.141 0.000 NA NA 0.141 0.141
## 16 LADP3 ~~ LADP3 0.790 0.000 NA NA 0.790 0.790