Inspect model information
Source:R/generics.R, R/generics_lavaan.R, R/generics_modsem_da.R, and 1 more
modsem_inspect.Rdfunction used to inspect fitted object. Similar to lavaan::lavInspect
argument what decides what to inspect
modsem_inspect.modsem_da lets you pull lavaan-style matrices,
optimiser diagnostics, expected moments, or fit measures from a
modsem_da object.
Usage
modsem_inspect(object, what = NULL, ...)
# S3 method for class 'lavaan'
modsem_inspect(object, what = "free", ...)
# S3 method for class 'modsem_da'
modsem_inspect(object, what = NULL, ...)
# S3 method for class 'modsem_pi'
modsem_inspect(object, what = "free", ...)Value
A named list with the extracted information. If a single piece of information is returned, it is returned as is; not as a named element in a list.
Details
For modsem_pi objects, it is just a wrapper for lavaan::lavInspect.
For modsem_da objects an internal function is called, which takes different
keywords for the what argument.
Below is a list of possible values for the what argument,
organised in several sections. Keywords are case-sensitive.
Presets
"default"Everything in Sample information, Optimiser diagnostics Parameter tables, Model matrices, and Expected-moment matrices except the raw
dataslot"coef"Coefficients and variance-covariance matrix of both free and constrained parameters (same as
"coef.all")."coef.all"Coefficients and variance-covariance matrix of both free and constrained parameters (same as
"coef")."coef.free"Coefficients and variance-covariance matrix of the free parameters.
"all"All items listed below, including
data."matrices"The lavaan-style model matrices.
"optim"Only the items under Optimiser diagnostics
.
"fit"A list with
fit.h0,fit.h1, comparative.fit
Sample information:
"N"Number of analysed rows (integer).
"ngroups"Number of groups in model (integer).
"group"Group variable in model (character).
"group.label"Group labels (character).
"ovs"Observed variables used in model (character).
Parameter estimates and standard errors:
"coefficients.free"Free parameter values.
"coefficients.all"Both free and constrained parameter values.
"vcov.free"Variance–covariance of free coefficients only.
"vcov.all"Variance–covariance of both free and constrained coefficients.
Optimiser diagnostics:
"coefficients.free"Free parameter values.
"vcov.free"Variance–covariance of free coefficients only.
"information"Fisher information matrix.
"loglik"Log-likelihood.
"iterations"Optimiser iteration count.
"convergence"TRUE/FALSEindicating whether the model converged.
Parameter tables:
"partable"Parameter table with estimated parameters.
"partable.input"Parsed model syntax.
Model matrices:
"lambda"Factor loadings.
"theta"Residual covariance matrix for indicators.
"wmat"Composite loading matrix for observed indicators, if present.
"tmat"Composite residual matrix for indicators, if present.
"psi"Residual covariance matrix for latent variables.
"beta"Structural regression matrix among latent variables.
"nu"Intercepts for observed variables.
"alpha"Intercepts for latent variables.
Model-implied matrices:
"cov.ov"Model-implied covariance of observed variables.
"cov.lv"Model-implied covariance of latent variables.
"cov.all"Joint covariance of observed + latent variables.
"cor.ov"Correlation counterpart of
"cov.ov"."cor.lv"Correlation counterpart of
"cov.lv"."cor.all"Correlation counterpart of
"cov.all"."mean.ov"Expected means of observed variables.
"mean.lv"Expected means of latent variables.
"mean.all"Joint mean vector.
R-squared and standardized residual variances:
"r2.all"R-squared values for both observed (i.e., indicators) and latent endogenous variables.
"r2.lv"R-squared values for latent endogenous variables.
"r2.ov"R-squared values for observed (i.e., indicators) variables.
"res.all"Standardized residuals (i.e.,
1 - R^2) for both observed (i.e., indicators) and latent endogenous variables."res.lv"Standardized residuals (i.e.,
1 - R^2) for latent endogenous variables."res.ov"Standardized residuals (i.e.,
1 - R^2) for observed variables (i.e., indicators).
Interaction-specific caveats:
If the model contains an uncentred latent interaction term it is centred internally before any
cov.*,cor.*, ormean.*matrices are calculated.These matrices should not be used to compute fit-statistics (e.g., chi-square and RMSEA) if there is an interaction term in the model.
