setwd("C:/Work Files/Dissertations/Gina Drury")Gina Dissertation
Below are the main packages being used for these analyses. mice (multiple imputation chained equations) is loaded to manage missing data. This includes both assessing missingness and conducting any necessary imputations. Lavaan is the SEM package, and tidyverse is an umbrella of packages that are used for data cleaning, management, and graphing.
library(mice)
Attaching package: 'mice'The following object is masked from 'package:stats':
filterThe following objects are masked from 'package:base':
cbind, rbindlibrary(lavaan)This is lavaan 0.6-19
lavaan is FREE software! Please report any bugs.library(tidyverse)── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.1.4 ✔ readr 2.1.5
✔ forcats 1.0.0 ✔ stringr 1.5.1
✔ ggplot2 3.5.2 ✔ tibble 3.2.1
✔ lubridate 1.9.4 ✔ tidyr 1.3.1
✔ purrr 1.0.4 ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks mice::filter(), stats::filter()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorscleaned_data_final2 <- read.csv("cleaned_data_final2.csv")The block below restructures the final data set such that the categorical variables are coded as ordered factors. This needed to incorporate them into the SEM model.
str(cleaned_data_final2)'data.frame': 291 obs. of 51 variables:
$ X : int 1 2 3 4 5 6 7 8 9 10 ...
$ oboe_group : chr "control" "control" "control" "control" ...
$ pcedlevel : int NA 7 6 3 5 2 4 6 5 3 ...
$ hseincom : int NA 7 4 1 1 1 4 7 2 2 ...
$ bzip : int NA 44118 44106 44132 44102 41042 41042 45242 41012 45103 ...
$ maristat : chr "Single" "Married" "Single" "Single" ...
$ zip : int 44132 44118 44106 44132 44102 41042 41042 54242 41042 45102 ...
$ diabpprg : chr "No" "No" "No" "No" ...
$ gestdiab : chr "No" "No" "No" "No" ...
$ hyp : chr "No" "No" "No" "No" ...
$ pree : chr "No" "No" "No" "No" ...
$ hepc : chr "Unknown" "No" "Unknown" "Unknown" ...
$ hiv : chr "No" "No" "No" "No" ...
$ hepb : chr "No" "No" "No" "No" ...
$ syph : chr "No" "No" "No" "No" ...
$ gon : chr "No" "No" "No" "No" ...
$ chlmyd : chr "No" "No" "No" "No" ...
$ acescore : int NA 0 2 1 0 3 0 0 2 1 ...
$ Dep_Score : num NA 38.2 38.2 38.2 47.5 54.1 47.5 38.2 49.4 44.7 ...
$ Anx_Score : num NA 45.9 37.1 37.1 56.4 63.5 49.4 37.1 47.8 49.4 ...
$ Anger_Score : num NA 48.4 48.4 52.7 50.6 52.7 52.7 50.6 48.4 46.3 ...
$ Supp_Score : num NA 62 62 62 49 49 62 62 62 62 ...
$ Meaning_Score : num NA 68.4 37.1 68.4 58.8 48.8 61.1 55 64.1 68.4 ...
$ gawks : int 39 40 41 40 39 39 39 37 40 40 ...
$ gaday : int 4 2 1 5 5 2 3 3 4 0 ...
$ imhbirthwt : num 3.4 3.69 3.84 3.61 3.57 ...
$ imh_birthhcr : num 34.5 33.5 35.5 34 34 34.3 35.6 33.5 33.6 33 ...
$ imh_birthlt : num 52.5 53 54.5 54.5 53 53.3 52.1 54 53.3 53 ...
$ apgar1m : int 9 9 9 9 9 8 9 8 9 8 ...
$ apgar5m : int 9 9 9 9 9 9 9 9 9 9 ...
$ sex : chr "Male" "Female" "Female" "Female" ...
$ n2attention : num 4.71 6 5.71 6.14 4.14 4.14 4.43 5.43 4.43 3 ...
$ n2regulation : num 6.13 6.51 6.36 5.92 6.16 3.33 4.11 5.19 4.17 3.92 ...
$ n2arousal : num 5.88 5.08 4.76 3.36 4.56 3.76 4.96 2.56 3.96 4.16 ...
$ n2tone : num 4.9 4.9 4.8 4.9 4.3 4.2 5.1 4.9 4.7 4.9 ...
$ n2tonehi : int 0 0 0 0 0 0 0 0 0 0 ...
$ n2tonelo : int 0 0 0 0 0 1 0 0 0 0 ...
$ n2tonemix : int 0 0 0 0 0 0 0 0 0 0 ...
$ n2nonoptref : num 2 1 1.5 1 3 2.5 2 2.5 2 2.5 ...
$ n2qmove : num 8.67 8 8.33 6.33 8.5 4.33 8 7.75 5.67 7.25 ...
$ n2stress : num 1 1 1 1 1.17 1.51 1.17 1.68 1.17 1.34 ...
$ ethnc : chr "NotHis" "NotHis" "NotHis" "NotHis" ...
$ MomOnlyFSIQ : int NA 115 135 104 88 125 96 131 108 98 ...
$ final_nnns_class : int 3 1 1 2 1 2 1 2 1 1 ...
$ MatAge : int 20 34 34 21 32 24 32 35 25 22 ...
$ prenatal_collapsed: chr "adequate" "adequate" "adequate" "inadequate" ...
$ collapsed_mentheal: chr "None" "None" "None" "None" ...
$ mmins_combined : chr "private" "private" "public" "public" ...
$ mrace_combined : chr "Black" "White" "White" "Black" ...
$ othersub_y_n : chr "No" "Yes" "Yes" "No" ...
$ any_subuse_y_n : chr "No" "Yes" "Yes" "No" ...cleaned_data_final2.1 <- cleaned_data_final2 %>% mutate(across(where(is.factor), ordered))
cleaned_data_final2.1_oboe_only <--(cleaned_data_final2.1$oboe_group==2)md.pattern is a function for assessing patterns of missingness in the data. Based on the graph below there is not a gread deal of missing data. Blue squares indicate non-missing cases, red squares indicate variables with at least 1 missing case. The left axis indicates how many cases in the data set display the pattern of missingness for that row. The right axis indicates how many variables in that pattern are missing values. The top row, for example, indicates a pattern with no missing data on any variables (i.e., the zero on the right axis) and that there are n=188 participants with that pattern. The second row indicates that there is 1 participant (left axis) missing data on 1 variable (right axis). There does not appear to be any systematic pattern to the missingness that would indicate MNAR and so imputation and FIML techniques for handling missingess are appropriate. A formal Little’s MCAR test could be conducted, but for a data set this size and this level of missingness the results are always a bit suspect.
md.pattern(cleaned_data_final2)
X oboe_group maristat zip hepc hiv hepb syph gon chlmyd gawks gaday
188 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1 1 1 1
12 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
14 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1 1 1 1
5 1 1 1 1 1 1 1 1 1 1 1 1
10 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1 1 1 1
8 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
6 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0 0 0
imhbirthwt apgar1m apgar5m sex n2tone n2tonehi n2tonelo n2tonemix ethnc
188 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1
12 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
14 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1
5 1 1 1 1 1 1 1 1 1
10 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1
8 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
6 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
final_nnns_class MatAge collapsed_mentheal mmins_combined mrace_combined
188 1 1 1 1 1
1 1 1 1 1 1
4 1 1 1 1 1
12 1 1 1 1 1
1 1 1 1 1 1
14 1 1 1 1 1
1 1 1 1 1 1
2 1 1 1 1 1
3 1 1 1 1 1
5 1 1 1 1 1
10 1 1 1 1 1
1 1 1 1 1 1
4 1 1 1 1 1
3 1 1 1 1 1
8 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
6 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
2 1 1 1 1 1
1 1 1 1 1 1
4 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
2 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
2 1 1 1 1 1
1 1 1 1 1 1
1 1 1 1 1 1
0 0 0 0 0
othersub_y_n any_subuse_y_n n2arousal n2nonoptref n2stress imh_birthhcr
188 1 1 1 1 1 1
1 1 1 1 1 1 1
4 1 1 1 1 1 1
12 1 1 1 1 1 1
1 1 1 1 1 1 1
14 1 1 1 1 1 1
1 1 1 1 1 1 1
2 1 1 1 1 1 1
3 1 1 1 1 1 1
5 1 1 1 1 1 1
10 1 1 1 1 1 1
1 1 1 1 1 1 1
4 1 1 1 1 1 1
3 1 1 1 1 1 1
8 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
6 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
2 1 1 1 1 1 1
1 1 1 1 1 1 1
4 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
2 1 1 1 1 1 1
1 1 1 1 1 1 1
1 1 1 1 1 1 1
2 1 1 1 1 1 0
1 1 1 1 0 1 1
1 1 1 0 1 0 1
0 0 1 1 1 2
imh_birthlt n2regulation n2qmove diabpprg pree hyp acescore pcedlevel bzip
188 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1
12 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
14 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
2 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1
5 1 1 1 1 1 1 1 1 1
10 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
4 1 1 1 1 1 1 1 1 1
3 1 1 1 1 1 1 1 1 1
8 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 0 0
1 1 1 1 1 1 1 1 0 0
1 1 1 1 1 1 1 0 1 1
6 1 1 1 1 1 1 0 0 0
1 1 1 1 1 1 1 0 0 0
1 1 1 1 1 1 1 0 0 0
2 1 1 1 1 1 0 1 1 1
1 1 1 1 1 0 1 1 1 1
4 1 1 1 0 0 0 1 1 1
1 1 1 1 0 0 0 1 1 1
1 1 1 1 0 0 0 0 0 0
2 1 1 0 1 1 1 1 1 1
1 1 0 1 1 1 1 1 1 1
1 1 0 1 1 1 1 1 1 1
2 0 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 0 0 1 1 1 1 1 1
2 3 3 6 7 8 10 11 11
gestdiab prenatal_collapsed MomOnlyFSIQ n2attention hseincom Supp_Score
188 1 1 1 1 1 1
1 1 1 1 1 1 1
4 1 1 1 1 1 0
12 1 1 1 1 0 1
1 1 1 1 1 0 0
14 1 1 1 0 1 1
1 1 1 1 0 1 1
2 1 1 1 0 1 0
3 1 1 1 0 0 1
5 1 1 0 1 1 1
10 1 1 0 1 1 0
1 1 1 0 1 0 0
4 1 1 0 0 1 1
3 1 1 0 0 1 0
8 1 0 1 1 1 1
1 1 0 1 1 0 1
1 1 0 1 0 1 1
1 1 0 0 1 1 0
1 0 1 1 1 1 1
1 0 1 0 1 1 1
1 0 1 0 0 0 0
1 1 1 1 1 0 1
1 1 1 1 1 0 0
1 1 1 0 1 1 0
6 1 1 1 1 0 0
1 1 1 0 1 0 0
1 1 0 1 1 0 0
2 1 1 1 1 1 1
1 0 1 1 1 1 1
4 0 1 1 1 1 1
1 0 0 1 1 0 1
1 0 1 0 1 0 0
2 1 1 1 1 1 1
1 1 1 1 0 1 1
1 0 1 1 1 0 0
2 1 1 1 1 1 1
1 1 1 1 1 0 1
1 1 1 1 0 1 1
11 13 29 31 33 35
Anx_Score Anger_Score Meaning_Score Dep_Score
188 1 1 1 1 0
1 1 1 1 0 1
4 0 0 0 0 5
12 1 1 1 1 1
1 0 0 0 0 6
14 1 1 1 1 1
1 0 0 0 0 5
2 0 0 0 0 6
3 1 1 1 1 2
5 1 1 1 1 1
10 0 0 0 0 6
1 0 0 0 0 7
4 1 1 1 1 2
3 0 0 0 0 7
8 1 1 1 1 1
1 1 1 1 1 2
1 1 1 1 1 2
1 0 0 0 0 7
1 1 1 1 1 1
1 1 1 1 1 2
1 0 0 0 0 9
1 1 1 1 1 3
1 0 0 0 0 8
1 0 0 0 0 7
6 0 0 0 0 9
1 0 0 0 0 10
1 0 0 0 0 10
2 1 1 1 1 1
1 1 1 1 1 2
4 1 1 1 1 4
1 1 1 1 1 6
1 0 0 0 0 14
2 1 1 1 1 1
1 1 1 1 1 2
1 0 0 0 0 8
2 1 1 1 1 2
1 1 1 1 1 2
1 1 1 1 1 5
36 36 36 37 363This block was from an exploratory analysis and isn’t needed for any subsequent analyses and can be ignored.
imputed_data <- mice(cleaned_data_final2, m = 3, method = 'pmm', seed = 123)
iter imp variable
1 1 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
1 2 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
1 3 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
2 1 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
2 2 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
2 3 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
3 1 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
3 2 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
3 3 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
4 1 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
4 2 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
4 3 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
5 1 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
5 2 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQ
5 3 pcedlevel hseincom bzip acescore Dep_Score Anx_Score Anger_Score Supp_Score Meaning_Score imh_birthhcr imh_birthlt n2attention n2regulation n2arousal n2nonoptref n2qmove n2stress MomOnlyFSIQWarning: Number of logged events: 35summary(imputed_data)Class: mids
Number of multiple imputations: 3
Imputation methods:
X oboe_group pcedlevel hseincom
"" "" "pmm" "pmm"
bzip maristat zip diabpprg
"pmm" "" "" ""
gestdiab hyp pree hepc
"" "" "" ""
hiv hepb syph gon
"" "" "" ""
chlmyd acescore Dep_Score Anx_Score
"" "pmm" "pmm" "pmm"
Anger_Score Supp_Score Meaning_Score gawks
"pmm" "pmm" "pmm" ""
gaday imhbirthwt imh_birthhcr imh_birthlt
"" "" "pmm" "pmm"
apgar1m apgar5m sex n2attention
"" "" "" "pmm"
n2regulation n2arousal n2tone n2tonehi
"pmm" "pmm" "" ""
n2tonelo n2tonemix n2nonoptref n2qmove
"" "" "pmm" "pmm"
n2stress ethnc MomOnlyFSIQ final_nnns_class
"pmm" "" "pmm" ""
MatAge prenatal_collapsed collapsed_mentheal mmins_combined
"" "" "" ""
mrace_combined othersub_y_n any_subuse_y_n
"" "" ""
PredictorMatrix:
X oboe_group pcedlevel hseincom bzip maristat zip diabpprg gestdiab
X 0 0 1 1 1 0 1 0 0
oboe_group 1 0 1 1 1 0 1 0 0
pcedlevel 1 0 0 1 1 0 1 0 0
hseincom 1 0 1 0 1 0 1 0 0
bzip 1 0 1 1 0 0 1 0 0
maristat 1 0 1 1 1 0 1 0 0
hyp pree hepc hiv hepb syph gon chlmyd acescore Dep_Score Anx_Score
X 0 0 0 0 0 0 0 0 1 1 1
oboe_group 0 0 0 0 0 0 0 0 1 1 1
pcedlevel 0 0 0 0 0 0 0 0 1 1 1
hseincom 0 0 0 0 0 0 0 0 1 1 1
bzip 0 0 0 0 0 0 0 0 1 1 1
maristat 0 0 0 0 0 0 0 0 1 1 1
Anger_Score Supp_Score Meaning_Score gawks gaday imhbirthwt
X 1 1 1 1 1 1
oboe_group 1 1 1 1 1 1
pcedlevel 1 1 1 1 1 1
hseincom 1 1 1 1 1 1
bzip 1 1 1 1 1 1
maristat 1 1 1 1 1 1
imh_birthhcr imh_birthlt apgar1m apgar5m sex n2attention
X 1 1 1 1 0 1
oboe_group 1 1 1 1 0 1
pcedlevel 1 1 1 1 0 1
hseincom 1 1 1 1 0 1
bzip 1 1 1 1 0 1
maristat 1 1 1 1 0 1
n2regulation n2arousal n2tone n2tonehi n2tonelo n2tonemix
X 1 1 1 1 1 1
oboe_group 1 1 1 1 1 1
pcedlevel 1 1 1 1 1 1
hseincom 1 1 1 1 1 1
bzip 1 1 1 1 1 1
maristat 1 1 1 1 1 1
n2nonoptref n2qmove n2stress ethnc MomOnlyFSIQ final_nnns_class
X 1 1 1 0 1 1
oboe_group 1 1 1 0 1 1
pcedlevel 1 1 1 0 1 1
hseincom 1 1 1 0 1 1
bzip 1 1 1 0 1 1
maristat 1 1 1 0 1 1
MatAge prenatal_collapsed collapsed_mentheal mmins_combined
X 1 0 0 0
oboe_group 1 0 0 0
pcedlevel 1 0 0 0
hseincom 1 0 0 0
bzip 1 0 0 0
maristat 1 0 0 0
mrace_combined othersub_y_n any_subuse_y_n
X 0 0 0
oboe_group 0 0 0
pcedlevel 0 0 0
hseincom 0 0 0
bzip 0 0 0
maristat 0 0 0
Number of logged events: 35
it im dep meth out
1 0 0 constant oboe_group
2 0 0 constant maristat
3 0 0 constant diabpprg
4 0 0 constant gestdiab
5 0 0 constant hyp
6 0 0 constant preecompleted_data <- complete(imputed_data, 1)
head(completed_data) X oboe_group pcedlevel hseincom bzip maristat zip diabpprg gestdiab hyp
1 1 control 3 3 45205 Single 44132 No No No
2 2 control 7 7 44118 Married 44118 No No No
3 3 control 6 4 44106 Single 44106 No No No
4 4 control 3 1 44132 Single 44132 No No No
5 5 control 5 1 44102 Single 44102 No No No
6 6 control 2 1 41042 Single 41042 No <NA> No
pree hepc hiv hepb syph gon chlmyd acescore Dep_Score Anx_Score
1 No Unknown No No No No No 7 38.2 37.1
2 No No No No No No No 0 38.2 45.9
3 No Unknown No No No No No 2 38.2 37.1
4 No Unknown No No No No No 1 38.2 37.1
5 No Unknown No No No No No 0 47.5 56.4
6 <NA> Unknown No No Unknown Unknown Unknown 3 54.1 63.5
Anger_Score Supp_Score Meaning_Score gawks gaday imhbirthwt imh_birthhcr
1 32.9 62 68.4 39 4 3.40 34.5
2 48.4 62 68.4 40 2 3.69 33.5
3 48.4 62 37.1 41 1 3.84 35.5
4 52.7 62 68.4 40 5 3.61 34.0
5 50.6 49 58.8 39 5 3.57 34.0
6 52.7 49 48.8 39 2 3.67 34.3
imh_birthlt apgar1m apgar5m sex n2attention n2regulation n2arousal n2tone
1 52.5 9 9 Male 4.71 6.13 5.88 4.9
2 53.0 9 9 Female 6.00 6.51 5.08 4.9
3 54.5 9 9 Female 5.71 6.36 4.76 4.8
4 54.5 9 9 Female 6.14 5.92 3.36 4.9
5 53.0 9 9 Male 4.14 6.16 4.56 4.3
6 53.3 8 9 Male 4.14 3.33 3.76 4.2
n2tonehi n2tonelo n2tonemix n2nonoptref n2qmove n2stress ethnc MomOnlyFSIQ
1 0 0 0 2.0 8.67 1.00 NotHis 93
2 0 0 0 1.0 8.00 1.00 NotHis 115
3 0 0 0 1.5 8.33 1.00 NotHis 135
4 0 0 0 1.0 6.33 1.00 NotHis 104
5 0 0 0 3.0 8.50 1.17 NotHis 88
6 0 1 0 2.5 4.33 1.51 Unknown 125
final_nnns_class MatAge prenatal_collapsed collapsed_mentheal mmins_combined
1 3 20 adequate None private
2 1 34 adequate None private
3 1 34 adequate None public
4 2 21 inadequate None public
5 1 32 adequate None public
6 2 24 inadequate AnxDep public
mrace_combined othersub_y_n any_subuse_y_n
1 Black No No
2 White Yes Yes
3 White Yes Yes
4 Black No No
5 Black No No
6 White No NoThis block of code is just to clean up some of the categorical data for use in the SEM model. Nothing really to be reported.
