summarize the results of a multi group model created with mxsem_group_by
Examples
# THE FOLLOWING EXAMPLE IS ADAPTED FROM
# https://openmx.ssri.psu.edu/docs/OpenMx/latest/_static/Rdoc/mxModel.html
library(mxsem)
model <- 'spatial =~ visual + cubes + paper
verbal =~ general + paragrap + sentence
math =~ numeric + series + arithmet'
mg_model <- mxsem(model = model,
data = OpenMx::HS.ability.data) |>
# we want separate models for all combinations of grades and schools:
mxsem_group_by(grouping_variables = "school") |>
mxTryHard()
#> Warning: This function is very experimental and may not yet work properly. Use with caution.
#> The following parameters will be the same across groups:
#> The following parameters will be group specific: spatial→cubes, spatial→paper, verbal→paragrap, verbal→sentence, math→series, math→arithmet, visual↔visual, cubes↔cubes, paper↔paper, general↔general, paragrap↔paragrap, sentence↔sentence, numeric↔numeric, series↔series, arithmet↔arithmet, spatial↔spatial, spatial↔verbal, verbal↔verbal, spatial↔math, verbal↔math, math↔math, one→visual, one→cubes, one→paper, one→general, one→paragrap, one→sentence, one→numeric, one→series, one→arithmet
#> Running untitled52 with 60 parameters
#>
#> Beginning initial fit attempt
#> Running untitled52 with 60 parameters
#>
#> Lowest minimum so far: 15915.8767169525
#>
#> Solution found
#>
#>
#> Solution found! Final fit=15915.877 (started at 11279122) (1 attempt(s): 1 valid, 0 errors)
#> Start values from best fit:
#> 0.42970024624698,0.286020187871656,0.312263928578312,0.44236978394511,2.27692227606046,0.956880866750664,23.8905916910492,15.2680590691191,5.97876328982393,55.1501510703319,3.53185203754856,5.84672550707086,14.0525210559141,39.6628088810004,13.6971925997571,23.5808248341328,25.1605093071122,79.8194252366533,12.1068540387422,18.961368010016,9.13350716275781,29.5792878042905,24.7999952666581,14.3034423053741,44.8482350020105,9.95171613458518,18.848265422415,14.4551613508707,18.7516956421916,25.8275798250657,0.318436450815367,0.222419710437766,0.302365185799373,0.479270964675901,-477.158850746814,-137.413675278134,17.4594141987673,20.7372633772988,6.42377323425363,48.0341463079278,3.66229299796762,6.68701918389048,19.4746526363489,12.3785669987472,13.7553948735031,32.7939308546732,25.3518621804176,89.8931843312095,-0.0660051500984448,-0.0832335213037829,0.000287598875064043,29.6474287770846,23.9359008556727,14.1602548174439,36.6986849232155,8.4679458003026,15.9807683520397,13.8910258508911,17.54486501665,22.7692319425606
# let's summarize the results:
summarize_multi_group_model(mg_model)
#>
#>
#> --------------------------------------------------------------------------------
#> Common Parameters:
#> [1] name matrix row col Estimate Std.Error lbound
#> [8] ubound lboundMet uboundMet
#> <0 rows> (or 0-length row.names)
#> --------------------------------------------------------------------------------
#> group_1:
#> # A tibble: 1 × 1
#> school
#> <fct>
#> 1 Grant-White
#>
#> name matrix row col Estimate
#> 1 spatial→cubes_group_1 untitled52_group_1.A cubes spatial 0.4297002
#> 2 spatial→paper_group_1 untitled52_group_1.A paper spatial 0.2860202
#> 3 verbal→paragrap_group_1 untitled52_group_1.A paragrap verbal 0.3122639
#> 4 verbal→sentence_group_1 untitled52_group_1.A sentence verbal 0.4423698