Examples
# \dontrun{
m1 <- "
# Outer Model
X =~ x1 + x2 + x3
Y =~ y1 + y2 + y3
Z =~ z1 + z2 + z3
# Inner model
Y ~ X + Z + X:Z
"
est <- modsem(m1, oneInt, "lms")
modsem_inspect(est) # everything except "data"
#> $N
#> [1] 2000
#>
#> $vcov.all
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1 z3~1
#> X=~x2 0.000
#> X=~x3 0.000 0.000
#> Z=~z2 0.000 0.000 0.000
#> Z=~z3 0.000 0.000 0.000 0.000
#> Y=~y2 0.000 0.000 0.000 0.000 0.000
#> Y=~y3 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> x2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> z2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~~x1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1 0.001
#> y2~1 0.001 0.001
#> y3~1 0.001 0.001 0.001
#> x1~~x1 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1
#> y2~~y2 0.000
#> y3~~y3 0.000 0.000
#> X~~X 0.000 0.000 0.001
#> X~~Z 0.000 0.000 0.000 0.001
#> Z~~Z 0.000 0.000 0.000 0.000 0.001
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#>
#> $vcov.free
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1 z3~1
#> X=~x2 0.000
#> X=~x3 0.000 0.000
#> Z=~z2 0.000 0.000 0.000
#> Z=~z3 0.000 0.000 0.000 0.000
#> Y=~y2 0.000 0.000 0.000 0.000 0.000
#> Y=~y3 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> x2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> z2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~~x1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1 0.001
#> y2~1 0.001 0.001
#> y3~1 0.001 0.001 0.001
#> x1~~x1 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1
#> y2~~y2 0.000
#> y3~~y3 0.000 0.000
#> X~~X 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.001
#> Z~~Z 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#>
#> $information
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1
#> X=~x2 8937.663
#> X=~x3 -2765.298 8143.177
#> Z=~z2 63.680 74.637 9230.430
#> Z=~z3 72.671 81.873 -3031.836 8767.891
#> Y=~y2 -169.928 -194.536 -158.847 -172.302 23778.500
#> Y=~y3 -176.980 -205.734 -169.912 -183.184 -8379.041 20979.839
#> x1~1 32.800 34.357 92.187 97.631 -121.947 -132.437 8008.874
#> x2~1 26.516 26.932 72.263 76.530 -95.591 -103.814 -3632.915
#> x3~1 28.822 30.984 81.006 85.790 -107.157 -116.375 -4072.499
#> z1~1 90.687 98.942 24.553 29.331 -126.457 -133.343 53.740
#> z2~1 76.773 83.762 20.167 24.835 -107.055 -112.885 45.495
#> z3~1 84.227 91.893 22.766 26.728 -117.447 -123.844 49.912
#> y1~1 -23.829 -26.866 -24.077 -28.590 -592.270 -629.967 -175.978
#> y2~1 -19.668 -22.175 -19.873 -23.598 1374.474 -519.987 -145.251
#> y3~1 -20.917 -23.583 -21.135 -25.096 -519.973 1206.437 -154.474
#> x1~~x1 -1393.770 -1480.872 17.214 27.757 -10.435 -11.275 2.627
#> x2~~x2 2715.113 -912.767 25.860 15.803 -6.259 -14.448 -12.831
#> x3~~x3 -1032.219 2739.681 14.433 17.586 14.617 22.611 -2.727
#> z1~~z1 12.166 13.088 -1307.895 -1436.786 14.556 13.758 38.943
#> z2~~z2 33.191 27.773 2843.255 -1035.370 -2.926 0.292 12.432
#> z3~~z3 24.306 33.479 -1118.160 2972.149 -14.388 -17.495 34.484
#> y1~~y1 1.155 0.691 7.148 5.847 -1487.599 -1619.943 2.718
#> y2~~y2 3.596 -5.546 -12.280 -9.371 3042.780 -1161.310 -11.068
#> y3~~y3 -16.478 -12.616 -8.444 -10.839 -1243.130 2846.334 2.592
#> X~~X 1129.522 1258.403 -50.800 -57.746 62.743 65.865 -9.469
#> X~~Z -118.616 -133.004 111.912 130.598 32.062 34.507 -51.817
#> Z~~Z -25.908 -29.569 1157.944 1268.397 48.954 52.058 -16.930