cat_vars <- names(cleaned_data_final2.1)[sapply(cleaned_data_final2.1, is.factor)]
head(cat_vars)character(0)library(forcats)
# Collapse rare levels in all categorical variables
cleaned_data_final2.1[cat_vars] <- lapply(cleaned_data_final2.1[cat_vars], function(x) {
fct_lump_min(x, min = 5) # Change threshold based on your data
})The following block of code is for assessing the model fit of the measurement model. By ensuring that the measurement model fits the data adequately before testing any relationships between latent variables any future model misfit can be attributed to the hypothesized relationships among latent constructs rather than relationships between the observed measures and the latent constructs for which they ostensibly serve as indicators. It only needs a sentence in the results section under preliminary analyses.
The model produced a moderate fit to the data. The exact fit chi-sq was significant, \(\chi^2(316) = 514.203, p < .001\). But due to a large sample, the exact fit is not a reliable index of model fit / misfit as even small deviations between the observed covariance matrix [\(\sigma\)] and the model implied covariance matrix [s]. The CFI = .89 and the TLI = .88 are both below the threshold of .9 for acceptable fit and well below the .95 criterion for good fit. The RMSEA = .047, however, which does indicate a good fit. These inconsistencies usually arise from data that doesn’t strictly meet the assumptions of the GLM for which the CFI and TLI are more sensitive than the RMSEA. Although the SRMR is also too large at 0.152. Examining the output, it would appear that hepc is the main culprit as the factor loading is non-significant and approaching 0 ( b=-0.046). Modification indices would also suggest that hepc is problematic. The confounding of race and indicators of substance use along with hepc may also be contributing to model misfit to some degree.
eliminating hepc from the Mat_Health construct and adding correlations between hepc and mrace_combined and any_subuse_y_n did improve model fit slightly. The CFI and TLI both crossed the 0.9 threshold and are at least consistent with the RMSEA.
M_model <- '
Mat_Health =~ diabpprg + gestdiab + hyp + prenatal_collapsed + hiv + hepb + syph + chlmyd + any_subuse_y_n
MatMen_health =~ collapsed_mentheal + acescore + Dep_Score + Anx_Score + Anger_Score + Supp_Score + Meaning_Score
Infant =~ imhbirthwt + imh_birthlt + imh_birthhcr + gawks + sex
SocioDem =~ MatAge + mmins_combined + mrace_combined + pcedlevel + MomOnlyFSIQ + any_subuse_y_n
hepc ~~ any_subuse_y_n
hepc ~~ mrace_combined
'
M_model_fit <- sem(M_model, estimator= "WLSMV", data=cleaned_data_final2.1, std.lv=TRUE,missing = "pairwise", mimic = "Mplus")Warning: lavaan->lav_options_est_dwls():
estimator "DWLS" is not recommended for continuous data. Did you forget to
set the ordered= argument?Warning: lavaan->lav_samplestats_from_data():
number of observations (291) too small to compute GammaWarning: lavaan->lav_model_vcov():
The variance-covariance matrix of the estimated parameters (vcov) does not
appear to be positive definite! The smallest eigenvalue (= -6.390605e-06)
is smaller than zero. This may be a symptom that the model is not
identified.Warning: lavaan->lav_object_post_check():
covariance matrix of latent variables is not positive definite ; use
lavInspect(fit, "cov.lv") to investigate.summary(M_model_fit, fit.measures = TRUE, standardized=TRUE)lavaan 0.6-19 ended normally after 103 iterations
Estimator DWLS
Optimization method NLMINB
Number of model parameters 89
Number of observations 291
Number of missing patterns 23
Model Test User Model:
Standard Scaled
Test Statistic 455.813 416.737
Degrees of freedom 316 316
P-value (Chi-square) 0.000 0.000
Scaling correction factor 1.998
Shift parameter 188.612
simple second-order correction (WLSMV)
Model Test Baseline Model:
Test statistic 2167.704 1054.827
Degrees of freedom 351 351
P-value 0.000 0.000
Scaling correction factor 2.581
User Model versus Baseline Model:
Comparative Fit Index (CFI) 0.923 0.857
Tucker-Lewis Index (TLI) 0.915 0.841
Robust Comparative Fit Index (CFI) 0.923
Robust Tucker-Lewis Index (TLI) 0.915
Root Mean Square Error of Approximation:
RMSEA 0.039 0.033
90 Percent confidence interval - lower 0.031 0.024
90 Percent confidence interval - upper 0.047 0.041
P-value H_0: RMSEA <= 0.050 0.991 1.000
P-value H_0: RMSEA >= 0.080 0.000 0.000
Robust RMSEA 0.047
90 Percent confidence interval - lower 0.034
90 Percent confidence interval - upper 0.059
P-value H_0: Robust RMSEA <= 0.050 0.656
P-value H_0: Robust RMSEA >= 0.080 0.000
Standardized Root Mean Square Residual:
SRMR 0.062 0.062
Parameter Estimates:
Standard errors Robust.sem
Information Expected
Information saturated (h1) model Unstructured
Latent Variables:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
Mat_Health =~
diabpprg 0.002 0.003 0.855 0.393 0.002 0.024
gestdiab 0.002 0.010 0.165 0.869 0.002 0.007
hyp 0.064 0.034 1.886 0.059 0.064 0.153
prenatl_cllpsd 0.052 0.029 1.767 0.077 0.052 0.139
hiv -0.016 0.015 -1.114 0.265 -0.016 -0.078
hepb 0.007 0.012 0.579 0.563 0.007 0.034
syph 0.016 0.014 1.111 0.267 0.016 0.067
chlmyd 0.042 0.031 1.347 0.178 0.042 0.106
any_subuse_y_n 0.064 0.036 1.803 0.071 0.064 0.141
MatMen_health =~
collapsd_mnthl 0.311 0.051 6.058 0.000 0.311 0.331
acescore -0.961 0.152 -6.300 0.000 -0.961 -0.347
Dep_Score -8.041 0.428 -18.804 0.000 -8.041 -0.898
Anx_Score -8.631 0.442 -19.540 0.000 -8.631 -0.809
Anger_Score -6.811 0.571 -11.927 0.000 -6.811 -0.698
Supp_Score 5.337 0.474 11.266 0.000 5.337 0.645
Meaning_Score 5.388 0.519 10.376 0.000 5.388 0.591
Infant =~
imhbirthwt 0.429 0.025 16.862 0.000 0.429 0.945
imh_birthlt 1.713 0.144 11.882 0.000 1.713 0.725
imh_birthhcr 0.989 0.082 12.106 0.000 0.989 0.694
gawks 0.370 0.065 5.695 0.000 0.370 0.369
sex 0.086 0.031 2.779 0.005 0.086 0.173
SocioDem =~
MatAge 1.037 0.371 2.796 0.005 1.037 0.204
mmins_combined -0.163 0.039 -4.220 0.000 -0.163 -0.331
mrace_combined 0.298 0.076 3.914 0.000 0.298 0.255
pcedlevel 0.916 0.116 7.928 0.000 0.916 0.592
MomOnlyFSIQ 8.939 1.169 7.647 0.000 8.939 0.640
any_subuse_y_n -0.145 0.039 -3.763 0.000 -0.145 -0.320
Covariances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.any_subuse_y_n ~~
hepc 0.140 0.021 6.710 0.000 0.140 0.345
.mrace_combined ~~
hepc 0.379 0.048 7.857 0.000 0.379 0.357
Mat_Health ~~
MatMen_health -1.093 0.520 -2.103 0.035 -1.093 -1.093
Infant -0.074 0.209 -0.355 0.723 -0.074 -0.074
SocioDem 0.262 0.249 1.053 0.292 0.262 0.262
MatMen_health ~~
Infant 0.150 0.064 2.334 0.020 0.150 0.150
SocioDem 0.149 0.070 2.126 0.033 0.149 0.149
Infant ~~
SocioDem 0.390 0.070 5.562 0.000 0.390 0.390
Intercepts:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 1.011 0.006 170.092 0.000 1.011 9.884
.gestdiab 1.057 0.013 78.931 0.000 1.057 4.546
.hyp 1.230 0.024 50.396 0.000 1.230 2.918
.prenatl_cllpsd 1.165 0.021 54.550 0.000 1.165 3.131
.hiv 1.024 0.012 82.905 0.000 1.024 4.868
.hepb 1.024 0.012 82.905 0.000 1.024 4.868
.syph 1.034 0.014 75.810 0.000 1.034 4.452
.chlmyd 1.100 0.023 46.963 0.000 1.100 2.758
.any_subuse_y_n 1.711 0.027 64.203 0.000 1.711 3.770
.collapsd_mnthl 2.014 0.055 36.503 0.000 2.014 2.144
.acescore 2.758 0.160 17.267 0.000 2.758 0.996
.Dep_Score 47.667 0.491 97.043 0.000 47.667 5.323
.Anx_Score 52.164 0.586 88.958 0.000 52.164 4.889
.Anger_Score 51.645 0.536 96.264 0.000 51.645 5.290
.Supp_Score 56.181 0.455 123.360 0.000 56.181 6.793
.Meaning_Score 59.531 0.501 118.714 0.000 59.531 6.524
.imhbirthwt 3.261 0.027 122.529 0.000 3.261 7.195
.imh_birthlt 50.265 0.138 363.413 0.000 50.265 21.267
.imh_birthhcr 34.200 0.083 410.346 0.000 34.200 24.013
.gawks 38.729 0.059 657.764 0.000 38.729 38.625
.sex 1.564 0.029 53.597 0.000 1.564 3.147
.MatAge 29.753 0.299 99.470 0.000 29.753 5.841
.mmins_combined 3.835 0.029 132.851 0.000 3.835 7.801
.mrace_combined 3.423 0.069 49.815 0.000 3.423 2.925
.pcedlevel 4.054 0.089 45.476 0.000 4.054 2.619
.MomOnlyFSIQ 94.385 0.778 121.311 0.000 94.385 6.758
hepc 1.732 0.055 31.448 0.000 1.732 1.847
Variances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 0.010 0.006 1.797 0.072 0.010 0.999
.gestdiab 0.054 0.012 4.559 0.000 0.054 1.000
.hyp 0.173 0.013 12.870 0.000 0.173 0.977
.prenatl_cllpsd 0.136 0.014 9.620 0.000 0.136 0.981
.hiv 0.044 0.023 1.908 0.056 0.044 0.994
.hepb 0.044 0.023 1.886 0.059 0.044 0.999
.syph 0.054 0.024 2.264 0.024 0.054 0.995
.chlmyd 0.157 0.039 4.047 0.000 0.157 0.989
.any_subuse_y_n 0.186 0.014 13.182 0.000 0.186 0.902
.collapsd_mnthl 0.786 0.035 22.451 0.000 0.786 0.891
.acescore 6.740 0.546 12.335 0.000 6.740 0.880
.Dep_Score 15.545 2.892 5.376 0.000 15.545 0.194
.Anx_Score 39.356 4.610 8.538 0.000 39.356 0.346
.Anger_Score 48.917 6.249 7.828 0.000 48.917 0.513
.Supp_Score 39.918 4.380 9.113 0.000 39.918 0.584
.Meaning_Score 54.225 5.352 10.131 0.000 54.225 0.651
.imhbirthwt 0.022 0.013 1.689 0.091 0.022 0.106
.imh_birthlt 2.653 0.414 6.411 0.000 2.653 0.475
.imh_birthhcr 1.050 0.127 8.270 0.000 1.050 0.518
.gawks 0.869 0.075 11.578 0.000 0.869 0.864
.sex 0.239 0.006 38.464 0.000 0.239 0.970
.MatAge 24.870 1.949 12.760 0.000 24.870 0.959
.mmins_combined 0.215 0.059 3.663 0.000 0.215 0.891
.mrace_combined 1.280 0.118 10.857 0.000 1.280 0.935
.pcedlevel 1.555 0.194 7.998 0.000 1.555 0.649
.MomOnlyFSIQ 115.153 18.196 6.328 0.000 115.153 0.590
hepc 0.880 0.031 28.225 0.000 0.880 1.000
Mat_Health 1.000 1.000 1.000
MatMen_health 1.000 1.000 1.000
Infant 1.000 1.000 1.000
SocioDem 1.000 1.000 1.000modindices(M_model_fit)Warning: lavaan->lav_start_check_cov():
starting values imply a correlation larger than 1; variables involved are:
Mat_Health MatMen_health lhs op rhs mi epc sepc.lv sepc.all
98 Mat_Health =~ collapsed_mentheal 1.170 0.133 0.133 0.142
99 Mat_Health =~ acescore 0.492 0.238 0.238 0.086
100 Mat_Health =~ Dep_Score 0.593 1.012 1.012 0.113
101 Mat_Health =~ Anx_Score 0.776 -1.328 -1.328 -0.124
102 Mat_Health =~ Anger_Score 0.209 -0.590 -0.590 -0.060
103 Mat_Health =~ Supp_Score 0.854 -0.982 -0.982 -0.119
104 Mat_Health =~ Meaning_Score 11.745 4.044 4.044 0.443
105 Mat_Health =~ imhbirthwt 0.768 0.019 0.019 0.042
106 Mat_Health =~ imh_birthlt 2.240 0.143 0.143 0.061
107 Mat_Health =~ imh_birthhcr 2.946 -0.100 -0.100 -0.070
108 Mat_Health =~ gawks 1.301 -0.040 -0.040 -0.040
109 Mat_Health =~ sex 0.380 -0.011 -0.011 -0.022
110 Mat_Health =~ MatAge 3.839 0.360 0.360 0.071
111 Mat_Health =~ mmins_combined 0.000 0.000 0.000 0.000
112 Mat_Health =~ mrace_combined 6.589 0.111 0.111 0.095
113 Mat_Health =~ pcedlevel 1.216 0.074 0.074 0.048
114 Mat_Health =~ MomOnlyFSIQ 10.086 -2.045 -2.045 -0.146
115 Mat_Health =~ hepc 4.433 0.065 0.065 0.069
116 MatMen_health =~ diabpprg 0.505 0.002 0.002 0.020
117 MatMen_health =~ gestdiab 0.509 -0.008 -0.008 -0.035
118 MatMen_health =~ hyp 4.340 0.067 0.067 0.160
119 MatMen_health =~ prenatal_collapsed 11.940 0.092 0.092 0.247
120 MatMen_health =~ hiv 0.628 0.009 0.009 0.041
121 MatMen_health =~ hepb 0.002 0.000 0.000 0.002
122 MatMen_health =~ syph 0.110 0.004 0.004 0.017
123 MatMen_health =~ chlmyd 2.456 0.039 0.039 0.099
124 MatMen_health =~ any_subuse_y_n 4.611 0.079 0.079 0.175
125 MatMen_health =~ imhbirthwt 0.483 -0.015 -0.015 -0.032
126 MatMen_health =~ imh_birthlt 2.373 -0.143 -0.143 -0.060
127 MatMen_health =~ imh_birthhcr 1.644 0.072 0.072 0.051
128 MatMen_health =~ gawks 2.374 0.051 0.051 0.051
129 MatMen_health =~ sex 0.325 0.010 0.010 0.019
130 MatMen_health =~ MatAge 4.112 -0.360 -0.360 -0.071
131 MatMen_health =~ mmins_combined 0.013 0.003 0.003 0.005
132 MatMen_health =~ mrace_combined 5.863 -0.101 -0.101 -0.086
133 MatMen_health =~ pcedlevel 1.403 -0.076 -0.076 -0.049
134 MatMen_health =~ MomOnlyFSIQ 10.062 1.953 1.953 0.140
135 MatMen_health =~ hepc 3.245 -0.051 -0.051 -0.054
136 Infant =~ diabpprg 7.263 0.009 0.009 0.091
137 Infant =~ gestdiab 1.260 -0.009 -0.009 -0.037
138 Infant =~ hyp 10.643 0.060 0.060 0.142