#> 5 math→series_group_1 untitled52_group_1.A series math 2.2769223
#> 6 math→arithmet_group_1 untitled52_group_1.A arithmet math 0.9568809
#> 7 visual↔visual_group_1 untitled52_group_1.S visual visual 23.8905917
#> 8 cubes↔cubes_group_1 untitled52_group_1.S cubes cubes 15.2680591
#> 9 paper↔paper_group_1 untitled52_group_1.S paper paper 5.9787633
#> 10 general↔general_group_1 untitled52_group_1.S general general 55.1501511
#> 11 paragrap↔paragrap_group_1 untitled52_group_1.S paragrap paragrap 3.5318520
#> 12 sentence↔sentence_group_1 untitled52_group_1.S sentence sentence 5.8467255
#> 13 numeric↔numeric_group_1 untitled52_group_1.S numeric numeric 14.0525211
#> 14 series↔series_group_1 untitled52_group_1.S series series 39.6628089
#> 15 arithmet↔arithmet_group_1 untitled52_group_1.S arithmet arithmet 13.6971926
#> 16 spatial↔spatial_group_1 untitled52_group_1.S spatial spatial 23.5808248
#> 17 spatial↔verbal_group_1 untitled52_group_1.S spatial verbal 25.1605093
#> 18 verbal↔verbal_group_1 untitled52_group_1.S verbal verbal 79.8194252
#> 19 spatial↔math_group_1 untitled52_group_1.S spatial math 12.1068540
#> 20 verbal↔math_group_1 untitled52_group_1.S verbal math 18.9613680
#> 21 math↔math_group_1 untitled52_group_1.S math math 9.1335072
#> 22 one→visual_group_1 untitled52_group_1.M 1 visual 29.5792878
#> 23 one→cubes_group_1 untitled52_group_1.M 1 cubes 24.7999953
#> 24 one→paper_group_1 untitled52_group_1.M 1 paper 14.3034423
#> 25 one→general_group_1 untitled52_group_1.M 1 general 44.8482350
#> 26 one→paragrap_group_1 untitled52_group_1.M 1 paragrap 9.9517161
#> 27 one→sentence_group_1 untitled52_group_1.M 1 sentence 18.8482654
#> 28 one→numeric_group_1 untitled52_group_1.M 1 numeric 14.4551614
#> 29 one→series_group_1 untitled52_group_1.M 1 series 18.7516956
#> 30 one→arithmet_group_1 untitled52_group_1.M 1 arithmet 25.8275798
#> Std.Error lbound ubound lboundMet uboundMet
#> 1 24.9051952 NA NA FALSE FALSE
#> 2 39.6626446 NA NA FALSE FALSE
#> 3 93.4239493 NA NA FALSE FALSE
#> 4 70.1629644 NA NA FALSE FALSE
#> 5 9.3354947 NA NA FALSE FALSE
#> 6 16.7200341 NA NA FALSE FALSE
#> 7 0.5212826 1e-06 NA FALSE FALSE
#> 8 1.0288784 1e-06 NA FALSE FALSE
#> 9 2.5980737 1e-06 NA FALSE FALSE
#> 10 0.2524053 1e-06 NA FALSE FALSE
#> 11 3.4811686 1e-06 NA FALSE FALSE
#> 12 1.9305050 1e-06 NA FALSE FALSE
#> 13 1.0516710 1e-06 NA FALSE FALSE
#> 14 0.3251193 1e-06 NA FALSE FALSE
#> 15 1.0889142 1e-06 NA FALSE FALSE
#> 16 0.6516162 1e-06 NA FALSE FALSE
#> 17 0.6050207 NA NA FALSE FALSE
#> 18 0.2724849 1e-06 NA FALSE FALSE
#> 19 1.8693526 NA NA FALSE FALSE
#> 20 1.2121663 NA NA FALSE FALSE
#> 21 2.2905622 1e-06 NA FALSE FALSE
#> 22 4.2133170 NA NA FALSE FALSE
#> 23 5.9192778 NA NA FALSE FALSE
#> 24 9.4067338 NA NA FALSE FALSE
#> 25 2.9318371 NA NA FALSE FALSE
#> 26 10.8878198 NA NA FALSE FALSE
#> 27 8.1087199 NA NA FALSE FALSE
#> 28 5.9845486 NA NA FALSE FALSE
#> 29 3.3272475 NA NA FALSE FALSE
#> 30 6.0895978 NA NA FALSE FALSE
#> --------------------------------------------------------------------------------
#> group_2:
#> # A tibble: 1 × 1
#> school
#> <fct>
#> 1 Pasteur
#>
#> name matrix row col
#> 31 spatial→cubes_group_2 untitled52_group_2.A cubes spatial
#> 32 spatial→paper_group_2 untitled52_group_2.A paper spatial
#> 33 verbal→paragrap_group_2 untitled52_group_2.A paragrap verbal