#> Y~~Y -29.986 -43.086 -32.830 -35.137 551.187 591.432 -13.056
#> Y~X -290.129 -314.920 -39.931 -48.678 435.379 458.904 -71.984
#> Y~Z -64.170 -69.124 -275.843 -285.755 396.749 432.186 -418.398
#> Y~X:Z -291.906 -336.777 -317.599 -348.310 418.328 438.023 -76.945
#> x2~1 x3~1 z1~1 z2~1 z3~1 y1~1 y2~1
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1 9487.164
#> x3~1 -3192.312 8577.455
#> z1~1 42.125 47.223 7691.950
#> z2~1 35.662 39.977 -3639.979 9445.822
#> z3~1 39.124 43.858 -3993.346 -3380.655 8930.681
#> y1~1 -137.944 -154.635 -144.351 -122.203 -134.067 7702.338
#> y2~1 -113.858 -127.635 -119.147 -100.866 -110.658 -3983.535 9664.730
#> y3~1 -121.087 -135.739 -126.711 -107.270 -117.684 -4236.451 -3496.751
#> x1~~x1 14.018 15.714 49.547 41.945 46.017 -6.742 -5.565
#> x2~~x2 -27.270 -11.275 13.111 11.100 12.177 4.006 3.306
#> x3~~x3 -2.137 -16.187 31.576 26.731 29.326 5.888 4.860
#> z1~~z1 30.526 34.220 -13.105 -7.846 -8.463 -1.817 -1.500
#> z2~~z2 9.745 10.924 4.616 -5.060 4.381 -2.243 -1.852
#> z3~~z3 27.031 30.302 -7.788 -6.605 -13.272 9.408 7.765
#> y1~~y1 2.130 2.388 -4.844 -4.101 -4.499 -5.513 -2.278
#> y2~~y2 -8.676 -9.726 2.652 2.245 2.463 -2.111 -10.629
#> y3~~y3 2.032 2.277 -3.218 -2.725 -2.989 -1.643 -1.316
#> X~~X -7.422 -8.320 -31.055 -26.290 -28.846 -2.284 -1.885
#> X~~Z -40.618 -45.533 -39.287 -33.259 -36.488 55.734 46.003
#> Z~~Z -13.271 -14.877 7.283 6.165 6.772 -13.172 -10.872
#> Y~~Y -10.234 -11.472 -13.650 -11.556 -12.675 -1.274 -1.051
#> Y~X -56.426 -63.254 -398.926 -337.720 -370.505 -34.499 -28.475
#> Y~Z -327.970 -367.654 -71.454 -60.491 -66.367 -37.586 -31.023
#> Y~X:Z -60.315 -67.613 -51.324 -43.449 -47.672 129.438 106.837
#> y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1 8510.678
#> x1~~x1 -5.918 15644.485
#> x2~~x2 3.516 3555.646 22119.165
#> x3~~x3 5.169 4015.196 2493.916 18024.329
#> z1~~z1 -1.595 2.197 14.407 21.157 14706.033
#> z2~~z2 -1.969 51.922 -22.951 23.566 3266.326 22141.544
#> z3~~z3 8.259 13.092 42.358 18.605 3942.609 2866.642 19780.844
#> y1~~y1 -2.181 20.128 10.861 17.001 18.818 20.388 35.634
#> y2~~y2 -1.650 6.782 -18.889 29.462 2.999 10.379 -10.309
#> y3~~y3 -6.249 8.646 21.479 -5.534 12.844 -6.952 0.393
#> X~~X -2.005 249.762 149.557 227.823 -9.817 -14.994 -6.750
#> X~~Z 48.924 -23.151 -50.086 -62.739 12.841 13.341 -27.479
#> Z~~Z -11.562 -13.486 4.574 8.668 264.467 187.514 236.181
#> Y~~Y -1.111 87.026 35.733 97.515 85.610 57.211 63.982
#> Y~X -30.283 -170.685 -57.202 -129.176 33.316 -16.882 6.780
#> Y~Z -32.993 -22.850 16.127 4.654 -137.711 -41.476 -143.601
#> Y~X:Z 113.621 -105.092 -100.893 -73.733 -101.360 -116.679 -140.977
#> y1~~y1 y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1 14745.960
#> y2~~y2 3703.920 23178.916
#> y3~~y3 4398.475 3330.801 17993.313
#> X~~X -3.198 0.763 5.287 3672.273
#> X~~Z 1.136 0.374 -1.842 -316.945 1819.820
#> Z~~Z -4.966 4.014 4.543 0.776 44.085 3582.778
#> Y~~Y 170.551 79.284 60.619 7.359 -0.955 8.760 759.411
#> Y~X 18.643 -9.542 11.635 120.387 36.084 -2.333 52.220
#> Y~Z -12.941 42.373 -8.506 7.231 59.599 90.467 47.488
#> Y~X:Z -25.587 14.883 54.346 120.907 54.425 111.309 109.091
#> Y~X Y~Z Y~X:Z
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1
#> y2~~y2
#> y3~~y3
#> X~~X
#> X~~Z
#> Z~~Z
#> Y~~Y
#> Y~X 1549.740
#> Y~Z 320.344 1596.529
#> Y~X:Z -63.161 -27.121 1511.215
#>
#> $coefficients.all
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1