139 Infant =~ prenatal_collapsed 0.210 0.007 0.007 0.020
140 Infant =~ hiv 9.437 0.016 0.016 0.074
141 Infant =~ hepb 1.144 -0.005 -0.005 -0.023
142 Infant =~ syph 0.400 -0.004 -0.004 -0.018
143 Infant =~ chlmyd 1.838 -0.020 -0.020 -0.049
144 Infant =~ any_subuse_y_n 5.724 0.070 0.070 0.155
145 Infant =~ collapsed_mentheal 1.195 0.043 0.043 0.045
146 Infant =~ acescore 0.019 -0.016 -0.016 -0.006
147 Infant =~ Dep_Score 0.390 0.255 0.255 0.028
148 Infant =~ Anx_Score 1.825 -0.645 -0.645 -0.060
149 Infant =~ Anger_Score 0.009 0.040 0.040 0.004
150 Infant =~ Supp_Score 10.813 -1.097 -1.097 -0.133
151 Infant =~ Meaning_Score 3.443 0.683 0.683 0.075
152 Infant =~ MatAge 0.550 0.205 0.205 0.040
153 Infant =~ mmins_combined 2.134 -0.040 -0.040 -0.082
154 Infant =~ mrace_combined 5.393 -0.144 -0.144 -0.123
155 Infant =~ pcedlevel 2.017 0.164 0.164 0.106
156 Infant =~ MomOnlyFSIQ 0.020 -0.159 -0.159 -0.011
157 Infant =~ hepc 0.166 -0.015 -0.015 -0.016
158 SocioDem =~ diabpprg 3.098 0.007 0.007 0.067
159 SocioDem =~ gestdiab 5.185 -0.027 -0.027 -0.115
160 SocioDem =~ hyp 1.057 0.024 0.024 0.058
161 SocioDem =~ prenatal_collapsed 5.789 0.047 0.047 0.127
162 SocioDem =~ hiv 11.997 0.025 0.025 0.121
163 SocioDem =~ hepb 0.393 -0.005 -0.005 -0.022
164 SocioDem =~ syph 0.657 -0.008 -0.008 -0.032
165 SocioDem =~ chlmyd 0.531 0.013 0.013 0.032
166 SocioDem =~ collapsed_mentheal 1.637 0.063 0.063 0.067
167 SocioDem =~ acescore 0.404 0.087 0.087 0.031
168 SocioDem =~ Dep_Score 2.542 0.817 0.817 0.091
169 SocioDem =~ Anx_Score 0.435 -0.391 -0.391 -0.037
170 SocioDem =~ Anger_Score 0.022 0.076 0.076 0.008
171 SocioDem =~ Supp_Score 5.067 -0.940 -0.940 -0.114
172 SocioDem =~ Meaning_Score 10.680 1.529 1.529 0.168
173 SocioDem =~ imhbirthwt 0.776 0.039 0.039 0.086
174 SocioDem =~ imh_birthlt 0.021 -0.027 -0.027 -0.012
175 SocioDem =~ imh_birthhcr 3.704 -0.217 -0.217 -0.153
176 SocioDem =~ gawks 3.986 0.147 0.147 0.147
177 SocioDem =~ sex 0.023 -0.005 -0.005 -0.010
178 SocioDem =~ hepc 0.349 0.026 0.026 0.028
179 diabpprg ~~ gestdiab 2.888 0.001 0.001 0.026
180 diabpprg ~~ hyp 1.403 -0.004 -0.004 -0.105
181 diabpprg ~~ prenatal_collapsed 3.710 0.002 0.002 0.051
182 diabpprg ~~ hiv 1.385 0.000 0.000 0.011
183 diabpprg ~~ hepb 1.636 0.000 0.000 0.011
184 diabpprg ~~ syph 2.364 0.000 0.000 0.016
185 diabpprg ~~ chlmyd 3.336 0.001 0.001 0.029
186 diabpprg ~~ any_subuse_y_n 0.038 0.001 0.001 0.012
187 diabpprg ~~ collapsed_mentheal 0.246 0.003 0.003 0.033
188 diabpprg ~~ acescore 0.038 -0.003 -0.003 -0.013
189 diabpprg ~~ Dep_Score 0.745 -0.025 -0.025 -0.062
190 diabpprg ~~ Anx_Score 0.008 -0.005 -0.005 -0.008
191 diabpprg ~~ Anger_Score 0.887 -0.038 -0.038 -0.053
192 diabpprg ~~ Supp_Score 1.889 0.068 0.068 0.105
193 diabpprg ~~ Meaning_Score 0.447 -0.010 -0.010 -0.013
194 diabpprg ~~ imhbirthwt 1.841 0.004 0.004 0.284
195 diabpprg ~~ imh_birthlt 1.578 0.013 0.013 0.079
196 diabpprg ~~ imh_birthhcr 2.879 0.010 0.010 0.098
197 diabpprg ~~ gawks 2.891 0.015 0.015 0.154
198 diabpprg ~~ sex 0.135 -0.001 -0.001 -0.021
199 diabpprg ~~ MatAge 2.360 -0.026 -0.026 -0.052
200 diabpprg ~~ mmins_combined 0.816 0.009 0.009 0.184
201 diabpprg ~~ mrace_combined 0.893 0.008 0.008 0.070
202 diabpprg ~~ pcedlevel 0.042 0.001 0.001 0.008
203 diabpprg ~~ MomOnlyFSIQ 1.372 0.133 0.133 0.122
204 gestdiab ~~ hyp 1.609 -0.008 -0.008 -0.087
205 gestdiab ~~ prenatal_collapsed 1.263 -0.007 -0.007 -0.076
206 gestdiab ~~ hiv 1.698 -0.009 -0.009 -0.191
207 gestdiab ~~ hepb 0.846 -0.006 -0.006 -0.121
208 gestdiab ~~ syph 0.351 -0.002 -0.002 -0.036
209 gestdiab ~~ chlmyd 0.345 0.002 0.002 0.022
210 gestdiab ~~ any_subuse_y_n 0.573 0.005 0.005 0.049
211 gestdiab ~~ collapsed_mentheal 0.585 -0.010 -0.010 -0.048
212 gestdiab ~~ acescore 0.301 0.018 0.018 0.030
213 gestdiab ~~ Dep_Score 0.009 -0.011 -0.011 -0.013
214 gestdiab ~~ Anx_Score 0.109 0.052 0.052 0.036
215 gestdiab ~~ Anger_Score 3.714 -0.190 -0.190 -0.117
216 gestdiab ~~ Supp_Score 2.414 -0.148 -0.148 -0.101
217 gestdiab ~~ Meaning_Score 0.233 -0.054 -0.054 -0.031
218 gestdiab ~~ imhbirthwt 0.463 -0.004 -0.004 -0.129
219 gestdiab ~~ imh_birthlt 0.086 -0.005 -0.005 -0.014
220 gestdiab ~~ imh_birthhcr 0.849 -0.020 -0.020 -0.085
221 gestdiab ~~ gawks 3.583 0.024 0.024 0.110
222 gestdiab ~~ sex 2.750 -0.010 -0.010 -0.092
223 gestdiab ~~ MatAge 4.386 -0.143 -0.143 -0.123
224 gestdiab ~~ mmins_combined 1.290 0.012 0.012 0.111
225 gestdiab ~~ mrace_combined 0.327 0.010 0.010 0.038
226 gestdiab ~~ pcedlevel 1.415 -0.029 -0.029 -0.100
227 gestdiab ~~ MomOnlyFSIQ 1.829 -0.280 -0.280 -0.112
228 hyp ~~ prenatal_collapsed 0.608 -0.008 -0.008 -0.051
229 hyp ~~ hiv 3.049 0.005 0.005 0.061
230 hyp ~~ hepb 3.944 0.006 0.006 0.064
231 hyp ~~ syph 0.046 0.001 0.001 0.013
232 hyp ~~ chlmyd 0.333 -0.007 -0.007 -0.041
233 hyp ~~ any_subuse_y_n 0.311 0.007 0.007 0.037
234 hyp ~~ collapsed_mentheal 0.321 0.013 0.013 0.035
235 hyp ~~ acescore 0.001 0.002 0.002 0.002
236 hyp ~~ Dep_Score 0.035 0.046 0.046 0.028
237 hyp ~~ Anx_Score 0.022 0.043 0.043 0.016
238 hyp ~~ Anger_Score 2.313 -0.397 -0.397 -0.136
239 hyp ~~ Supp_Score 0.007 0.018 0.018 0.007
240 hyp ~~ Meaning_Score 0.031 -0.039 -0.039 -0.013
241 hyp ~~ imhbirthwt 4.888 0.025 0.025 0.410
242 hyp ~~ imh_birthlt 0.969 0.053 0.053 0.079
243 hyp ~~ imh_birthhcr 1.608 0.046 0.046 0.108
244 hyp ~~ gawks 12.736 0.101 0.101 0.260
245 hyp ~~ sex 2.364 -0.018 -0.018 -0.089
246 hyp ~~ MatAge 1.909 -0.174 -0.174 -0.084
247 hyp ~~ mmins_combined 0.162 -0.005 -0.005 -0.025
248 hyp ~~ mrace_combined 0.759 0.026 0.026 0.055
249 hyp ~~ pcedlevel 0.426 -0.025 -0.025 -0.048
250 hyp ~~ MomOnlyFSIQ 0.201 -0.155 -0.155 -0.035
251 prenatal_collapsed ~~ hiv 0.007 0.000 0.000 -0.004
252 prenatal_collapsed ~~ hepb 0.306 -0.003 -0.003 -0.042
253 prenatal_collapsed ~~ syph 3.070 -0.013 -0.013 -0.154
254 prenatal_collapsed ~~ chlmyd 0.112 -0.003 -0.003 -0.020
255 prenatal_collapsed ~~ any_subuse_y_n 0.501 -0.007 -0.007 -0.044
256 prenatal_collapsed ~~ collapsed_mentheal 0.177 0.008 0.008 0.026
257 prenatal_collapsed ~~ acescore 0.031 -0.010 -0.010 -0.011
258 prenatal_collapsed ~~ Dep_Score 0.005 -0.014 -0.014 -0.010
259 prenatal_collapsed ~~ Anx_Score 1.717 -0.292 -0.292 -0.126
260 prenatal_collapsed ~~ Anger_Score 0.933 0.180 0.180 0.070
261 prenatal_collapsed ~~ Supp_Score 0.109 0.051 0.051 0.022
262 prenatal_collapsed ~~ Meaning_Score 5.187 0.413 0.413 0.152
263 prenatal_collapsed ~~ imhbirthwt 0.758 -0.009 -0.009 -0.168
264 prenatal_collapsed ~~ imh_birthlt 0.197 0.025 0.025 0.042
265 prenatal_collapsed ~~ imh_birthhcr 0.080 0.008 0.008 0.022
266 prenatal_collapsed ~~ gawks 0.309 -0.013 -0.013 -0.038
267 prenatal_collapsed ~~ sex 3.655 -0.020 -0.020 -0.109
268 prenatal_collapsed ~~ MatAge 2.844 -0.185 -0.185 -0.100
269 prenatal_collapsed ~~ mmins_combined 19.917 -0.030 -0.030 -0.177
270 prenatal_collapsed ~~ mrace_combined 0.159 0.010 0.010 0.025
271 prenatal_collapsed ~~ pcedlevel 1.182 0.038 0.038 0.082
272 prenatal_collapsed ~~ MomOnlyFSIQ 0.118 -0.102 -0.102 -0.026
273 hiv ~~ hepb 0.937 -0.006 -0.006 -0.146
274 hiv ~~ syph 0.771 -0.003 -0.003 -0.059
275 hiv ~~ chlmyd 0.292 -0.002 -0.002 -0.022
276 hiv ~~ any_subuse_y_n 4.684 -0.008 -0.008 -0.089
277 hiv ~~ collapsed_mentheal 0.023 0.002 0.002 0.009
278 hiv ~~ acescore 0.363 0.009 0.009 0.017
279 hiv ~~ Dep_Score 0.000 0.001 0.001 0.002
280 hiv ~~ Anx_Score 0.057 -0.032 -0.032 -0.024
281 hiv ~~ Anger_Score 0.221 0.064 0.064 0.043
282 hiv ~~ Supp_Score 2.752 0.230 0.230 0.174
283 hiv ~~ Meaning_Score 1.371 -0.113 -0.113 -0.073
284 hiv ~~ imhbirthwt 2.236 0.005 0.005 0.177
285 hiv ~~ imh_birthlt 0.558 0.009 0.009 0.027
286 hiv ~~ imh_birthhcr 3.026 0.019 0.019 0.086
287 hiv ~~ gawks 1.080 0.008 0.008 0.040
288 hiv ~~ sex 1.099 0.007 0.007 0.066
289 hiv ~~ MatAge 1.512 -0.083 -0.083 -0.079
290 hiv ~~ mmins_combined 2.550 -0.004 -0.004 -0.036
291 hiv ~~ mrace_combined 0.097 0.005 0.005 0.023
292 hiv ~~ pcedlevel 0.015 -0.003 -0.003 -0.010
293 hiv ~~ MomOnlyFSIQ 1.966 0.181 0.181 0.080
294 hepb ~~ syph 1.646 -0.009 -0.009 -0.192
295 hepb ~~ chlmyd 1.224 -0.008 -0.008 -0.092
296 hepb ~~ any_subuse_y_n 3.661 -0.007 -0.007 -0.076
297 hepb ~~ collapsed_mentheal 0.179 -0.005 -0.005 -0.028
298 hepb ~~ acescore 0.902 -0.036 -0.036 -0.066
299 hepb ~~ Dep_Score 0.172 -0.059 -0.059 -0.071
300 hepb ~~ Anx_Score 0.001 -0.006 -0.006 -0.004
301 hepb ~~ Anger_Score 0.172 0.060 0.060 0.041
302 hepb ~~ Supp_Score 0.108 -0.031 -0.031 -0.023
303 hepb ~~ Meaning_Score 0.845 0.084 0.084 0.054
304 hepb ~~ imhbirthwt 0.386 -0.002 -0.002 -0.079
305 hepb ~~ imh_birthlt 0.004 0.001 0.001 0.002
306 hepb ~~ imh_birthhcr 0.031 -0.003 -0.003 -0.012
307 hepb ~~ gawks 3.554 -0.007 -0.007 -0.035
308 hepb ~~ sex 1.050 0.007 0.007 0.065
309 hepb ~~ MatAge 0.131 -0.021 -0.021 -0.020
310 hepb ~~ mmins_combined 0.386 0.006 0.006 0.062
311 hepb ~~ mrace_combined 3.453 -0.013 -0.013 -0.056
312 hepb ~~ pcedlevel 0.151 0.007 0.007 0.026
313 hepb ~~ MomOnlyFSIQ 0.007 -0.011 -0.011 -0.005
314 syph ~~ chlmyd 2.086 -0.020 -0.020 -0.218
315 syph ~~ any_subuse_y_n 0.016 0.001 0.001 0.008
316 syph ~~ collapsed_mentheal 3.041 0.024 0.024 0.117
317 syph ~~ acescore 0.363 -0.022 -0.022 -0.037
318 syph ~~ Dep_Score 0.014 0.016 0.016 0.017
319 syph ~~ Anx_Score 1.072 -0.141 -0.141 -0.097
320 syph ~~ Anger_Score 0.054 0.029 0.029 0.018
321 syph ~~ Supp_Score 0.312 -0.049 -0.049 -0.034
322 syph ~~ Meaning_Score 0.078 -0.030 -0.030 -0.017
323 syph ~~ imhbirthwt 0.254 -0.002 -0.002 -0.059
324 syph ~~ imh_birthlt 0.020 -0.003 -0.003 -0.008
325 syph ~~ imh_birthhcr 0.060 -0.004 -0.004 -0.017
326 syph ~~ gawks 0.651 0.011 0.011 0.050
327 syph ~~ sex 1.781 -0.008 -0.008 -0.073
328 syph ~~ MatAge 0.992 -0.073 -0.073 -0.063
329 syph ~~ mmins_combined 0.169 0.004 0.004 0.037
330 syph ~~ mrace_combined 0.013 0.002 0.002 0.008
331 syph ~~ pcedlevel 0.084 0.006 0.006 0.020
332 syph ~~ MomOnlyFSIQ 0.662 -0.102 -0.102 -0.041
333 chlmyd ~~ any_subuse_y_n 0.130 -0.004 -0.004 -0.023
334 chlmyd ~~ collapsed_mentheal 0.414 0.014 0.014 0.040
335 chlmyd ~~ acescore 0.401 -0.046 -0.046 -0.045
336 chlmyd ~~ Dep_Score 0.005 0.017 0.017 0.011
337 chlmyd ~~ Anx_Score 0.740 -0.223 -0.223 -0.090
338 chlmyd ~~ Anger_Score 0.151 -0.085 -0.085 -0.031
339 chlmyd ~~ Supp_Score 0.405 0.148 0.148 0.059
340 chlmyd ~~ Meaning_Score 0.000 -0.005 -0.005 -0.002
341 chlmyd ~~ imhbirthwt 0.412 -0.006 -0.006 -0.106
342 chlmyd ~~ imh_birthlt 2.014 -0.058 -0.058 -0.090
343 chlmyd ~~ imh_birthhcr 2.033 -0.044 -0.044 -0.109
344 chlmyd ~~ gawks 0.001 -0.001 -0.001 -0.002
345 chlmyd ~~ sex 0.272 -0.006 -0.006 -0.031
346 chlmyd ~~ MatAge 0.002 0.007 0.007 0.004
347 chlmyd ~~ mmins_combined 0.222 0.006 0.006 0.032
348 chlmyd ~~ mrace_combined 0.782 0.028 0.028 0.063
349 chlmyd ~~ pcedlevel 1.440 0.036 0.036 0.073
350 chlmyd ~~ MomOnlyFSIQ 1.169 0.257 0.257 0.060
351 any_subuse_y_n ~~ collapsed_mentheal 4.140 0.052 0.052 0.136
352 any_subuse_y_n ~~ acescore 9.414 -0.207 -0.207 -0.185
353 any_subuse_y_n ~~ Dep_Score 0.008 0.021 0.021 0.012
354 any_subuse_y_n ~~ Anx_Score 0.080 -0.079 -0.079 -0.029
355 any_subuse_y_n ~~ Anger_Score 1.156 0.272 0.272 0.090
356 any_subuse_y_n ~~ Supp_Score 0.026 -0.034 -0.034 -0.013
357 any_subuse_y_n ~~ Meaning_Score 0.269 0.113 0.113 0.036
358 any_subuse_y_n ~~ imhbirthwt 1.720 0.018 0.018 0.283
359 any_subuse_y_n ~~ imh_birthlt 0.086 0.021 0.021 0.030
360 any_subuse_y_n ~~ imh_birthhcr 1.354 0.046 0.046 0.104
361 any_subuse_y_n ~~ gawks 0.189 0.012 0.012 0.029
362 any_subuse_y_n ~~ sex 0.319 0.007 0.007 0.035
363 any_subuse_y_n ~~ MatAge 11.100 -0.504 -0.504 -0.234
364 any_subuse_y_n ~~ mmins_combined 1.238 -0.016 -0.016 -0.082
365 any_subuse_y_n ~~ mrace_combined 20.840 -0.167 -0.167 -0.343
366 any_subuse_y_n ~~ pcedlevel 2.182 0.076 0.076 0.141
367 any_subuse_y_n ~~ MomOnlyFSIQ 0.438 -0.324 -0.324 -0.070
368 collapsed_mentheal ~~ acescore 1.077 0.154 0.154 0.067
369 collapsed_mentheal ~~ Dep_Score 0.921 -0.517 -0.517 -0.148