#> 34 verbal→sentence_group_2 untitled52_group_2.A sentence verbal
#> 35 math→series_group_2 untitled52_group_2.A series math
#> 36 math→arithmet_group_2 untitled52_group_2.A arithmet math
#> 37 visual↔visual_group_2 untitled52_group_2.S visual visual
#> 38 cubes↔cubes_group_2 untitled52_group_2.S cubes cubes
#> 39 paper↔paper_group_2 untitled52_group_2.S paper paper
#> 40 general↔general_group_2 untitled52_group_2.S general general
#> 41 paragrap↔paragrap_group_2 untitled52_group_2.S paragrap paragrap
#> 42 sentence↔sentence_group_2 untitled52_group_2.S sentence sentence
#> 43 numeric↔numeric_group_2 untitled52_group_2.S numeric numeric
#> 44 series↔series_group_2 untitled52_group_2.S series series
#> 45 arithmet↔arithmet_group_2 untitled52_group_2.S arithmet arithmet
#> 46 spatial↔spatial_group_2 untitled52_group_2.S spatial spatial
#> 47 spatial↔verbal_group_2 untitled52_group_2.S spatial verbal
#> 48 verbal↔verbal_group_2 untitled52_group_2.S verbal verbal
#> 49 spatial↔math_group_2 untitled52_group_2.S spatial math
#> 50 verbal↔math_group_2 untitled52_group_2.S verbal math
#> 51 math↔math_group_2 untitled52_group_2.S math math
#> 52 one→visual_group_2 untitled52_group_2.M 1 visual
#> 53 one→cubes_group_2 untitled52_group_2.M 1 cubes
#> 54 one→paper_group_2 untitled52_group_2.M 1 paper
#> 55 one→general_group_2 untitled52_group_2.M 1 general
#> 56 one→paragrap_group_2 untitled52_group_2.M 1 paragrap
#> 57 one→sentence_group_2 untitled52_group_2.M 1 sentence
#> 58 one→numeric_group_2 untitled52_group_2.M 1 numeric
#> 59 one→series_group_2 untitled52_group_2.M 1 series
#> 60 one→arithmet_group_2 untitled52_group_2.M 1 arithmet
#> Estimate Std.Error lbound ubound lboundMet uboundMet
#> 31 3.184365e-01 2.685566e+01 NA NA FALSE FALSE
#> 32 2.224197e-01 4.786987e+01 NA NA FALSE FALSE
#> 33 3.023652e-01 1.021680e+02 NA NA FALSE FALSE
#> 34 4.792710e-01 7.129340e+01 NA NA FALSE FALSE
#> 35 -4.771589e+02 7.037660e-02 NA NA FALSE FALSE
#> 36 -1.374137e+02 1.036822e-01 NA NA FALSE FALSE
#> 37 1.745941e+01 5.399239e-01 1e-06 NA FALSE FALSE
#> 38 2.073726e+01 8.179357e-01 1e-06 NA FALSE FALSE
#> 39 6.423773e+00 2.577557e+00 1e-06 NA FALSE FALSE
#> 40 4.803415e+01 2.872018e-01 1e-06 NA FALSE FALSE
#> 41 3.662293e+00 3.557058e+00 1e-06 NA FALSE FALSE
#> 42 6.687019e+00 1.687028e+00 1e-06 NA FALSE FALSE
#> 43 1.947465e+01 9.070805e-01 1e-06 NA FALSE FALSE
#> 44 1.237857e+01 4.048493e-01 1e-06 NA FALSE FALSE
#> 45 1.375539e+01 1.215633e+00 1e-06 NA FALSE FALSE
#> 46 3.279393e+01 5.319196e-01 1e-06 NA FALSE FALSE
#> 47 2.535186e+01 4.933868e-01 NA NA FALSE FALSE
#> 48 8.989318e+01 2.222927e-01 1e-06 NA FALSE FALSE
#> 49 -6.600515e-02 3.181335e+02 NA NA FALSE FALSE
#> 50 -8.323352e-02 1.984140e+02 NA NA FALSE FALSE
#> 51 2.875989e-04 8.016813e+04 1e-06 NA TRUE FALSE
#> 52 2.964743e+01 4.366660e+00 NA NA FALSE FALSE
#> 53 2.393590e+01 5.375164e+00 NA NA FALSE FALSE
#> 54 1.416025e+01 9.541825e+00 NA NA FALSE FALSE
#> 55 3.669868e+01 3.185245e+00 NA NA FALSE FALSE
#> 56 8.467946e+00 1.120899e+01 NA NA FALSE FALSE
#> 57 1.598077e+01 7.719842e+00 NA NA FALSE FALSE
#> 58 1.389103e+01 5.660532e+00 NA NA FALSE FALSE
#> 59 1.754487e+01 3.779672e+00 NA NA FALSE FALSE
#> 60 2.276923e+01 6.552698e+00 NA NA FALSE FALSE
#>
#> --------------------------------------------------------------------------------