#> 0.803 0.914 0.810 0.881 0.798 0.899 1.023 1.215 0.919 1.011 1.205
#> z3~1 y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> 0.916 1.036 1.220 0.953 0.158 0.162 0.165 0.167 0.160 0.158 0.160
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> 0.154 0.164 0.982 0.200 1.017 0.980 0.673 0.569 0.718
#>
#> $coefficients.free
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1
#> 0.803 0.914 0.810 0.881 0.798 0.899 1.023 1.215 0.919 1.011 1.205
#> z3~1 y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> 0.916 1.036 1.220 0.953 0.158 0.162 0.165 0.167 0.160 0.158 0.160
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> 0.154 0.164 0.982 0.200 1.017 0.980 0.673 0.569 0.718
#>
#> $partable
#> lhs op rhs label group est std.error z.value p.value ci.lower ci.upper
#> 1 X =~ x1 1 1.000 NA NA NA NA NA
#> 2 X =~ x2 1 0.803 0.013 63.750 0 0.779 0.828
#> 3 X =~ x3 1 0.914 0.014 67.511 0 0.887 0.940
#> 4 Z =~ z1 1 1.000 NA NA NA NA NA
#> 5 Z =~ z2 1 0.810 0.012 65.015 0 0.786 0.835
#> 6 Z =~ z3 1 0.881 0.013 67.530 0 0.856 0.907
#> 7 Y =~ y1 1 1.000 NA NA NA NA NA
#> 8 Y =~ y2 1 0.798 0.007 107.447 0 0.784 0.813
#> 9 Y =~ y3 1 0.899 0.008 112.467 0 0.884 0.915
#> 10 Y ~ X 1 0.673 0.031 21.665 0 0.612 0.734
#> 11 Y ~ Z 1 0.569 0.030 18.709 0 0.509 0.628
#> 12 Y ~ X:Z 1 0.718 0.028 25.822 0 0.664 0.773
#> 13 x1 ~1 1 1.023 0.024 42.773 0 0.976 1.070
#> 14 x2 ~1 1 1.215 0.020 60.836 0 1.176 1.255
#> 15 x3 ~1 1 0.919 0.022 41.370 0 0.876 0.963
#> 16 z1 ~1 1 1.011 0.024 41.558 0 0.964 1.059
#> 17 z2 ~1 1 1.205 0.020 59.250 0 1.166 1.245
#> 18 z3 ~1 1 0.916 0.022 42.044 0 0.873 0.958
#> 19 y1 ~1 1 1.036 0.033 31.383 0 0.972 1.101
#> 20 y2 ~1 1 1.220 0.027 45.406 0 1.167 1.272
#> 21 y3 ~1 1 0.953 0.030 31.786 0 0.894 1.012
#> 22 x1 ~~ x1 1 0.158 0.009 17.883 0 0.141 0.176
#> 23 x2 ~~ x2 1 0.162 0.007 22.937 0 0.148 0.176
#> 24 x3 ~~ x3 1 0.165 0.008 20.507 0 0.149 0.180
#> 25 z1 ~~ z1 1 0.167 0.009 18.441 0 0.149 0.185
#> 26 z2 ~~ z2 1 0.160 0.007 22.588 0 0.146 0.174
#> 27 z3 ~~ z3 1 0.158 0.008 20.695 0 0.143 0.173
#> 28 y1 ~~ y1 1 0.160 0.009 17.951 0 0.142 0.177
#> 29 y2 ~~ y2 1 0.154 0.007 22.593 0 0.141 0.168
#> 30 y3 ~~ y3 1 0.164 0.008 20.602 0 0.148 0.179
#> 31 X ~~ X 1 0.982 0.036 26.969 0 0.911 1.053
#> 32 X ~~ Z 1 0.200 0.024 8.243 0 0.153 0.248
#> 33 Z ~~ Z 1 1.017 0.038 26.894 0 0.943 1.092
#> 34 Y ~~ Y 1 0.980 0.038 25.908 0 0.906 1.054
#>
#> $partable.input
#> lhs op rhs group mod
#> 1 X =~ x1 1
#> 2 X =~ x2 1
#> 3 X =~ x3 1
#> 4 Y =~ y1 1
#> 5 Y =~ y2 1
#> 6 Y =~ y3 1
#> 7 Z =~ z1 1
#> 8 Z =~ z2 1
#> 9 Z =~ z3 1
#> 10 Y ~ X 1
#> 11 Y ~ Z 1
#> 12 Y ~ X:Z 1
#>
#> $loglik
#> [1] -17493.6
#>
#> $iterations
#> [1] 17
#>
#> $convergence
#> [1] TRUE
#>
#> $ovs
#> [1] "x1" "x2" "x3" "z1" "z2" "z3" "y1" "y2" "y3"
#>
#> $ngroups
#> [1] 1
#>
#> $group
#> NULL
#>
#> $group.label
#> NULL
#>
#> $lambda
#> X Z X:Z Y
#> x1 1.000 0.000 0.000 0.000
#> x2 0.803 0.000 0.000 0.000
#> x3 0.914 0.000 0.000 0.000
#> z1 0.000 1.000 0.000 0.000
#> z2 0.000 0.810 0.000 0.000
#> z3 0.000 0.881 0.000 0.000
#> y1 0.000 0.000 0.000 1.000
#> y2 0.000 0.000 0.000 0.798
#> y3 0.000 0.000 0.000 0.899
#>
#> $theta
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 0.158
#> x2 0.000 0.162
#> x3 0.000 0.000 0.165
#> z1 0.000 0.000 0.000 0.167
#> z2 0.000 0.000 0.000 0.000 0.160
#> z3 0.000 0.000 0.000 0.000 0.000 0.158
#> y1 0.000 0.000 0.000 0.000 0.000 0.000 0.160