370 collapsed_mentheal ~~ Anx_Score 6.610 1.560 1.560 0.281
371 collapsed_mentheal ~~ Anger_Score 0.281 -0.293 -0.293 -0.047
372 collapsed_mentheal ~~ Supp_Score 2.290 0.705 0.705 0.126
373 collapsed_mentheal ~~ Meaning_Score 0.778 0.454 0.454 0.069
374 collapsed_mentheal ~~ imhbirthwt 0.860 0.024 0.024 0.180
375 collapsed_mentheal ~~ imh_birthlt 0.438 -0.086 -0.086 -0.060
376 collapsed_mentheal ~~ imh_birthhcr 1.716 0.104 0.104 0.114
377 collapsed_mentheal ~~ gawks 0.101 -0.018 -0.018 -0.021
378 collapsed_mentheal ~~ sex 0.308 0.015 0.015 0.035
379 collapsed_mentheal ~~ MatAge 0.452 0.193 0.193 0.044
380 collapsed_mentheal ~~ mmins_combined 0.389 0.018 0.018 0.043
381 collapsed_mentheal ~~ mrace_combined 1.897 0.089 0.089 0.088
382 collapsed_mentheal ~~ pcedlevel 0.124 0.030 0.030 0.027
383 collapsed_mentheal ~~ MomOnlyFSIQ 1.805 0.994 0.994 0.105
384 acescore ~~ Dep_Score 0.125 0.616 0.616 0.060
385 acescore ~~ Anx_Score 0.945 1.872 1.872 0.115
386 acescore ~~ Anger_Score 0.000 -0.027 -0.027 -0.001
387 acescore ~~ Supp_Score 0.342 0.879 0.879 0.054
388 acescore ~~ Meaning_Score 0.669 -1.253 -1.253 -0.066
389 acescore ~~ imhbirthwt 0.001 -0.002 -0.002 -0.006
390 acescore ~~ imh_birthlt 0.377 -0.230 -0.230 -0.054
391 acescore ~~ imh_birthhcr 0.089 -0.068 -0.068 -0.026
392 acescore ~~ gawks 0.046 0.034 0.034 0.014
393 acescore ~~ sex 0.044 -0.017 -0.017 -0.013
394 acescore ~~ MatAge 6.367 2.092 2.092 0.162
395 acescore ~~ mmins_combined 2.308 -0.137 -0.137 -0.114
396 acescore ~~ mrace_combined 14.859 -0.618 -0.618 -0.210
397 acescore ~~ pcedlevel 2.341 0.357 0.357 0.110
398 acescore ~~ MomOnlyFSIQ 0.562 -1.531 -1.531 -0.055
399 Dep_Score ~~ Anx_Score 0.797 -8.219 -8.219 -0.332
400 Dep_Score ~~ Anger_Score 0.202 -3.857 -3.857 -0.140
401 Dep_Score ~~ Supp_Score 0.200 -3.189 -3.189 -0.128
402 Dep_Score ~~ Meaning_Score 0.004 0.442 0.442 0.015
403 Dep_Score ~~ imhbirthwt 0.050 0.056 0.056 0.096
404 Dep_Score ~~ imh_birthlt 1.338 1.394 1.394 0.217
405 Dep_Score ~~ imh_birthhcr 0.243 -0.352 -0.352 -0.087
406 Dep_Score ~~ gawks 1.328 -0.525 -0.525 -0.143
407 Dep_Score ~~ sex 0.024 -0.039 -0.039 -0.020
408 Dep_Score ~~ MatAge 1.479 3.207 3.207 0.163
409 Dep_Score ~~ mmins_combined 0.000 -0.003 -0.003 -0.002
410 Dep_Score ~~ mrace_combined 4.312 1.335 1.335 0.299
411 Dep_Score ~~ pcedlevel 1.120 0.792 0.792 0.161
412 Dep_Score ~~ MomOnlyFSIQ 0.045 1.508 1.508 0.036
413 Anx_Score ~~ Anger_Score 0.412 -5.695 -5.695 -0.130
414 Anx_Score ~~ Supp_Score 2.850 -12.017 -12.017 -0.303
415 Anx_Score ~~ Meaning_Score 0.581 -5.875 -5.875 -0.127
416 Anx_Score ~~ imhbirthwt 0.304 -0.162 -0.162 -0.174
417 Anx_Score ~~ imh_birthlt 0.000 0.001 0.001 0.000
418 Anx_Score ~~ imh_birthhcr 0.740 -0.791 -0.791 -0.123
419 Anx_Score ~~ gawks 2.105 -0.860 -0.860 -0.147
420 Anx_Score ~~ sex 1.387 -0.349 -0.349 -0.114
421 Anx_Score ~~ MatAge 1.203 3.355 3.355 0.107
422 Anx_Score ~~ mmins_combined 0.642 -0.325 -0.325 -0.112
423 Anx_Score ~~ mrace_combined 0.940 0.660 0.660 0.093
424 Anx_Score ~~ pcedlevel 0.015 0.112 0.112 0.014
425 Anx_Score ~~ MomOnlyFSIQ 1.364 -9.850 -9.850 -0.146
426 Anger_Score ~~ Supp_Score 0.252 -3.443 -3.443 -0.078
427 Anger_Score ~~ Meaning_Score 0.008 0.597 0.597 0.012
428 Anger_Score ~~ imhbirthwt 0.071 0.075 0.075 0.072
429 Anger_Score ~~ imh_birthlt 0.095 0.398 0.398 0.035
430 Anger_Score ~~ imh_birthhcr 0.935 -0.852 -0.852 -0.119
431 Anger_Score ~~ gawks 0.012 0.058 0.058 0.009
432 Anger_Score ~~ sex 0.727 0.229 0.229 0.067
433 Anger_Score ~~ MatAge 2.672 4.367 4.367 0.125
434 Anger_Score ~~ mmins_combined 0.099 0.118 0.118 0.036
435 Anger_Score ~~ mrace_combined 13.858 2.460 2.460 0.311
436 Anger_Score ~~ pcedlevel 0.204 -0.351 -0.351 -0.040
437 Anger_Score ~~ MomOnlyFSIQ 0.445 -4.786 -4.786 -0.064
438 Supp_Score ~~ Meaning_Score 8.334 -17.212 -17.212 -0.370
439 Supp_Score ~~ imhbirthwt 4.693 -0.449 -0.449 -0.481
440 Supp_Score ~~ imh_birthlt 3.183 -1.919 -1.919 -0.187
441 Supp_Score ~~ imh_birthhcr 1.458 -0.774 -0.774 -0.120
442 Supp_Score ~~ gawks 0.022 -0.063 -0.063 -0.011
443 Supp_Score ~~ sex 0.009 0.022 0.022 0.007
444 Supp_Score ~~ MatAge 1.797 -3.058 -3.058 -0.097
445 Supp_Score ~~ mmins_combined 0.823 -0.240 -0.240 -0.082
446 Supp_Score ~~ mrace_combined 3.052 -1.102 -1.102 -0.154
447 Supp_Score ~~ pcedlevel 0.377 -0.402 -0.402 -0.051
448 Supp_Score ~~ MomOnlyFSIQ 0.036 -1.130 -1.130 -0.017
449 Meaning_Score ~~ imhbirthwt 0.102 0.073 0.073 0.067
450 Meaning_Score ~~ imh_birthlt 0.023 0.180 0.180 0.015
451 Meaning_Score ~~ imh_birthhcr 1.269 0.823 0.823 0.109
452 Meaning_Score ~~ gawks 1.451 0.594 0.594 0.087
453 Meaning_Score ~~ sex 0.503 -0.180 -0.180 -0.050
454 Meaning_Score ~~ MatAge 0.383 1.703 1.703 0.046
455 Meaning_Score ~~ mmins_combined 2.554 -0.466 -0.466 -0.136
456 Meaning_Score ~~ mrace_combined 0.001 0.018 0.018 0.002
457 Meaning_Score ~~ pcedlevel 0.129 0.274 0.274 0.030
458 Meaning_Score ~~ MomOnlyFSIQ 12.378 24.678 24.678 0.312
459 imhbirthwt ~~ imh_birthlt 0.008 0.013 0.013 0.054
460 imhbirthwt ~~ imh_birthhcr 0.013 0.009 0.009 0.062
461 imhbirthwt ~~ gawks 0.267 -0.022 -0.022 -0.157
462 imhbirthwt ~~ sex 0.309 -0.009 -0.009 -0.129
463 imhbirthwt ~~ MatAge 1.007 0.132 0.132 0.179
464 imhbirthwt ~~ mmins_combined 0.742 -0.012 -0.012 -0.171
465 imhbirthwt ~~ mrace_combined 3.493 -0.059 -0.059 -0.353
466 imhbirthwt ~~ pcedlevel 2.250 0.067 0.067 0.366
467 imhbirthwt ~~ MomOnlyFSIQ 0.183 0.184 0.184 0.116
468 imh_birthlt ~~ imh_birthhcr 2.194 0.494 0.494 0.296
469 imh_birthlt ~~ gawks 1.860 -0.243 -0.243 -0.160
470 imh_birthlt ~~ sex 0.084 0.022 0.022 0.028
471 imh_birthlt ~~ MatAge 0.001 -0.017 -0.017 -0.002
472 imh_birthlt ~~ mmins_combined 0.256 -0.030 -0.030 -0.040
473 imh_birthlt ~~ mrace_combined 0.167 -0.065 -0.065 -0.035
474 imh_birthlt ~~ pcedlevel 0.553 0.162 0.162 0.080
475 imh_birthlt ~~ MomOnlyFSIQ 0.207 -0.927 -0.927 -0.053
476 imh_birthhcr ~~ gawks 0.177 -0.046 -0.046 -0.048
477 imh_birthhcr ~~ sex 0.791 -0.041 -0.041 -0.081
478 imh_birthhcr ~~ MatAge 0.406 -0.277 -0.277 -0.054
479 imh_birthhcr ~~ mmins_combined 0.071 -0.011 -0.011 -0.023
480 imh_birthhcr ~~ mrace_combined 1.770 -0.114 -0.114 -0.098
481 imh_birthhcr ~~ pcedlevel 0.622 -0.106 -0.106 -0.083
482 imh_birthhcr ~~ MomOnlyFSIQ 1.137 -1.242 -1.242 -0.113
483 gawks ~~ sex 3.612 0.058 0.058 0.127
484 gawks ~~ MatAge 3.906 0.599 0.599 0.129
485 gawks ~~ mmins_combined 0.870 -0.027 -0.027 -0.064
486 gawks ~~ mrace_combined 2.499 0.109 0.109 0.104
487 gawks ~~ pcedlevel 0.523 0.068 0.068 0.058
488 gawks ~~ MomOnlyFSIQ 0.045 0.189 0.189 0.019
489 sex ~~ MatAge 0.001 -0.005 -0.005 -0.002
490 sex ~~ mmins_combined 1.234 -0.016 -0.016 -0.071
491 sex ~~ mrace_combined 0.614 -0.027 -0.027 -0.049
492 sex ~~ pcedlevel 0.000 0.000 0.000 0.000
493 sex ~~ MomOnlyFSIQ 0.006 0.030 0.030 0.006
494 MatAge ~~ mmins_combined 0.294 -0.085 -0.085 -0.037
495 MatAge ~~ mrace_combined 0.002 0.019 0.019 0.003
496 MatAge ~~ pcedlevel 7.312 -1.438 -1.438 -0.231
497 MatAge ~~ MomOnlyFSIQ 1.791 6.947 6.947 0.130
498 mmins_combined ~~ mrace_combined 0.036 -0.006 -0.006 -0.011
499 mmins_combined ~~ pcedlevel 1.189 0.068 0.068 0.117
500 mmins_combined ~~ MomOnlyFSIQ 0.506 0.347 0.347 0.070
501 mrace_combined ~~ pcedlevel 7.618 0.308 0.308 0.218
502 mrace_combined ~~ MomOnlyFSIQ 4.385 -2.417 -2.417 -0.199
503 pcedlevel ~~ MomOnlyFSIQ 0.020 -0.318 -0.318 -0.024
sepc.nox
98 0.142
99 0.086
100 0.113
101 -0.124
102 -0.060
103 -0.119
104 0.443
105 0.042
106 0.061
107 -0.070
108 -0.040
109 -0.022
110 0.071
111 0.000
112 0.095
113 0.048
114 -0.146
115 0.069
116 0.020
117 -0.035
118 0.160
119 0.247
120 0.041
121 0.002
122 0.017
123 0.099
124 0.175
125 -0.032
126 -0.060
127 0.051
128 0.051
129 0.019
130 -0.071
131 0.005
132 -0.086
133 -0.049
134 0.140
135 -0.054
136 0.091
137 -0.037
138 0.142
139 0.020
140 0.074
141 -0.023
142 -0.018
143 -0.049
144 0.155
145 0.045
146 -0.006
147 0.028
148 -0.060
149 0.004
150 -0.133
151 0.075
152 0.040
153 -0.082
154 -0.123
155 0.106
156 -0.011
157 -0.016
158 0.067
159 -0.115
160 0.058
161 0.127
162 0.121
163 -0.022
164 -0.032
165 0.032
166 0.067
167 0.031
168 0.091
169 -0.037
170 0.008
171 -0.114
172 0.168
173 0.086
174 -0.012
175 -0.153
176 0.147
177 -0.010
178 0.028
179 0.026
180 -0.105
181 0.051
182 0.011
183 0.011
184 0.016
185 0.029
186 0.012
187 0.033
188 -0.013
189 -0.062
190 -0.008
191 -0.053
192 0.105
193 -0.013
194 0.284
195 0.079
196 0.098
197 0.154
198 -0.021
199 -0.052
200 0.184
201 0.070
202 0.008
203 0.122
204 -0.087
205 -0.076
206 -0.191
207 -0.121
208 -0.036
209 0.022
210 0.049
211 -0.048
212 0.030
213 -0.013
214 0.036
215 -0.117
216 -0.101
217 -0.031
218 -0.129
219 -0.014
220 -0.085
221 0.110
222 -0.092
223 -0.123
224 0.111
225 0.038
226 -0.100
227 -0.112
228 -0.051
229 0.061
230 0.064
231 0.013
232 -0.041
233 0.037
234 0.035
235 0.002
236 0.028
237 0.016
238 -0.136
239 0.007
240 -0.013
241 0.410
242 0.079
243 0.108
244 0.260
245 -0.089
246 -0.084
247 -0.025
248 0.055
249 -0.048
250 -0.035
251 -0.004
252 -0.042
253 -0.154
254 -0.020
255 -0.044
256 0.026
257 -0.011
258 -0.010
259 -0.126
260 0.070
261 0.022
262 0.152
263 -0.168
264 0.042
265 0.022
266 -0.038
267 -0.109
268 -0.100
269 -0.177
270 0.025
271 0.082
272 -0.026
273 -0.146
274 -0.059
275 -0.022
276 -0.089
277 0.009
278 0.017
279 0.002
280 -0.024
281 0.043
282 0.174
283 -0.073
284 0.177
285 0.027
286 0.086
287 0.040
288 0.066
289 -0.079
290 -0.036
291 0.023
292 -0.010
293 0.080
294 -0.192
295 -0.092
296 -0.076
297 -0.028
298 -0.066
299 -0.071
300 -0.004
301 0.041
302 -0.023
303 0.054
304 -0.079
305 0.002
306 -0.012
307 -0.035
308 0.065
309 -0.020
310 0.062
311 -0.056
312 0.026
313 -0.005
314 -0.218
315 0.008
316 0.117
317 -0.037
318 0.017
319 -0.097
320 0.018
321 -0.034
322 -0.017
323 -0.059
324 -0.008
325 -0.017
326 0.050
327 -0.073
328 -0.063
329 0.037
330 0.008
331 0.020
332 -0.041
333 -0.023
334 0.040
335 -0.045
336 0.011
337 -0.090
338 -0.031
339 0.059
340 -0.002
341 -0.106
342 -0.090
343 -0.109
344 -0.002
345 -0.031
346 0.004
347 0.032
348 0.063
349 0.073
350 0.060
351 0.136
352 -0.185
353 0.012
354 -0.029
355 0.090
356 -0.013
357 0.036
358 0.283
359 0.030
360 0.104
361 0.029
362 0.035
363 -0.234
364 -0.082
365 -0.343
366 0.141
367 -0.070
368 0.067
369 -0.148
370 0.281
371 -0.047
372 0.126
373 0.069
374 0.180
375 -0.060
376 0.114
377 -0.021
378 0.035
379 0.044
380 0.043
381 0.088
382 0.027
383 0.105
384 0.060
385 0.115
386 -0.001
387 0.054
388 -0.066
389 -0.006
390 -0.054
391 -0.026
392 0.014
393 -0.013
394 0.162
395 -0.114
396 -0.210
397 0.110
398 -0.055
399 -0.332
400 -0.140
401 -0.128
402 0.015
403 0.096
404 0.217
405 -0.087
406 -0.143
407 -0.020
408 0.163
409 -0.002
410 0.299
411 0.161
412 0.036
413 -0.130
414 -0.303
415 -0.127
416 -0.174
417 0.000
418 -0.123
419 -0.147
420 -0.114
421 0.107
422 -0.112
423 0.093
424 0.014
425 -0.146
426 -0.078
427 0.012
428 0.072
429 0.035
430 -0.119
431 0.009
432 0.067
433 0.125
434 0.036
435 0.311
436 -0.040
437 -0.064
438 -0.370
439 -0.481
440 -0.187
441 -0.120
442 -0.011
443 0.007
444 -0.097
445 -0.082
446 -0.154
447 -0.051
448 -0.017
449 0.067
450 0.015
451 0.109
452 0.087
453 -0.050
454 0.046
455 -0.136
456 0.002
457 0.030
458 0.312
459 0.054
460 0.062
461 -0.157
462 -0.129
463 0.179
464 -0.171
465 -0.353
466 0.366
467 0.116
468 0.296
469 -0.160
470 0.028
471 -0.002
472 -0.040
473 -0.035
474 0.080
475 -0.053
476 -0.048
477 -0.081
478 -0.054
479 -0.023
480 -0.098
481 -0.083
482 -0.113
483 0.127
484 0.129
485 -0.064
486 0.104
487 0.058
488 0.019
489 -0.002
490 -0.071
491 -0.049
492 0.000
493 0.006
494 -0.037
495 0.003
496 -0.231
497 0.130
498 -0.011
499 0.117
500 0.070
501 0.218
502 -0.199
503 -0.024The full SEM specified below shows a model fit similar to that of the measurement model, \(\chi^2(497)=797.87, p<.001\) , CFI = .86, TLI=.84, RMSEA = 0.046. However, this is at least in part due to the large number of non-significant regressions in the model. Given these non-significant paths, the model was re-specified in the next block of code.
SEM_model <- '
Mat_Health =~ diabpprg + gestdiab + hyp + prenatal_collapsed + hepc + hiv + syph + chlmyd + any_subuse_y_n
MatMen_health =~ collapsed_mentheal + acescore + Dep_Score + Anx_Score + Anger_Score + Supp_Score + Meaning_Score
Infant =~ imhbirthwt + imh_birthlt + imh_birthhcr + gawks + sex
SocioDem =~ MatAge + mmins_combined + mrace_combined + pcedlevel + MomOnlyFSIQ + any_subuse_y_n + hseincom
hepc ~~ any_subuse_y_n
Mat_Health~~MatMen_health
#SocioDem~~MatMen_health
#SocioDem~~Mat_Health
hepc ~~ mrace_combined
any_subuse_y_n ~~ mrace_combined
Mat_Health ~ SocioDem
MatMen_health ~ SocioDem
Infant ~ Mat_Health + MatMen_health
n2attention ~ Infant
n2regulation ~ Infant
n2arousal ~ Infant
n2tone ~ Infant
n2nonoptref ~ Infant
n2qmove ~ Infant
n2stress ~ Infant
'
SEM_model_fit <- sem(SEM_model, estimator= "WLSMV", data=cleaned_data_final2.1, std.lv=TRUE,missing = "pairwise", mimic = "Mplus")Warning: lavaan->lav_options_est_dwls():
estimator "DWLS" is not recommended for continuous data. Did you forget to
set the ordered= argument?Warning: lavaan->lav_data_full():
some observed variances are (at least) a factor 1000 times larger than
others; use varTable(fit) to investigateWarning: lavaan->lav_samplestats_from_data():
number of observations (291) too small to compute GammaWarning: lavaan->lav_model_vcov():
The variance-covariance matrix of the estimated parameters (vcov) does not
appear to be positive definite! The smallest eigenvalue (= -1.099158e-05)
is smaller than zero. This may be a symptom that the model is not
identified.Warning: lavaan->lav_object_post_check():
covariance matrix of latent variables is not positive definite ; use
lavInspect(fit, "cov.lv") to investigate.summary(SEM_model_fit, fit.measures = TRUE, standardized=TRUE)lavaan 0.6-19 ended normally after 117 iterations
Estimator DWLS
Optimization method NLMINB
Number of model parameters 132
Number of observations 291
Number of missing patterns 37
Model Test User Model:
Standard Scaled
Test Statistic 819.885 680.661
Degrees of freedom 497 497
P-value (Chi-square) 0.000 0.000
Scaling correction factor 2.171
Shift parameter 303.053
simple second-order correction (WLSMV)
Model Test Baseline Model:
Test statistic 2837.560 1408.357
Degrees of freedom 561 561
P-value 0.000 0.000
Scaling correction factor 2.687
User Model versus Baseline Model:
Comparative Fit Index (CFI) 0.858 0.783
Tucker-Lewis Index (TLI) 0.840 0.755
Robust Comparative Fit Index (CFI) 0.825
Robust Tucker-Lewis Index (TLI) 0.802
Root Mean Square Error of Approximation:
RMSEA 0.047 0.036
90 Percent confidence interval - lower 0.041 0.029
90 Percent confidence interval - upper 0.053 0.042
P-value H_0: RMSEA <= 0.050 0.774 1.000
P-value H_0: RMSEA >= 0.080 0.000 0.000
Robust RMSEA 0.053
90 Percent confidence interval - lower 0.042
90 Percent confidence interval - upper 0.062
P-value H_0: Robust RMSEA <= 0.050 0.326
P-value H_0: Robust RMSEA >= 0.080 0.000
Standardized Root Mean Square Residual:
SRMR 0.065 0.065
Parameter Estimates:
Standard errors Robust.sem
Information Expected
Information saturated (h1) model Unstructured
Latent Variables:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
Mat_Health =~
diabpprg -0.003 0.003 -0.876 0.381 -0.003 -0.028
gestdiab -0.003 0.011 -0.275 0.783 -0.003 -0.013
hyp -0.074 0.026 -2.868 0.004 -0.077 -0.183
prenatl_cllpsd -0.056 0.021 -2.660 0.008 -0.059 -0.159
hepc 0.062 0.053 1.161 0.246 0.065 0.069
hiv 0.019 0.014 1.365 0.172 0.020 0.093
syph -0.017 0.014 -1.239 0.215 -0.018 -0.077
chlmyd -0.045 0.027 -1.630 0.103 -0.047 -0.117
any_subuse_y_n -0.063 0.025 -2.534 0.011 -0.066 -0.146
MatMen_health =~
collapsd_mnthl 0.306 0.052 5.930 0.000 0.310 0.330
acescore -0.926 0.151 -6.113 0.000 -0.937 -0.339
Dep_Score -7.964 0.427 -18.640 0.000 -8.066 -0.901
Anx_Score -8.479 0.460 -18.442 0.000 -8.587 -0.805
Anger_Score -6.786 0.563 -12.054 0.000 -6.872 -0.704
Supp_Score 5.325 0.477 11.155 0.000 5.392 0.652
Meaning_Score 5.293 0.535 9.891 0.000 5.360 0.587
Infant =~
imhbirthwt 0.388 0.042 9.279 0.000 0.416 0.917
imh_birthlt 1.598 0.188 8.511 0.000 1.713 0.725
imh_birthhcr 0.886 0.109 8.121 0.000 0.949 0.667
gawks 0.315 0.066 4.785 0.000 0.338 0.337
sex 0.079 0.030 2.578 0.010 0.084 0.169
SocioDem =~
MatAge 0.939 0.375 2.508 0.012 0.939 0.184
mmins_combined -0.154 0.038 -4.035 0.000 -0.154 -0.314
mrace_combined 0.381 0.080 4.742 0.000 0.381 0.326
pcedlevel 0.852 0.115 7.410 0.000 0.852 0.550
MomOnlyFSIQ 8.779 1.122 7.821 0.000 8.779 0.629
any_subuse_y_n -0.180 0.038 -4.670 0.000 -0.180 -0.396
hseincom -6.856 5.084 -1.349 0.177 -6.856 -0.059
Regressions:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
Mat_Health ~
SocioDem -0.313 0.232 -1.350 0.177 -0.298 -0.298
MatMen_health ~
SocioDem 0.160 0.075 2.140 0.032 0.158 0.158
Infant ~
Mat_Health -0.891 0.481 -1.854 0.064 -0.871 -0.871
MatMen_health 1.067 0.456 2.339 0.019 1.008 1.008
n2attention ~
Infant -0.006 0.073 -0.089 0.929 -0.007 -0.005
n2regulation ~
Infant 0.006 0.064 0.094 0.925 0.006 0.006
n2arousal ~
Infant 0.092 0.102 0.896 0.370 0.098 0.062
n2tone ~
Infant -0.061 0.032 -1.883 0.060 -0.065 -0.118
n2nonoptref ~
Infant -0.232 0.071 -3.268 0.001 -0.248 -0.220
n2qmove ~
Infant 0.118 0.074 1.609 0.108 0.127 0.106
n2stress ~
Infant -0.046 0.037 -1.260 0.208 -0.050 -0.071
Covariances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.hepc ~~
.any_subuse_y_n 0.140 0.021 6.763 0.000 0.140 0.357
.Mat_Health ~~
.MatMen_health 1.044 0.108 9.699 0.000 1.044 1.044
.hepc ~~
.mrace_combined 0.387 0.050 7.732 0.000 0.387 0.374
.any_subuse_y_n ~~
.mrace_combined 0.177 0.033 5.310 0.000 0.177 0.380
.n2attention ~~
.n2regulation 0.297 0.084 3.523 0.000 0.297 0.215
.n2arousal -0.519 0.110 -4.738 0.000 -0.519 -0.255
.n2tone 0.010 0.040 0.246 0.806 0.010 0.014
.n2nonoptref 0.123 0.077 1.612 0.107 0.123 0.088
.n2qmove 0.186 0.077 2.407 0.016 0.186 0.122
.n2stress 0.058 0.044 1.306 0.192 0.058 0.064
.n2regulation ~~
.n2arousal -0.479 0.095 -5.037 0.000 -0.479 -0.279
.n2tone -0.019 0.034 -0.554 0.579 -0.019 -0.032
.n2nonoptref -0.038 0.080 -0.477 0.633 -0.038 -0.032
.n2qmove 0.136 0.075 1.806 0.071 0.136 0.106
.n2stress -0.077 0.047 -1.653 0.098 -0.077 -0.102
.n2arousal ~~
.n2tone 0.322 0.063 5.117 0.000 0.322 0.369
.n2nonoptref 0.030 0.104 0.287 0.774 0.030 0.017
.n2qmove -0.378 0.131 -2.878 0.004 -0.378 -0.200
.n2stress 0.429 0.074 5.786 0.000 0.429 0.386
.n2tone ~~
.n2nonoptref -0.044 0.048 -0.899 0.369 -0.044 -0.072
.n2qmove -0.088 0.055 -1.584 0.113 -0.088 -0.134
.n2stress 0.155 0.037 4.232 0.000 0.155 0.403
.n2nonoptref ~~
.n2qmove -0.281 0.085 -3.330 0.001 -0.281 -0.215
.n2stress 0.178 0.048 3.755 0.000 0.178 0.232
.n2qmove ~~
.n2stress -0.383 0.062 -6.133 0.000 -0.383 -0.462
Intercepts:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 1.011 0.006 170.092 0.000 1.011 9.884
.gestdiab 1.057 0.013 78.931 0.000 1.057 4.546
.hyp 1.230 0.024 50.396 0.000 1.230 2.918
.prenatl_cllpsd 1.165 0.021 54.550 0.000 1.165 3.131
.hepc 1.732 0.055 31.448 0.000 1.732 1.847
.hiv 1.024 0.012 82.905 0.000 1.024 4.868
.syph 1.034 0.014 75.810 0.000 1.034 4.452
.chlmyd 1.100 0.023 46.963 0.000 1.100 2.758
.any_subuse_y_n 1.711 0.027 64.203 0.000 1.711 3.770
.collapsd_mnthl 2.014 0.055 36.503 0.000 2.014 2.144
.acescore 2.758 0.160 17.267 0.000 2.758 0.996
.Dep_Score 47.667 0.491 97.043 0.000 47.667 5.323
.Anx_Score 52.164 0.586 88.958 0.000 52.164 4.889
.Anger_Score 51.645 0.536 96.264 0.000 51.645 5.290
.Supp_Score 56.181 0.455 123.360 0.000 56.181 6.793
.Meaning_Score 59.531 0.501 118.714 0.000 59.531 6.524
.imhbirthwt 3.261 0.027 122.529 0.000 3.261 7.195
.imh_birthlt 50.265 0.138 363.413 0.000 50.265 21.267
.imh_birthhcr 34.200 0.083 410.346 0.000 34.200 24.013
.gawks 38.729 0.059 657.764 0.000 38.729 38.625
.sex 1.564 0.029 53.597 0.000 1.564 3.147
.MatAge 29.753 0.299 99.470 0.000 29.753 5.841
.mmins_combined 3.835 0.029 132.851 0.000 3.835 7.801
.mrace_combined 3.423 0.069 49.815 0.000 3.423 2.925
.pcedlevel 4.054 0.089 45.476 0.000 4.054 2.619
.MomOnlyFSIQ 94.385 0.778 121.311 0.000 94.385 6.758
.hseincom 20.643 6.465 3.193 0.001 20.643 0.177
.n2attention 4.627 0.071 65.274 0.000 4.627 3.622
.n2regulation 4.201 0.063 66.678 0.000 4.201 3.895
.n2arousal 4.640 0.093 49.658 0.000 4.640 2.911
.n2tone 4.940 0.033 152.002 0.000 4.940 8.926
.n2nonoptref 3.122 0.066 47.107 0.000 3.122 2.761
.n2qmove 6.697 0.070 95.993 0.000 6.697 5.608
.n2stress 1.637 0.041 39.871 0.000 1.637 2.337
Variances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 0.010 0.006 1.798 0.072 0.010 0.999
.gestdiab 0.054 0.012 4.559 0.000 0.054 1.000
.hyp 0.172 0.013 12.965 0.000 0.172 0.967
.prenatl_cllpsd 0.135 0.014 9.744 0.000 0.135 0.975
.hepc 0.875 0.032 27.670 0.000 0.875 0.995
.hiv 0.044 0.023 1.910 0.056 0.044 0.991
.syph 0.054 0.024 2.264 0.024 0.054 0.994
.chlmyd 0.157 0.039 4.068 0.000 0.157 0.986
.any_subuse_y_n 0.176 0.014 12.218 0.000 0.176 0.857
.collapsd_mnthl 0.787 0.035 22.471 0.000 0.787 0.891
.acescore 6.784 0.548 12.384 0.000 6.784 0.885
.Dep_Score 15.150 2.949 5.138 0.000 15.150 0.189
.Anx_Score 40.120 4.712 8.515 0.000 40.120 0.352
.Anger_Score 48.074 6.232 7.714 0.000 48.074 0.504
.Supp_Score 39.326 4.352 9.035 0.000 39.326 0.575
.Meaning_Score 54.534 5.438 10.029 0.000 54.534 0.655
.imhbirthwt 0.033 0.014 2.419 0.016 0.033 0.159
.imh_birthlt 2.652 0.430 6.170 0.000 2.652 0.475
.imh_birthhcr 1.127 0.133 8.456 0.000 1.127 0.556
.gawks 0.891 0.077 11.640 0.000 0.891 0.886
.sex 0.240 0.006 38.337 0.000 0.240 0.971
.MatAge 25.063 1.955 12.818 0.000 25.063 0.966
.mmins_combined 0.218 0.058 3.732 0.000 0.218 0.901
.mrace_combined 1.224 0.114 10.693 0.000 1.224 0.894
.pcedlevel 1.670 0.182 9.156 0.000 1.670 0.697
.MomOnlyFSIQ 117.991 16.933 6.968 0.000 117.991 0.605
.hseincom 13629.508 4742.560 2.874 0.004 13629.508 0.997
.n2attention 1.632 0.133 12.292 0.000 1.632 1.000
.n2regulation 1.163 0.098 11.873 0.000 1.163 1.000
.n2arousal 2.531 0.165 15.333 0.000 2.531 0.996
.n2tone 0.302 0.042 7.139 0.000 0.302 0.986
.n2nonoptref 1.217 0.128 9.493 0.000 1.217 0.952
.n2qmove 1.410 0.127 11.087 0.000 1.410 0.989
.n2stress 0.488 0.056 8.747 0.000 0.488 0.995
.Mat_Health 1.000 0.911 0.911
.MatMen_health 1.000 0.975 0.975
.Infant 1.000 0.870 0.870
SocioDem 1.000 1.000 1.000mod_indices <- modindices(SEM_model_fit)Warning: lavaan->lav_start_check_cov():
starting values imply a correlation larger than 1; variables involved are:
Mat_Health MatMen_healthmod_indices_sorted <- mod_indices[order(-mod_indices$mi), ]