#> y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.154
#> y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.164
#>
#> $wmat
#> X Z X:Z Y
#> x1 0.000 0.000 0.000 0.000
#> x2 0.000 0.000 0.000 0.000
#> x3 0.000 0.000 0.000 0.000
#> z1 0.000 0.000 0.000 0.000
#> z2 0.000 0.000 0.000 0.000
#> z3 0.000 0.000 0.000 0.000
#> y1 0.000 0.000 0.000 0.000
#> y2 0.000 0.000 0.000 0.000
#> y3 0.000 0.000 0.000 0.000
#>
#> $tmat
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 0.000
#> x2 0.000 0.000
#> x3 0.000 0.000 0.000
#> z1 0.000 0.000 0.000 0.000
#> z2 0.000 0.000 0.000 0.000 0.000
#> z3 0.000 0.000 0.000 0.000 0.000 0.000
#> y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#>
#> $nu
#> ~1
#> x1 1.023
#> x2 1.215
#> x3 0.919
#> z1 1.011
#> z2 1.205
#> z3 0.916
#> y1 1.036
#> y2 1.220
#> y3 0.953
#>
#> $alpha
#> ~1
#> X 0.000
#> Z 0.000
#> X:Z 0.200
#> Y 0.000
#>
#> $beta
#> X Z X:Z Y
#> X 0.000 0.000 0.000 0.673
#> Z 0.000 0.000 0.000 0.569
#> X:Z 0.000 0.000 0.000 0.718
#> Y 0.000 0.000 0.000 0.000
#>
#> $psi
#> X Z X:Z Y
#> X 0.982
#> Z 0.200 1.017
#> X:Z 0.000 0.000 1.039
#> Y 0.000 0.000 0.000 0.980
#>
#> $cov.ov
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 1.140
#> x2 0.789 0.796
#> x3 0.897 0.721 0.985
#> z1 0.200 0.161 0.183 1.184
#> z2 0.162 0.130 0.148 0.825 0.828
#> z3 0.176 0.142 0.161 0.897 0.727 0.948
#> y1 0.774 0.622 0.708 0.713 0.578 0.629 2.602
#> y2 0.618 0.497 0.565 0.569 0.461 0.502 1.950 1.711
#> y3 0.696 0.559 0.636 0.641 0.520 0.565 2.196 1.753 2.139
#>
#> $cov.lv
#> X Z X:Z Y
#> X 0.982
#> Z 0.200 1.017
#> X:Z 0.000 0.000 1.039
#> Y 0.774 0.713 0.746 2.442
#>
#> $cov.all
#> X Z X:Z Y x1 x2 x3 z1 z2 z3 y1 y2
#> X 0.982
#> Z 0.200 1.017
#> X:Z 0.000 0.000 1.039
#> Y 0.774 0.713 0.746 2.442
#> x1 0.982 0.200 0.000 0.774 1.140
#> x2 0.789 0.161 0.000 0.622 0.789 0.796
#> x3 0.897 0.183 0.000 0.708 0.897 0.721 0.985
#> z1 0.200 1.017 0.000 0.713 0.200 0.161 0.183 1.184
#> z2 0.162 0.825 0.000 0.578 0.162 0.130 0.148 0.825 0.828
#> z3 0.176 0.897 0.000 0.629 0.176 0.142 0.161 0.897 0.727 0.948
#> y1 0.774 0.713 0.746 2.442 0.774 0.622 0.708 0.713 0.578 0.629 2.602
#> y2 0.618 0.569 0.596 1.950 0.618 0.497 0.565 0.569 0.461 0.502 1.950 1.711
#> y3 0.696 0.641 0.671 2.196 0.696 0.559 0.636 0.641 0.520 0.565 2.196 1.753
#> y3
#> X
#> Z
#> X:Z
#> Y
#> x1
#> x2
#> x3
#> z1
#> z2
#> z3
#> y1
#> y2
#> y3 2.139
#>
#> $cor.ov
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 1.000
#> x2 0.828 1.000
#> x3 0.847 0.814 1.000
#> z1 0.172 0.166 0.169 1.000
#> z2 0.167 0.161 0.164 0.833 1.000
#> z3 0.170 0.163 0.167 0.846 0.820 1.000
#> y1 0.450 0.432 0.442 0.406 0.394 0.400 1.000
#> y2 0.443 0.426 0.435 0.400 0.388 0.394 0.924 1.000
#> y3 0.446 0.429 0.439 0.403 0.391 0.397 0.931 0.917 1.000
#>
#> $cor.lv
#> X Z X:Z Y
#> X 1.000
#> Z 0.200 1.000
#> X:Z 0.000 0.000 1.000
#> Y 0.500 0.453 0.468 1.000
#>
#> $cor.all
#> X Z X:Z Y x1 x2 x3 z1 z2 z3 y1 y2
#> X 1.000
#> Z 0.200 1.000
#> X:Z 0.000 0.000 1.000
#> Y 0.500 0.453 0.468 1.000
#> x1 0.928 0.186 0.000 0.464 1.000
#> x2 0.892 0.179 0.000 0.446 0.828 1.000
#> x3 0.913 0.183 0.000 0.456 0.847 0.814 1.000
#> z1 0.186 0.927 0.000 0.419 0.172 0.166 0.169 1.000
#> z2 0.180 0.898 0.000 0.407 0.167 0.161 0.164 0.833 1.000
#> z3 0.183 0.913 0.000 0.413 0.170 0.163 0.167 0.846 0.820 1.000
#> y1 0.484 0.438 0.454 0.969 0.450 0.432 0.442 0.406 0.394 0.400 1.000