print(mod_indices_sorted) lhs op rhs mi epc sepc.lv sepc.all
775 MatMen_health ~ n2regulation 392.687 -5.733 -5.662 -6.106
149 Mat_Health =~ imh_birthlt 179.995 8.655 9.068 3.837
150 Mat_Health =~ imh_birthhcr 76.722 0.991 1.038 0.729
844 n2stress ~ MatMen_health 64.297 0.220 0.223 0.319
194 Infant =~ Meaning_Score 53.622 4.170 4.470 0.490
843 n2stress ~ Mat_Health 49.451 0.179 0.188 0.268
192 Infant =~ Anger_Score 30.729 -5.585 -5.986 -0.613
826 n2nonoptref ~ MatMen_health 25.671 0.313 0.317 0.281
193 Infant =~ Supp_Score 23.070 -5.959 -6.387 -0.772
835 n2qmove ~ MatMen_health 21.494 -0.238 -0.241 -0.202
727 mrace_combined ~~ n2attention 20.925 0.414 0.414 0.293
335 prenatal_collapsed ~~ mmins_combined 20.511 -0.031 -0.031 -0.179
215 SocioDem =~ Meaning_Score 20.468 2.276 2.276 0.249
817 n2tone ~ MatMen_health 16.468 0.103 0.104 0.188
515 acescore ~~ mrace_combined 15.583 -0.634 -0.634 -0.220
568 Anx_Score ~~ n2stress 15.124 -1.506 -1.506 -0.340
857 SocioDem ~ n2arousal 14.568 0.203 0.203 0.324
181 Infant =~ hyp 14.273 0.053 0.057 0.135
351 hepc ~~ acescore 14.267 -0.582 -0.582 -0.239
834 n2qmove ~ Mat_Health 14.040 -0.175 -0.183 -0.154
825 n2nonoptref ~ Mat_Health 13.778 0.178 0.186 0.165
302 hyp ~~ gawks 13.588 0.104 0.104 0.267
789 n2attention ~ Mat_Health 12.941 0.170 0.179 0.140
502 collapsed_mentheal ~~ n2stress 12.803 0.135 0.135 0.217
578 Anger_Score ~~ mrace_combined 12.728 2.369 2.369 0.309
790 n2attention ~ MatMen_health 12.690 0.178 0.181 0.141
617 Meaning_Score ~~ MomOnlyFSIQ 12.659 24.948 24.948 0.311
724 mrace_combined ~~ pcedlevel 12.574 0.399 0.399 0.279
147 Mat_Health =~ Meaning_Score 12.520 -3.140 -3.290 -0.361
736 pcedlevel ~~ n2attention 12.447 -0.379 -0.379 -0.230
855 SocioDem ~ n2attention 12.429 -0.238 -0.238 -0.304
731 mrace_combined ~~ n2nonoptref 12.232 0.326 0.326 0.267
551 Anx_Score ~~ imhbirthwt 12.212 -1.391 -1.391 -1.215
467 any_subuse_y_n ~~ MatAge 12.211 -0.534 -0.534 -0.254
157 Mat_Health =~ MomOnlyFSIQ 11.410 2.232 2.338 0.167
799 n2regulation ~ MatMen_health 11.276 -0.142 -0.143 -0.133
177 MatMen_health =~ MomOnlyFSIQ 11.217 2.070 2.096 0.150
530 Dep_Score ~~ imhbirthwt 10.712 -1.272 -1.272 -1.809
816 n2tone ~ Mat_Health 10.618 0.075 0.078 0.141
681 gawks ~~ n2attention 9.931 -0.218 -0.218 -0.181
456 any_subuse_y_n ~~ acescore 9.331 -0.205 -0.205 -0.188
728 mrace_combined ~~ n2regulation 9.320 0.246 0.246 0.206
856 SocioDem ~ n2regulation 9.222 -0.250 -0.250 -0.269
179 Infant =~ diabpprg 9.212 0.008 0.008 0.080
582 Anger_Score ~~ n2attention 9.184 -2.073 -2.073 -0.234
703 MatAge ~~ pcedlevel 8.950 -1.529 -1.529 -0.236
547 Dep_Score ~~ n2stress 8.487 -1.087 -1.087 -0.400
797 n2attention ~ SocioDem 8.396 -0.333 -0.333 -0.261
680 gawks ~~ hseincom 8.223 -5.932 -5.932 -0.054
699 sex ~~ n2qmove 8.132 0.098 0.098 0.169
589 Supp_Score ~~ Meaning_Score 8.122 -16.962 -16.962 -0.366
187 Infant =~ any_subuse_y_n 8.020 0.071 0.076 0.167
172 MatMen_health =~ sex 7.942 0.076 0.076 0.154
532 Dep_Score ~~ imh_birthhcr 7.755 -2.483 -2.483 -0.601
202 SocioDem =~ gestdiab 7.585 -0.030 -0.030 -0.131
640 imhbirthwt ~~ n2nonoptref 7.576 -0.205 -0.205 -1.028
671 imh_birthhcr ~~ n2nonoptref 7.515 -0.377 -0.377 -0.322
175 MatMen_health =~ mrace_combined 7.488 -0.117 -0.119 -0.101
798 n2regulation ~ Mat_Health 7.253 -0.108 -0.113 -0.105
588 Anger_Score ~~ n2stress 7.174 -0.895 -0.895 -0.185
206 SocioDem =~ hiv 7.138 0.019 0.019 0.089
299 hyp ~~ imhbirthwt 6.917 0.031 0.031 0.409
151 Mat_Health =~ gawks 6.879 0.111 0.116 0.116
481 collapsed_mentheal ~~ Anx_Score 6.844 1.580 1.580 0.281
278 gestdiab ~~ hseincom 6.653 1.105 1.105 0.041
197 Infant =~ mrace_combined 6.630 -0.130 -0.140 -0.119
553 Anx_Score ~~ imh_birthhcr 6.538 -2.679 -2.679 -0.398
339 prenatal_collapsed ~~ hseincom 6.484 2.812 2.812 0.066
513 acescore ~~ MatAge 6.421 2.100 2.100 0.161
155 Mat_Health =~ mrace_combined 6.376 -0.118 -0.123 -0.105
475 any_subuse_y_n ~~ n2tone 6.203 -0.032 -0.032 -0.139
204 SocioDem =~ prenatal_collapsed 6.058 0.045 0.045 0.120
842 n2qmove ~ SocioDem 6.045 -0.305 -0.305 -0.256
709 MatAge ~~ n2tone 6.007 -0.416 -0.416 -0.151
605 Supp_Score ~~ n2nonoptref 5.892 1.467 1.467 0.212
641 imhbirthwt ~~ n2qmove 5.812 0.127 0.127 0.592
285 gestdiab ~~ n2stress 5.758 0.016 0.016 0.096
478 any_subuse_y_n ~~ n2stress 5.579 -0.036 -0.036 -0.124
610 Meaning_Score ~~ imh_birthhcr 5.563 1.859 1.859 0.237
695 sex ~~ n2regulation 5.491 0.074 0.074 0.140
212 SocioDem =~ Anx_Score 5.474 -1.580 -1.580 -0.148
744 MomOnlyFSIQ ~~ n2attention 5.325 -2.113 -2.113 -0.152
685 gawks ~~ n2nonoptref 5.311 -0.176 -0.176 -0.169
573 Anger_Score ~~ imh_birthhcr 5.303 -2.213 -2.213 -0.301
545 Dep_Score ~~ n2nonoptref 5.282 -1.632 -1.632 -0.380
184 Infant =~ hiv 5.186 0.009 0.010 0.046
162 MatMen_health =~ prenatal_collapsed 5.122 0.040 0.040 0.109
495 collapsed_mentheal ~~ hseincom 5.036 -11.620 -11.620 -0.112
554 Anx_Score ~~ gawks 5.009 -1.385 -1.385 -0.232
546 Dep_Score ~~ n2qmove 4.985 1.478 1.478 0.320
328 prenatal_collapsed ~~ Meaning_Score 4.963 0.399 0.399 0.147
426 syph ~~ n2nonoptref 4.869 0.016 0.016 0.063
608 Meaning_Score ~~ imhbirthwt 4.848 0.594 0.594 0.445
639 imhbirthwt ~~ n2tone 4.756 -0.054 -0.054 -0.547
519 acescore ~~ n2attention 4.717 0.426 0.426 0.128
533 Dep_Score ~~ gawks 4.672 -1.052 -1.052 -0.286
806 n2regulation ~ SocioDem 4.666 -0.220 -0.220 -0.204
625 Meaning_Score ~~ n2stress 4.518 0.857 0.857 0.166
273 gestdiab ~~ MatAge 4.362 -0.142 -0.142 -0.122
587 Anger_Score ~~ n2qmove 4.320 1.332 1.332 0.162
729 mrace_combined ~~ n2arousal 4.306 -0.208 -0.208 -0.118
376 hiv ~~ any_subuse_y_n 4.222 -0.007 -0.007 -0.085
674 gawks ~~ sex 4.219 0.064 0.064 0.139
552 Anx_Score ~~ imh_birthlt 4.191 -3.555 -3.555 -0.345
586 Anger_Score ~~ n2nonoptref 4.170 -1.389 -1.389 -0.182
153 Mat_Health =~ MatAge 4.076 -0.387 -0.406 -0.080
455 any_subuse_y_n ~~ collapsed_mentheal 4.033 0.051 0.051 0.138
173 MatMen_health =~ MatAge 3.984 -0.351 -0.356 -0.070
161 MatMen_health =~ hyp 3.910 0.044 0.045 0.106
223 diabpprg ~~ prenatal_collapsed 3.844 0.002 0.002 0.052
673 imh_birthhcr ~~ n2stress 3.840 -0.131 -0.131 -0.177
567 Anx_Score ~~ n2qmove 3.799 1.461 1.461 0.194
675 gawks ~~ MatAge 3.684 0.581 0.581 0.123
188 Infant =~ collapsed_mentheal 3.638 0.068 0.073 0.077
271 gestdiab ~~ gawks 3.613 0.024 0.024 0.109
487 collapsed_mentheal ~~ imh_birthhcr 3.604 0.154 0.154 0.163
362 hepc ~~ MatAge 3.583 -0.493 -0.493 -0.105
537 Dep_Score ~~ mrace_combined 3.547 1.219 1.219 0.283
565 Anx_Score ~~ n2tone 3.516 -0.708 -0.708 -0.203
227 diabpprg ~~ chlmyd 3.466 0.001 0.001 0.029
644 imh_birthlt ~~ gawks 3.465 -0.877 -0.877 -0.571
265 gestdiab ~~ Anger_Score 3.447 -0.184 -0.184 -0.114
333 prenatal_collapsed ~~ sex 3.438 -0.019 -0.019 -0.106
824 n2tone ~ SocioDem 3.386 0.098 0.098 0.178
348 hepc ~~ syph 3.364 -0.028 -0.028 -0.127
401 hiv ~~ n2stress 3.332 0.011 0.011 0.073
421 syph ~~ hseincom 3.313 0.573 0.573 0.021
651 imh_birthlt ~~ hseincom 3.237 21.069 21.069 0.111
345 prenatal_collapsed ~~ n2qmove 3.158 0.045 0.045 0.103
247 diabpprg ~~ n2attention 3.109 0.009 0.009 0.070
611 Meaning_Score ~~ gawks 3.098 0.890 0.890 0.128
485 collapsed_mentheal ~~ imhbirthwt 3.096 0.047 0.047 0.290
427 syph ~~ n2qmove 3.094 0.024 0.024 0.086
544 Dep_Score ~~ n2tone 3.079 -0.595 -0.595 -0.278
677 gawks ~~ mrace_combined 3.065 0.121 0.121 0.116
238 diabpprg ~~ imh_birthhcr 3.064 0.011 0.011 0.098
404 syph ~~ collapsed_mentheal 3.023 0.024 0.024 0.116
549 Anx_Score ~~ Supp_Score 3.020 -12.305 -12.305 -0.310
499 collapsed_mentheal ~~ n2tone 3.019 0.054 0.054 0.110
201 SocioDem =~ diabpprg 3.007 0.007 0.007 0.064
248 diabpprg ~~ n2regulation 2.975 0.008 0.008 0.070
239 diabpprg ~~ gawks 2.938 0.015 0.015 0.154
221 diabpprg ~~ gestdiab 2.935 0.001 0.001 0.026
319 prenatal_collapsed ~~ syph 2.930 -0.013 -0.013 -0.151
146 Mat_Health =~ Supp_Score 2.918 1.379 1.445 0.175
563 Anx_Score ~~ n2regulation 2.902 1.109 1.109 0.162
209 SocioDem =~ collapsed_mentheal 2.896 0.085 0.085 0.091
382 hiv ~~ Supp_Score 2.885 0.235 0.235 0.179
637 imhbirthwt ~~ n2regulation 2.848 0.070 0.070 0.360
334 prenatal_collapsed ~~ MatAge 2.763 -0.182 -0.182 -0.099
189 Infant =~ acescore 2.752 -0.171 -0.183 -0.066
272 gestdiab ~~ sex 2.737 -0.010 -0.010 -0.091
571 Anger_Score ~~ imhbirthwt 2.722 -0.556 -0.556 -0.443
394 hiv ~~ hseincom 2.712 0.409 0.409 0.017
576 Anger_Score ~~ MatAge 2.710 4.397 4.397 0.127
251 diabpprg ~~ n2nonoptref 2.650 -0.009 -0.009 -0.083
266 gestdiab ~~ Supp_Score 2.639 -0.155 -0.155 -0.106
470 any_subuse_y_n ~~ MomOnlyFSIQ 2.616 -0.821 -0.821 -0.180
597 Supp_Score ~~ mrace_combined 2.595 -1.019 -1.019 -0.147
346 prenatal_collapsed ~~ n2stress 2.574 -0.027 -0.027 -0.104
614 Meaning_Score ~~ mmins_combined 2.558 -0.466 -0.466 -0.135
196 Infant =~ mmins_combined 2.533 -0.033 -0.036 -0.072
226 diabpprg ~~ syph 2.503 0.000 0.000 0.017
706 MatAge ~~ n2attention 2.483 -0.523 -0.523 -0.082
555 Anx_Score ~~ sex 2.473 -0.474 -0.474 -0.153
541 Dep_Score ~~ n2attention 2.471 -1.010 -1.010 -0.203
144 Mat_Health =~ Anx_Score 2.449 1.760 1.845 0.173
364 hepc ~~ pcedlevel 2.413 0.129 0.129 0.106
516 acescore ~~ pcedlevel 2.400 0.361 0.361 0.107
483 collapsed_mentheal ~~ Supp_Score 2.373 0.718 0.718 0.129
718 mmins_combined ~~ n2regulation 2.354 0.040 0.040 0.079
301 hyp ~~ imh_birthhcr 2.349 0.056 0.056 0.128
386 hiv ~~ imh_birthhcr 2.346 0.016 0.016 0.074
241 diabpprg ~~ MatAge 2.336 -0.026 -0.026 -0.051
367 hepc ~~ n2attention 2.329 0.100 0.100 0.084
514 acescore ~~ mmins_combined 2.319 -0.138 -0.138 -0.113
603 Supp_Score ~~ n2arousal 2.307 -1.169 -1.169 -0.117
601 Supp_Score ~~ n2attention 2.290 1.074 1.074 0.134
609 Meaning_Score ~~ imh_birthlt 2.286 1.986 1.986 0.165
152 Mat_Health =~ sex 2.285 0.029 0.030 0.061
390 hiv ~~ mmins_combined 2.250 -0.003 -0.003 -0.034
288 hyp ~~ hiv 2.242 0.004 0.004 0.050
167 MatMen_health =~ any_subuse_y_n 2.221 0.039 0.040 0.088
501 collapsed_mentheal ~~ n2qmove 2.198 -0.093 -0.093 -0.088
737 pcedlevel ~~ n2regulation 2.189 -0.139 -0.139 -0.099
280 gestdiab ~~ n2regulation 2.189 0.016 0.016 0.066
652 imh_birthlt ~~ n2attention 2.181 0.282 0.282 0.136
303 hyp ~~ sex 2.172 -0.017 -0.017 -0.086
623 Meaning_Score ~~ n2nonoptref 2.156 0.999 0.999 0.123
745 MomOnlyFSIQ ~~ n2regulation 2.145 -1.281 -1.281 -0.109
180 Infant =~ gestdiab 2.142 -0.008 -0.009 -0.038
492 collapsed_mentheal ~~ mrace_combined 2.116 0.094 0.094 0.095
203 SocioDem =~ hyp 2.099 0.032 0.032 0.076
542 Dep_Score ~~ n2regulation 2.097 0.789 0.789 0.188
500 collapsed_mentheal ~~ n2nonoptref 2.062 0.086 0.086 0.088
402 syph ~~ chlmyd 2.047 -0.020 -0.020 -0.216
714 mmins_combined ~~ pcedlevel 2.015 0.085 0.085 0.141
283 gestdiab ~~ n2nonoptref 1.980 0.018 0.018 0.071
236 diabpprg ~~ imhbirthwt 1.964 0.004 0.004 0.240
749 MomOnlyFSIQ ~~ n2qmove 1.961 -1.288 -1.288 -0.100
141 Mat_Health =~ collapsed_mentheal 1.956 -0.131 -0.137 -0.146
666 imh_birthhcr ~~ hseincom 1.910 -11.476 -11.476 -0.093
428 syph ~~ n2stress 1.885 -0.017 -0.017 -0.104
572 Anger_Score ~~ imh_birthlt 1.874 -2.041 -2.041 -0.181
494 collapsed_mentheal ~~ MomOnlyFSIQ 1.865 1.011 1.011 0.105
366 hepc ~~ hseincom 1.859 7.429 7.429 0.068
234 diabpprg ~~ Supp_Score 1.856 0.068 0.068 0.105
296 hyp ~~ Anger_Score 1.855 -0.349 -0.349 -0.122
595 Supp_Score ~~ MatAge 1.824 -3.081 -3.081 -0.098
304 hyp ~~ MatAge 1.818 -0.170 -0.170 -0.082
525 acescore ~~ n2stress 1.803 -0.149 -0.149 -0.082
277 gestdiab ~~ MomOnlyFSIQ 1.781 -0.277 -0.277 -0.110
620 Meaning_Score ~~ n2regulation 1.752 -0.742 -0.742 -0.093
633 imhbirthwt ~~ pcedlevel 1.727 0.058 0.058 0.247
748 MomOnlyFSIQ ~~ n2nonoptref 1.721 1.356 1.356 0.113
237 diabpprg ~~ imh_birthlt 1.719 0.014 0.014 0.082
732 mrace_combined ~~ n2qmove 1.718 -0.110 -0.110 -0.084
642 imhbirthwt ~~ n2stress 1.712 -0.037 -0.037 -0.289
300 hyp ~~ imh_birthlt 1.711 0.072 0.072 0.107
257 gestdiab ~~ hiv 1.710 -0.009 -0.009 -0.192
415 syph ~~ sex 1.703 -0.008 -0.008 -0.071
509 acescore ~~ imh_birthlt 1.697 -0.502 -0.502 -0.118
393 hiv ~~ MomOnlyFSIQ 1.691 0.168 0.168 0.074
720 mmins_combined ~~ n2tone 1.677 -0.020 -0.020 -0.078
246 diabpprg ~~ hseincom 1.673 0.148 0.148 0.012
726 mrace_combined ~~ hseincom 1.666 14.630 14.630 0.113
214 SocioDem =~ Supp_Score 1.664 -0.602 -0.602 -0.073
249 diabpprg ~~ n2arousal 1.662 0.008 0.008 0.050
632 imhbirthwt ~~ mrace_combined 1.659 -0.041 -0.041 -0.208
607 Supp_Score ~~ n2stress 1.655 0.411 0.411 0.094
757 hseincom ~~ n2stress 1.650 -6.584 -6.584 -0.081
619 Meaning_Score ~~ n2attention 1.621 0.775 0.775 0.082
636 imhbirthwt ~~ n2attention 1.592 0.057 0.057 0.249
497 collapsed_mentheal ~~ n2regulation 1.584 -0.073 -0.073 -0.076
583 Anger_Score ~~ n2regulation 1.579 0.703 0.703 0.094
725 mrace_combined ~~ MomOnlyFSIQ 1.577 -1.497 -1.497 -0.125
445 chlmyd ~~ pcedlevel 1.574 0.038 0.038 0.073
254 gestdiab ~~ hyp 1.565 -0.008 -0.008 -0.087
325 prenatal_collapsed ~~ Anx_Score 1.551 -0.270 -0.270 -0.116
389 hiv ~~ MatAge 1.550 -0.084 -0.084 -0.080
451 chlmyd ~~ n2tone 1.550 0.016 0.016 0.073
439 chlmyd ~~ imh_birthhcr 1.550 -0.039 -0.039 -0.092
656 imh_birthlt ~~ n2nonoptref 1.548 -0.307 -0.307 -0.171
182 Infant =~ prenatal_collapsed 1.538 0.015 0.016 0.043
535 Dep_Score ~~ MatAge 1.519 3.249 3.249 0.167
384 hiv ~~ imhbirthwt 1.505 0.005 0.005 0.120
198 Infant =~ pcedlevel 1.501 0.103 0.110 0.071
560 Anx_Score ~~ MomOnlyFSIQ 1.501 -10.322 -10.322 -0.150
712 MatAge ~~ n2stress 1.426 -0.275 -0.275 -0.079
446 chlmyd ~~ MomOnlyFSIQ 1.412 0.282 0.282 0.066
245 diabpprg ~~ MomOnlyFSIQ 1.409 0.135 0.135 0.122
160 MatMen_health =~ gestdiab 1.398 -0.013 -0.013 -0.055
733 mrace_combined ~~ n2stress 1.382 0.054 0.054 0.070
438 chlmyd ~~ imh_birthlt 1.382 -0.048 -0.048 -0.075
667 imh_birthhcr ~~ n2attention 1.381 -0.135 -0.135 -0.099
276 gestdiab ~~ pcedlevel 1.380 -0.029 -0.029 -0.095
222 diabpprg ~~ hyp 1.364 -0.004 -0.004 -0.104
363 hepc ~~ mmins_combined 1.349 -0.032 -0.032 -0.073
337 prenatal_collapsed ~~ pcedlevel 1.347 0.040 0.040 0.084
658 imh_birthlt ~~ n2stress 1.343 -0.135 -0.135 -0.119
750 MomOnlyFSIQ ~~ n2stress 1.316 -0.523 -0.523 -0.069
459 any_subuse_y_n ~~ Anger_Score 1.312 0.286 0.286 0.098
700 sex ~~ n2stress 1.280 -0.023 -0.023 -0.068
564 Anx_Score ~~ n2arousal 1.280 -1.115 -1.115 -0.111
159 MatMen_health =~ diabpprg 1.277 0.003 0.003 0.033
274 gestdiab ~~ mmins_combined 1.275 0.012 0.012 0.110
156 Mat_Health =~ pcedlevel 1.264 -0.075 -0.079 -0.051
347 hepc ~~ hiv 1.254 -0.016 -0.016 -0.079
556 Anx_Score ~~ MatAge 1.244 3.410 3.410 0.108
655 imh_birthlt ~~ n2tone 1.238 -0.115 -0.115 -0.128
311 hyp ~~ n2regulation 1.238 0.029 0.029 0.064
383 hiv ~~ Meaning_Score 1.235 -0.106 -0.106 -0.069
689 sex ~~ mmins_combined 1.234 -0.016 -0.016 -0.070
255 gestdiab ~~ prenatal_collapsed 1.228 -0.006 -0.006 -0.075
479 collapsed_mentheal ~~ acescore 1.205 0.163 0.163 0.070
738 pcedlevel ~~ n2arousal 1.191 0.157 0.157 0.076
657 imh_birthlt ~~ n2qmove 1.178 0.234 0.234 0.121
225 diabpprg ~~ hiv 1.176 0.000 0.000 0.010
622 Meaning_Score ~~ n2tone 1.162 0.385 0.385 0.095
166 MatMen_health =~ chlmyd 1.161 0.022 0.022 0.055
538 Dep_Score ~~ pcedlevel 1.141 0.794 0.794 0.158
343 prenatal_collapsed ~~ n2tone 1.135 -0.014 -0.014 -0.072
721 mmins_combined ~~ n2nonoptref 1.118 0.031 0.031 0.060
715 mmins_combined ~~ MomOnlyFSIQ 1.110 0.490 0.490 0.097
808 n2arousal ~ MatMen_health 1.109 0.070 0.071 0.045
164 MatMen_health =~ hiv 1.085 0.009 0.009 0.042
256 gestdiab ~~ hepc 1.084 0.012 0.012 0.057
522 acescore ~~ n2tone 1.076 -0.083 -0.083 -0.058
704 MatAge ~~ MomOnlyFSIQ 1.066 5.246 5.246 0.096
207 SocioDem =~ syph 1.065 -0.009 -0.009 -0.039
531 Dep_Score ~~ imh_birthlt 1.054 -1.614 -1.614 -0.255
423 syph ~~ n2regulation 1.053 -0.020 -0.020 -0.080
373 hepc ~~ n2stress 1.049 -0.041 -0.041 -0.062
604 Supp_Score ~~ n2tone 1.049 0.268 0.268 0.078
388 hiv ~~ sex 1.037 0.007 0.007 0.064
462 any_subuse_y_n ~~ imhbirthwt 1.037 0.014 0.014 0.189
407 syph ~~ Anx_Score 1.034 -0.138 -0.138 -0.094
282 gestdiab ~~ n2tone 1.031 -0.009 -0.009 -0.067
454 chlmyd ~~ n2stress 1.026 0.009 0.009 0.034
734 pcedlevel ~~ MomOnlyFSIQ 1.024 -2.000 -2.000 -0.143
306 hyp ~~ mrace_combined 1.011 0.030 0.030 0.066
326 prenatal_collapsed ~~ Anger_Score 1.004 0.182 0.182 0.072
665 imh_birthhcr ~~ MomOnlyFSIQ 1.000 -1.153 -1.153 -0.100
496 collapsed_mentheal ~~ n2attention 0.985 0.068 0.068 0.060
416 syph ~~ MatAge 0.971 -0.072 -0.072 -0.062
698 sex ~~ n2nonoptref 0.969 0.034 0.034 0.062
208 SocioDem =~ chlmyd 0.934 0.016 0.016 0.041
464 any_subuse_y_n ~~ imh_birthhcr 0.924 0.038 0.038 0.086
243 diabpprg ~~ mrace_combined 0.922 0.008 0.008 0.073
645 imh_birthlt ~~ sex 0.920 0.090 0.090 0.112
480 collapsed_mentheal ~~ Dep_Score 0.903 -0.511 -0.511 -0.148
444 chlmyd ~~ mrace_combined 0.902 0.031 0.031 0.070
562 Anx_Score ~~ n2attention 0.900 -0.734 -0.734 -0.091
176 MatMen_health =~ pcedlevel 0.899 -0.059 -0.060 -0.039
606 Supp_Score ~~ n2qmove 0.886 -0.545 -0.545 -0.073
387 hiv ~~ gawks 0.865 0.007 0.007 0.035
233 diabpprg ~~ Anger_Score 0.850 -0.037 -0.037 -0.052
630 imhbirthwt ~~ MatAge 0.846 0.121 0.121 0.134
186 Infant =~ chlmyd 0.845 -0.010 -0.011 -0.027
526 Dep_Score ~~ Anx_Score 0.844 -8.367 -8.367 -0.339
596 Supp_Score ~~ mmins_combined 0.841 -0.242 -0.242 -0.083
270 gestdiab ~~ imh_birthhcr 0.826 -0.020 -0.020 -0.081
664 imh_birthhcr ~~ pcedlevel 0.820 -0.120 -0.120 -0.087
374 hiv ~~ syph 0.819 -0.003 -0.003 -0.061
349 hepc ~~ chlmyd 0.811 0.018 0.018 0.050
242 diabpprg ~~ mmins_combined 0.811 0.009 0.009 0.182
469 any_subuse_y_n ~~ pcedlevel 0.806 0.046 0.046 0.085
510 acescore ~~ imh_birthhcr 0.780 -0.207 -0.207 -0.075
676 gawks ~~ mmins_combined 0.770 -0.026 -0.026 -0.059
433 chlmyd ~~ Anx_Score 0.769 -0.224 -0.224 -0.089
663 imh_birthhcr ~~ mrace_combined 0.753 -0.076 -0.076 -0.064
508 acescore ~~ imhbirthwt 0.751 -0.066 -0.066 -0.140
414 syph ~~ gawks 0.744 0.012 0.012 0.053
284 gestdiab ~~ n2qmove 0.717 -0.012 -0.012 -0.044
484 collapsed_mentheal ~~ Meaning_Score 0.712 0.433 0.433 0.066
631 imhbirthwt ~~ mmins_combined 0.700 -0.011 -0.011 -0.134
447 chlmyd ~~ hseincom 0.691 -4.145 -4.145 -0.090
287 hyp ~~ hepc 0.690 0.018 0.018 0.047
231 diabpprg ~~ Dep_Score 0.690 -0.024 -0.024 -0.061
368 hepc ~~ n2regulation 0.680 -0.047 -0.047 -0.046
340 prenatal_collapsed ~~ n2attention 0.677 -0.021 -0.021 -0.045
213 SocioDem =~ Anger_Score 0.674 -0.456 -0.456 -0.047
468 any_subuse_y_n ~~ mmins_combined 0.673 -0.012 -0.012 -0.062
684 gawks ~~ n2tone 0.667 -0.024 -0.024 -0.047
807 n2arousal ~ Mat_Health 0.648 0.050 0.053 0.033
557 Anx_Score ~~ mmins_combined 0.638 -0.324 -0.324 -0.109
670 imh_birthhcr ~~ n2tone 0.623 -0.048 -0.048 -0.082
261 gestdiab ~~ collapsed_mentheal 0.622 -0.010 -0.010 -0.050
504 acescore ~~ Anx_Score 0.621 1.508 1.508 0.091
471 any_subuse_y_n ~~ hseincom 0.615 2.443 2.443 0.050
316 hyp ~~ n2stress 0.615 -0.014 -0.014 -0.048
585 Anger_Score ~~ n2tone 0.608 -0.239 -0.239 -0.063
354 hepc ~~ Anger_Score 0.607 0.402 0.402 0.062
399 hiv ~~ n2nonoptref 0.598 0.008 0.008 0.036
558 Anx_Score ~~ mrace_combined 0.596 0.529 0.529 0.075
708 MatAge ~~ n2arousal 0.595 0.382 0.382 0.048
200 Infant =~ hseincom 0.593 -2.608 -2.796 -0.024
517 acescore ~~ MomOnlyFSIQ 0.579 -1.553 -1.553 -0.055
260 gestdiab ~~ any_subuse_y_n 0.572 0.005 0.005 0.051
361 hepc ~~ sex 0.566 0.020 0.020 0.045
321 prenatal_collapsed ~~ any_subuse_y_n 0.556 -0.007 -0.007 -0.046
398 hiv ~~ n2tone 0.552 -0.005 -0.005 -0.042
735 pcedlevel ~~ hseincom 0.551 5.426 5.426 0.036
580 Anger_Score ~~ MomOnlyFSIQ 0.550 -5.320 -5.320 -0.071
352 hepc ~~ Dep_Score 0.545 0.359 0.359 0.098
649 imh_birthlt ~~ pcedlevel 0.543 0.159 0.159 0.076
566 Anx_Score ~~ n2nonoptref 0.542 -0.519 -0.519 -0.074
350 hepc ~~ collapsed_mentheal 0.539 0.037 0.037 0.045
420 syph ~~ MomOnlyFSIQ 0.532 -0.092 -0.092 -0.036
740 pcedlevel ~~ n2nonoptref 0.522 -0.074 -0.074 -0.052
395 hiv ~~ n2attention 0.519 -0.006 -0.006 -0.021
358 hepc ~~ imh_birthlt 0.518 -0.093 -0.093 -0.061
235 diabpprg ~~ Meaning_Score 0.504 -0.011 -0.011 -0.014
635 imhbirthwt ~~ hseincom 0.496 2.065 2.065 0.098
742 pcedlevel ~~ n2stress 0.496 -0.044 -0.044 -0.049
661 imh_birthhcr ~~ MatAge 0.489 -0.304 -0.304 -0.057
489 collapsed_mentheal ~~ sex 0.489 0.019 0.019 0.044
584 Anger_Score ~~ n2arousal 0.485 -0.642 -0.642 -0.058
693 sex ~~ hseincom 0.482 -2.160 -2.160 -0.038
250 diabpprg ~~ n2tone 0.482 0.002 0.002 0.032
507 acescore ~~ Meaning_Score 0.481 -1.058 -1.058 -0.055
400 hiv ~~ n2qmove 0.470 0.015 0.015 0.061
690 sex ~~ mrace_combined 0.467 -0.024 -0.024 -0.044
719 mmins_combined ~~ n2arousal 0.465 0.038 0.038 0.051
185 Infant =~ syph 0.462 -0.003 -0.004 -0.016
317 prenatal_collapsed ~~ hepc 0.462 -0.014 -0.014 -0.040
330 prenatal_collapsed ~~ imh_birthlt 0.450 0.038 0.038 0.064
754 hseincom ~~ n2tone 0.450 -1.319 -1.319 -0.021
669 imh_birthhcr ~~ n2arousal 0.446 0.112 0.112 0.066
313 hyp ~~ n2tone 0.443 0.010 0.010 0.043
490 collapsed_mentheal ~~ MatAge 0.443 0.191 0.191 0.043
268 gestdiab ~~ imhbirthwt 0.438 -0.004 -0.004 -0.103
687 gawks ~~ n2stress 0.433 -0.028 -0.028 -0.042
550 Anx_Score ~~ Meaning_Score 0.428 -5.002 -5.002 -0.107