#> y2 0.477 0.432 0.447 0.954 0.443 0.426 0.435 0.400 0.388 0.394 0.924 1.000
#> y3 0.481 0.435 0.450 0.961 0.446 0.429 0.439 0.403 0.391 0.397 0.931 0.917
#> y3
#> X
#> Z
#> X:Z
#> Y
#> x1
#> x2
#> x3
#> z1
#> z2
#> z3
#> y1
#> y2
#> y3 1.000
#>
#> $mean.lv
#> ~1
#> X 0.000
#> Z 0.000
#> X:Z 0.200
#> Y 0.144
#>
#> $mean.ov
#> ~1
#> x1 1.023
#> x2 1.215
#> x3 0.919
#> z1 1.011
#> z2 1.205
#> z3 0.916
#> y1 1.180
#> y2 1.334
#> y3 1.082
#>
#> $mean.all
#> ~1
#> X 0.000
#> Z 0.000
#> X:Z 0.200
#> Y 0.144
#> x1 1.023
#> x2 1.215
#> x3 0.919
#> z1 1.011
#> z2 1.205
#> z3 0.916
#> y1 1.180
#> y2 1.334
#> y3 1.082
#>
#> $r2.all
#> Y x1 x2 x3 z1 z2 z3 y1 y2 y3
#> 0.599 0.861 0.796 0.833 0.859 0.807 0.833 0.939 0.910 0.924
#>
#> $r2.lv
#> Y
#> 0.599
#>
#> $r2.ov
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> 0.861 0.796 0.833 0.859 0.807 0.833 0.939 0.910 0.924
#>
#> $res.all
#> Y x1 x2 x3 z1 z2 z3 y1 y2 y3
#> 0.401 0.139 0.204 0.167 0.141 0.193 0.167 0.061 0.090 0.076
#>
#> $res.lv
#> Y
#> 0.401
#>
#> $res.ov
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> 0.139 0.204 0.167 0.141 0.193 0.167 0.061 0.090 0.076
#>
modsem_inspect(est, what = "optim")
#> $coefficients.free
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1
#> 0.803 0.914 0.810 0.881 0.798 0.899 1.023 1.215 0.919 1.011 1.205
#> z3~1 y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> 0.916 1.036 1.220 0.953 0.158 0.162 0.165 0.167 0.160 0.158 0.160
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> 0.154 0.164 0.982 0.200 1.017 0.980 0.673 0.569 0.718
#>
#> $vcov.free
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1 x2~1 x3~1 z1~1 z2~1 z3~1
#> X=~x2 0.000
#> X=~x3 0.000 0.000
#> Z=~z2 0.000 0.000 0.000
#> Z=~z3 0.000 0.000 0.000 0.000
#> Y=~y2 0.000 0.000 0.000 0.000 0.000
#> Y=~y3 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> x2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> z2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x1~~x1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~1 y2~1 y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3 y1~~y1
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1 0.001
#> y2~1 0.001 0.001
#> y3~1 0.001 0.001 0.001
#> x1~~x1 0.000 0.000 0.000 0.000
#> x2~~x2 0.000 0.000 0.000 0.000 0.000
#> x3~~x3 0.000 0.000 0.000 0.000 0.000 0.000
#> z1~~z1 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z2~~z2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> z3~~z3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y1~~y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3~~y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Z~~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y Y~X Y~Z Y~X:Z
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1
#> y2~~y2 0.000
#> y3~~y3 0.000 0.000
#> X~~X 0.000 0.000 0.000
#> X~~Z 0.000 0.000 0.000 0.001
#> Z~~Z 0.000 0.000 0.000 0.000 0.000
#> Y~~Y 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#> Y~X:Z 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.001
#>
#> $information
#> X=~x2 X=~x3 Z=~z2 Z=~z3 Y=~y2 Y=~y3 x1~1
#> X=~x2 8937.663
#> X=~x3 -2765.298 8143.177
#> Z=~z2 63.680 74.637 9230.430
#> Z=~z3 72.671 81.873 -3031.836 8767.891
#> Y=~y2 -169.928 -194.536 -158.847 -172.302 23778.500
#> Y=~y3 -176.980 -205.734 -169.912 -183.184 -8379.041 20979.839
#> x1~1 32.800 34.357 92.187 97.631 -121.947 -132.437 8008.874
#> x2~1 26.516 26.932 72.263 76.530 -95.591 -103.814 -3632.915
#> x3~1 28.822 30.984 81.006 85.790 -107.157 -116.375 -4072.499
#> z1~1 90.687 98.942 24.553 29.331 -126.457 -133.343 53.740
#> z2~1 76.773 83.762 20.167 24.835 -107.055 -112.885 45.495
#> z3~1 84.227 91.893 22.766 26.728 -117.447 -123.844 49.912
#> y1~1 -23.829 -26.866 -24.077 -28.590 -592.270 -629.967 -175.978
#> y2~1 -19.668 -22.175 -19.873 -23.598 1374.474 -519.987 -145.251
#> y3~1 -20.917 -23.583 -21.135 -25.096 -519.973 1206.437 -154.474
#> x1~~x1 -1393.770 -1480.872 17.214 27.757 -10.435 -11.275 2.627
#> x2~~x2 2715.113 -912.767 25.860 15.803 -6.259 -14.448 -12.831
#> x3~~x3 -1032.219 2739.681 14.433 17.586 14.617 22.611 -2.727
#> z1~~z1 12.166 13.088 -1307.895 -1436.786 14.556 13.758 38.943
#> z2~~z2 33.191 27.773 2843.255 -1035.370 -2.926 0.292 12.432
#> z3~~z3 24.306 33.479 -1118.160 2972.149 -14.388 -17.495 34.484
#> y1~~y1 1.155 0.691 7.148 5.847 -1487.599 -1619.943 2.718
#> y2~~y2 3.596 -5.546 -12.280 -9.371 3042.780 -1161.310 -11.068
#> y3~~y3 -16.478 -12.616 -8.444 -10.839 -1243.130 2846.334 2.592
#> X~~X 1129.522 1258.403 -50.800 -57.746 62.743 65.865 -9.469
#> X~~Z -118.616 -133.004 111.912 130.598 32.062 34.507 -51.817
#> Z~~Z -25.908 -29.569 1157.944 1268.397 48.954 52.058 -16.930
#> Y~~Y -29.986 -43.086 -32.830 -35.137 551.187 591.432 -13.056
#> Y~X -290.129 -314.920 -39.931 -48.678 435.379 458.904 -71.984
#> Y~Z -64.170 -69.124 -275.843 -285.755 396.749 432.186 -418.398
#> Y~X:Z -291.906 -336.777 -317.599 -348.310 418.328 438.023 -76.945
#> x2~1 x3~1 z1~1 z2~1 z3~1 y1~1 y2~1
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1 9487.164
#> x3~1 -3192.312 8577.455
#> z1~1 42.125 47.223 7691.950
#> z2~1 35.662 39.977 -3639.979 9445.822
#> z3~1 39.124 43.858 -3993.346 -3380.655 8930.681
#> y1~1 -137.944 -154.635 -144.351 -122.203 -134.067 7702.338
#> y2~1 -113.858 -127.635 -119.147 -100.866 -110.658 -3983.535 9664.730
#> y3~1 -121.087 -135.739 -126.711 -107.270 -117.684 -4236.451 -3496.751
#> x1~~x1 14.018 15.714 49.547 41.945 46.017 -6.742 -5.565
#> x2~~x2 -27.270 -11.275 13.111 11.100 12.177 4.006 3.306
#> x3~~x3 -2.137 -16.187 31.576 26.731 29.326 5.888 4.860
#> z1~~z1 30.526 34.220 -13.105 -7.846 -8.463 -1.817 -1.500
#> z2~~z2 9.745 10.924 4.616 -5.060 4.381 -2.243 -1.852
#> z3~~z3 27.031 30.302 -7.788 -6.605 -13.272 9.408 7.765
#> y1~~y1 2.130 2.388 -4.844 -4.101 -4.499 -5.513 -2.278
#> y2~~y2 -8.676 -9.726 2.652 2.245 2.463 -2.111 -10.629
#> y3~~y3 2.032 2.277 -3.218 -2.725 -2.989 -1.643 -1.316
#> X~~X -7.422 -8.320 -31.055 -26.290 -28.846 -2.284 -1.885
#> X~~Z -40.618 -45.533 -39.287 -33.259 -36.488 55.734 46.003
#> Z~~Z -13.271 -14.877 7.283 6.165 6.772 -13.172 -10.872
#> Y~~Y -10.234 -11.472 -13.650 -11.556 -12.675 -1.274 -1.051
#> Y~X -56.426 -63.254 -398.926 -337.720 -370.505 -34.499 -28.475
#> Y~Z -327.970 -367.654 -71.454 -60.491 -66.367 -37.586 -31.023
#> Y~X:Z -60.315 -67.613 -51.324 -43.449 -47.672 129.438 106.837
#> y3~1 x1~~x1 x2~~x2 x3~~x3 z1~~z1 z2~~z2 z3~~z3
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1 8510.678
#> x1~~x1 -5.918 15644.485
#> x2~~x2 3.516 3555.646 22119.165
#> x3~~x3 5.169 4015.196 2493.916 18024.329
#> z1~~z1 -1.595 2.197 14.407 21.157 14706.033
#> z2~~z2 -1.969 51.922 -22.951 23.566 3266.326 22141.544
#> z3~~z3 8.259 13.092 42.358 18.605 3942.609 2866.642 19780.844
#> y1~~y1 -2.181 20.128 10.861 17.001 18.818 20.388 35.634
#> y2~~y2 -1.650 6.782 -18.889 29.462 2.999 10.379 -10.309
#> y3~~y3 -6.249 8.646 21.479 -5.534 12.844 -6.952 0.393
#> X~~X -2.005 249.762 149.557 227.823 -9.817 -14.994 -6.750
#> X~~Z 48.924 -23.151 -50.086 -62.739 12.841 13.341 -27.479
#> Z~~Z -11.562 -13.486 4.574 8.668 264.467 187.514 236.181
#> Y~~Y -1.111 87.026 35.733 97.515 85.610 57.211 63.982
#> Y~X -30.283 -170.685 -57.202 -129.176 33.316 -16.882 6.780
#> Y~Z -32.993 -22.850 16.127 4.654 -137.711 -41.476 -143.601
#> Y~X:Z 113.621 -105.092 -100.893 -73.733 -101.360 -116.679 -140.977
#> y1~~y1 y2~~y2 y3~~y3 X~~X X~~Z Z~~Z Y~~Y
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1 14745.960
#> y2~~y2 3703.920 23178.916
#> y3~~y3 4398.475 3330.801 17993.313
#> X~~X -3.198 0.763 5.287 3672.273
#> X~~Z 1.136 0.374 -1.842 -316.945 1819.820
#> Z~~Z -4.966 4.014 4.543 0.776 44.085 3582.778
#> Y~~Y 170.551 79.284 60.619 7.359 -0.955 8.760 759.411
#> Y~X 18.643 -9.542 11.635 120.387 36.084 -2.333 52.220
#> Y~Z -12.941 42.373 -8.506 7.231 59.599 90.467 47.488
#> Y~X:Z -25.587 14.883 54.346 120.907 54.425 111.309 109.091
#> Y~X Y~Z Y~X:Z
#> X=~x2
#> X=~x3
#> Z=~z2
#> Z=~z3
#> Y=~y2
#> Y=~y3
#> x1~1
#> x2~1
#> x3~1
#> z1~1
#> z2~1
#> z3~1
#> y1~1
#> y2~1
#> y3~1
#> x1~~x1
#> x2~~x2
#> x3~~x3
#> z1~~z1
#> z2~~z2
#> z3~~z3
#> y1~~y1
#> y2~~y2
#> y3~~y3
#> X~~X
#> X~~Z
#> Z~~Z
#> Y~~Y
#> Y~X 1549.740
#> Y~Z 320.344 1596.529
#> Y~X:Z -63.161 -27.121 1511.215
#>
#> $loglik
#> [1] -17493.6
#>
#> $iterations
#> [1] 17
#>
#> $convergence
#> [1] TRUE
#>
modsem_inspect(est, what = "matrices")
#> $lambda
#> X Z X:Z Y
#> x1 1.000 0.000 0.000 0.000
#> x2 0.803 0.000 0.000 0.000
#> x3 0.914 0.000 0.000 0.000
#> z1 0.000 1.000 0.000 0.000
#> z2 0.000 0.810 0.000 0.000
#> z3 0.000 0.881 0.000 0.000
#> y1 0.000 0.000 0.000 1.000
#> y2 0.000 0.000 0.000 0.798
#> y3 0.000 0.000 0.000 0.899
#>
#> $theta
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 0.158
#> x2 0.000 0.162
#> x3 0.000 0.000 0.165
#> z1 0.000 0.000 0.000 0.167
#> z2 0.000 0.000 0.000 0.000 0.160
#> z3 0.000 0.000 0.000 0.000 0.000 0.158
#> y1 0.000 0.000 0.000 0.000 0.000 0.000 0.160
#> y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.154
#> y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.164
#>
#> $wmat
#> X Z X:Z Y
#> x1 0.000 0.000 0.000 0.000
#> x2 0.000 0.000 0.000 0.000
#> x3 0.000 0.000 0.000 0.000
#> z1 0.000 0.000 0.000 0.000
#> z2 0.000 0.000 0.000 0.000
#> z3 0.000 0.000 0.000 0.000
#> y1 0.000 0.000 0.000 0.000
#> y2 0.000 0.000 0.000 0.000
#> y3 0.000 0.000 0.000 0.000
#>
#> $tmat
#> x1 x2 x3 z1 z2 z3 y1 y2 y3
#> x1 0.000
#> x2 0.000 0.000
#> x3 0.000 0.000 0.000
#> z1 0.000 0.000 0.000 0.000
#> z2 0.000 0.000 0.000 0.000 0.000
#> z3 0.000 0.000 0.000 0.000 0.000 0.000
#> y1 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y2 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#> y3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
#>
#> $psi
#> X Z X:Z Y
#> X 0.982
#> Z 0.200 1.017
#> X:Z 0.000 0.000 1.039
#> Y 0.000 0.000 0.000 0.980
#>
#> $beta
#> X Z X:Z Y
#> X 0.000 0.000 0.000 0.673
#> Z 0.000 0.000 0.000 0.569
#> X:Z 0.000 0.000 0.000 0.718
#> Y 0.000 0.000 0.000 0.000
#>
#> $nu
#> ~1
#> x1 1.023
#> x2 1.215
#> x3 0.919
#> z1 1.011
#> z2 1.205
#> z3 0.916
#> y1 1.036
#> y2 1.220
#> y3 0.953
#>
#> $alpha
#> ~1
#> X 0.000
#> Z 0.000
#> X:Z 0.200
#> Y 0.000
#>
# }