430 chlmyd ~~ collapsed_mentheal 0.426 0.014 0.014 0.040
431 chlmyd ~~ acescore 0.424 -0.048 -0.048 -0.046
672 imh_birthhcr ~~ n2qmove 0.421 0.081 0.081 0.064
569 Anger_Score ~~ Supp_Score 0.420 -4.448 -4.448 -0.102
252 diabpprg ~~ n2qmove 0.416 0.003 0.003 0.022
506 acescore ~~ Supp_Score 0.413 0.965 0.965 0.059
371 hepc ~~ n2nonoptref 0.410 0.037 0.037 0.036
435 chlmyd ~~ Supp_Score 0.407 0.148 0.148 0.060
713 mmins_combined ~~ mrace_combined 0.397 -0.019 -0.019 -0.037
281 gestdiab ~~ n2arousal 0.389 0.013 0.013 0.034
491 collapsed_mentheal ~~ mmins_combined 0.388 0.018 0.018 0.043
453 chlmyd ~~ n2qmove 0.386 0.014 0.014 0.030
598 Supp_Score ~~ pcedlevel 0.379 -0.402 -0.402 -0.050
259 gestdiab ~~ chlmyd 0.372 0.002 0.002 0.023
286 hyp ~~ prenatal_collapsed 0.371 -0.006 -0.006 -0.038
613 Meaning_Score ~~ MatAge 0.367 1.667 1.667 0.045
405 syph ~~ acescore 0.366 -0.022 -0.022 -0.037
660 imh_birthhcr ~~ sex 0.361 -0.032 -0.032 -0.061
375 hiv ~~ chlmyd 0.360 -0.002 -0.002 -0.024
548 Anx_Score ~~ Anger_Score 0.352 -5.239 -5.239 -0.119
678 gawks ~~ pcedlevel 0.350 0.055 0.055 0.045
654 imh_birthlt ~~ n2arousal 0.346 -0.169 -0.169 -0.065
409 syph ~~ Supp_Score 0.345 -0.052 -0.052 -0.036
682 gawks ~~ n2regulation 0.344 -0.043 -0.043 -0.042
275 gestdiab ~~ mrace_combined 0.342 0.010 0.010 0.040
707 MatAge ~~ n2regulation 0.341 -0.175 -0.175 -0.032
258 gestdiab ~~ syph 0.340 -0.002 -0.002 -0.035
473 any_subuse_y_n ~~ n2regulation 0.340 -0.016 -0.016 -0.036
262 gestdiab ~~ acescore 0.333 0.019 0.019 0.031
534 Dep_Score ~~ sex 0.330 -0.148 -0.148 -0.078
528 Dep_Score ~~ Supp_Score 0.329 -4.087 -4.087 -0.167
474 any_subuse_y_n ~~ n2arousal 0.328 -0.025 -0.025 -0.038
329 prenatal_collapsed ~~ imhbirthwt 0.326 -0.006 -0.006 -0.091
424 syph ~~ n2arousal 0.323 -0.008 -0.008 -0.022
370 hepc ~~ n2tone 0.321 0.016 0.016 0.031
751 hseincom ~~ n2attention 0.319 -4.523 -4.523 -0.030
716 mmins_combined ~~ hseincom 0.314 1.399 1.399 0.026
696 sex ~~ n2arousal 0.313 0.026 0.026 0.034
378 hiv ~~ acescore 0.312 0.009 0.009 0.016
710 MatAge ~~ n2nonoptref 0.310 -0.190 -0.190 -0.034
482 collapsed_mentheal ~~ Anger_Score 0.307 -0.306 -0.306 -0.050
647 imh_birthlt ~~ mmins_combined 0.305 -0.033 -0.033 -0.043
723 mmins_combined ~~ n2stress 0.304 0.012 0.012 0.035
634 imhbirthwt ~~ MomOnlyFSIQ 0.303 0.234 0.234 0.119
476 any_subuse_y_n ~~ n2nonoptref 0.298 -0.017 -0.017 -0.037
815 n2arousal ~ SocioDem 0.288 0.086 0.086 0.054
267 gestdiab ~~ Meaning_Score 0.286 -0.060 -0.060 -0.035
575 Anger_Score ~~ sex 0.284 0.145 0.145 0.043
307 hyp ~~ pcedlevel 0.282 -0.020 -0.020 -0.038
574 Anger_Score ~~ gawks 0.281 -0.294 -0.294 -0.045
331 prenatal_collapsed ~~ imh_birthhcr 0.280 0.016 0.016 0.040
711 MatAge ~~ n2qmove 0.280 -0.191 -0.191 -0.032
668 imh_birthhcr ~~ n2regulation 0.278 0.054 0.054 0.047
292 hyp ~~ collapsed_mentheal 0.264 0.012 0.012 0.032
472 any_subuse_y_n ~~ n2attention 0.261 0.016 0.016 0.030
466 any_subuse_y_n ~~ sex 0.257 0.007 0.007 0.033
336 prenatal_collapsed ~~ mrace_combined 0.257 0.013 0.013 0.032
341 prenatal_collapsed ~~ n2regulation 0.255 0.012 0.012 0.031
229 diabpprg ~~ collapsed_mentheal 0.242 0.003 0.003 0.032
851 n2stress ~ SocioDem 0.240 0.030 0.030 0.043
593 Supp_Score ~~ gawks 0.238 0.213 0.213 0.036
290 hyp ~~ chlmyd 0.236 -0.006 -0.006 -0.034
205 SocioDem =~ hepc 0.236 0.022 0.022 0.024
590 Supp_Score ~~ imhbirthwt 0.236 -0.125 -0.125 -0.111
441 chlmyd ~~ sex 0.230 -0.005 -0.005 -0.028
305 hyp ~~ mmins_combined 0.221 -0.006 -0.006 -0.030
291 hyp ~~ any_subuse_y_n 0.220 0.005 0.005 0.031
624 Meaning_Score ~~ n2qmove 0.218 -0.316 -0.316 -0.036
461 any_subuse_y_n ~~ Meaning_Score 0.218 0.101 0.101 0.032
359 hepc ~~ imh_birthhcr 0.218 -0.037 -0.037 -0.037
397 hiv ~~ n2arousal 0.215 0.008 0.008 0.024
332 prenatal_collapsed ~~ gawks 0.202 -0.011 -0.011 -0.031
521 acescore ~~ n2arousal 0.202 -0.117 -0.117 -0.028
612 Meaning_Score ~~ sex 0.201 -0.115 -0.115 -0.032
579 Anger_Score ~~ pcedlevel 0.198 -0.345 -0.345 -0.039
443 chlmyd ~~ mmins_combined 0.195 0.006 0.006 0.030
591 Supp_Score ~~ imh_birthlt 0.189 -0.530 -0.530 -0.052
498 collapsed_mentheal ~~ n2arousal 0.182 0.037 0.037 0.026
183 Infant =~ hepc 0.173 -0.012 -0.012 -0.013
143 Mat_Health =~ Dep_Score 0.172 -0.403 -0.423 -0.047
422 syph ~~ n2attention 0.169 0.005 0.005 0.016
385 hiv ~~ imh_birthlt 0.169 0.005 0.005 0.015
381 hiv ~~ Anger_Score 0.169 0.055 0.055 0.038
322 prenatal_collapsed ~~ collapsed_mentheal 0.167 0.008 0.008 0.025
195 Infant =~ MatAge 0.163 0.085 0.091 0.018
429 chlmyd ~~ any_subuse_y_n 0.162 -0.004 -0.004 -0.025
747 MomOnlyFSIQ ~~ n2tone 0.161 0.170 0.170 0.029
543 Dep_Score ~~ n2arousal 0.160 -0.342 -0.342 -0.055
342 prenatal_collapsed ~~ n2arousal 0.160 -0.013 -0.013 -0.023
594 Supp_Score ~~ sex 0.159 0.093 0.093 0.030
369 hepc ~~ n2arousal 0.158 -0.034 -0.034 -0.023
417 syph ~~ mmins_combined 0.156 0.004 0.004 0.035
434 chlmyd ~~ Anger_Score 0.154 -0.085 -0.085 -0.031
264 gestdiab ~~ Anx_Score 0.153 0.062 0.062 0.042
145 Mat_Health =~ Anger_Score 0.145 0.377 0.396 0.041
437 chlmyd ~~ imhbirthwt 0.145 -0.004 -0.004 -0.052
199 Infant =~ MomOnlyFSIQ 0.144 0.320 0.343 0.025
309 hyp ~~ hseincom 0.141 0.916 0.916 0.019
465 any_subuse_y_n ~~ gawks 0.140 0.010 0.010 0.025
686 gawks ~~ n2qmove 0.138 0.026 0.026 0.024
701 MatAge ~~ mmins_combined 0.137 -0.057 -0.057 -0.025
360 hepc ~~ gawks 0.137 0.020 0.020 0.023
697 sex ~~ n2tone 0.136 -0.006 -0.006 -0.022
240 diabpprg ~~ sex 0.128 -0.001 -0.001 -0.020
372 hepc ~~ n2qmove 0.128 0.023 0.023 0.021
512 acescore ~~ sex 0.128 -0.028 -0.028 -0.022
755 hseincom ~~ n2nonoptref 0.126 -3.573 -3.573 -0.028
294 hyp ~~ Dep_Score 0.125 0.084 0.084 0.052
694 sex ~~ n2attention 0.120 0.012 0.012 0.020
493 collapsed_mentheal ~~ pcedlevel 0.118 0.029 0.029 0.025
616 Meaning_Score ~~ pcedlevel 0.115 0.259 0.259 0.027
253 diabpprg ~~ n2stress 0.115 -0.002 -0.002 -0.023
419 syph ~~ pcedlevel 0.109 0.007 0.007 0.022
356 hepc ~~ Meaning_Score 0.107 -0.155 -0.155 -0.022
355 hepc ~~ Supp_Score 0.105 -0.136 -0.136 -0.023
577 Anger_Score ~~ mmins_combined 0.104 0.121 0.121 0.037
527 Dep_Score ~~ Anger_Score 0.103 -2.747 -2.747 -0.102
741 pcedlevel ~~ n2qmove 0.102 -0.033 -0.033 -0.022
380 hiv ~~ Anx_Score 0.089 -0.039 -0.039 -0.030
523 acescore ~~ n2nonoptref 0.084 0.046 0.046 0.016
410 syph ~~ Meaning_Score 0.084 -0.031 -0.031 -0.018
308 hyp ~~ MomOnlyFSIQ 0.079 -0.097 -0.097 -0.022
279 gestdiab ~~ n2attention 0.077 0.004 0.004 0.014
289 hyp ~~ syph 0.076 0.002 0.002 0.017
295 hyp ~~ Anx_Score 0.076 0.077 0.077 0.029
327 prenatal_collapsed ~~ Supp_Score 0.073 0.041 0.041 0.018
411 syph ~~ imhbirthwt 0.073 -0.001 -0.001 -0.026
298 hyp ~~ Meaning_Score 0.072 -0.059 -0.059 -0.019
269 gestdiab ~~ imh_birthlt 0.071 -0.005 -0.005 -0.013
312 hyp ~~ n2arousal 0.070 -0.010 -0.010 -0.016
344 prenatal_collapsed ~~ n2nonoptref 0.069 -0.007 -0.007 -0.017
730 mrace_combined ~~ n2tone 0.069 0.011 0.011 0.018
391 hiv ~~ mrace_combined 0.066 0.005 0.005 0.020
320 prenatal_collapsed ~~ chlmyd 0.066 -0.002 -0.002 -0.015
408 syph ~~ Anger_Score 0.065 0.032 0.032 0.020
163 MatMen_health =~ hepc 0.065 -0.012 -0.012 -0.013
477 any_subuse_y_n ~~ n2qmove 0.065 0.008 0.008 0.016
365 hepc ~~ MomOnlyFSIQ 0.059 0.160 0.160 0.016
460 any_subuse_y_n ~~ Supp_Score 0.058 -0.051 -0.051 -0.019
650 imh_birthlt ~~ MomOnlyFSIQ 0.058 -0.490 -0.490 -0.028
662 imh_birthhcr ~~ mmins_combined 0.055 -0.010 -0.010 -0.020
244 diabpprg ~~ pcedlevel 0.055 0.001 0.001 0.009
621 Meaning_Score ~~ n2arousal 0.053 0.197 0.197 0.017
357 hepc ~~ imhbirthwt 0.052 -0.006 -0.006 -0.033
518 acescore ~~ hseincom 0.050 3.103 3.103 0.010
338 prenatal_collapsed ~~ MomOnlyFSIQ 0.047 -0.064 -0.064 -0.016
503 acescore ~~ Dep_Score 0.046 0.373 0.373 0.037
458 any_subuse_y_n ~~ Anx_Score 0.045 -0.058 -0.058 -0.022
739 pcedlevel ~~ n2tone 0.043 -0.010 -0.010 -0.013
230 diabpprg ~~ acescore 0.037 -0.003 -0.003 -0.012
615 Meaning_Score ~~ mrace_combined 0.036 0.104 0.104 0.013
683 gawks ~~ n2arousal 0.035 0.019 0.019 0.012
457 any_subuse_y_n ~~ Dep_Score 0.035 0.044 0.044 0.027
702 MatAge ~~ mrace_combined 0.034 0.073 0.073 0.013
228 diabpprg ~~ any_subuse_y_n 0.034 0.001 0.001 0.012
154 Mat_Health =~ mmins_combined 0.033 0.004 0.004 0.009
323 prenatal_collapsed ~~ acescore 0.033 -0.010 -0.010 -0.011
377 hiv ~~ collapsed_mentheal 0.032 0.002 0.002 0.010
318 prenatal_collapsed ~~ hiv 0.029 -0.001 -0.001 -0.008
392 hiv ~~ pcedlevel 0.029 -0.004 -0.004 -0.014
679 gawks ~~ MomOnlyFSIQ 0.025 0.142 0.142 0.014
353 hepc ~~ Anx_Score 0.025 -0.092 -0.092 -0.016
418 syph ~~ mrace_combined 0.025 0.003 0.003 0.011
559 Anx_Score ~~ pcedlevel 0.022 0.134 0.134 0.016
449 chlmyd ~~ n2regulation 0.022 0.004 0.004 0.008
174 MatMen_health =~ mmins_combined 0.021 -0.003 -0.003 -0.006
406 syph ~~ Dep_Score 0.019 0.019 0.019 0.021
314 hyp ~~ n2nonoptref 0.018 -0.004 -0.004 -0.008
539 Dep_Score ~~ MomOnlyFSIQ 0.017 0.934 0.934 0.022
310 hyp ~~ n2attention 0.016 0.003 0.003 0.006
599 Supp_Score ~~ MomOnlyFSIQ 0.014 -0.713 -0.713 -0.010
211 SocioDem =~ Dep_Score 0.014 -0.076 -0.076 -0.008
413 syph ~~ imh_birthhcr 0.013 -0.002 -0.002 -0.008
648 imh_birthlt ~~ mrace_combined 0.012 0.017 0.017 0.010
448 chlmyd ~~ n2attention 0.012 0.003 0.003 0.006
722 mmins_combined ~~ n2qmove 0.011 0.004 0.004 0.007
692 sex ~~ MomOnlyFSIQ 0.011 0.041 0.041 0.008
717 mmins_combined ~~ n2attention 0.011 0.004 0.004 0.007
403 syph ~~ any_subuse_y_n 0.010 0.001 0.001 0.006
746 MomOnlyFSIQ ~~ n2arousal 0.010 0.126 0.126 0.007
629 imhbirthwt ~~ sex 0.009 0.002 0.002 0.028
659 imh_birthhcr ~~ gawks 0.009 -0.016 -0.016 -0.016
505 acescore ~~ Anger_Score 0.008 -0.157 -0.157 -0.009
752 hseincom ~~ n2regulation 0.007 -0.534 -0.534 -0.004
165 MatMen_health =~ syph 0.007 -0.001 -0.001 -0.004
529 Dep_Score ~~ Meaning_Score 0.007 0.596 0.596 0.021
158 Mat_Health =~ hseincom 0.007 0.381 0.399 0.003
396 hiv ~~ n2regulation 0.006 -0.001 -0.001 -0.004
224 diabpprg ~~ hepc 0.006 0.000 0.000 0.005
379 hiv ~~ Dep_Score 0.006 -0.008 -0.008 -0.010
232 diabpprg ~~ Anx_Score 0.006 -0.005 -0.005 -0.007
293 hyp ~~ acescore 0.004 0.004 0.004 0.004
315 hyp ~~ n2qmove 0.004 0.002 0.002 0.004
450 chlmyd ~~ n2arousal 0.004 -0.003 -0.003 -0.004
210 SocioDem =~ acescore 0.004 -0.009 -0.009 -0.003
570 Anger_Score ~~ Meaning_Score 0.003 0.403 0.403 0.008
511 acescore ~~ gawks 0.003 -0.009 -0.009 -0.004
488 collapsed_mentheal ~~ gawks 0.003 -0.003 -0.003 -0.004
442 chlmyd ~~ MatAge 0.003 0.009 0.009 0.005
432 chlmyd ~~ Dep_Score 0.003 0.013 0.013 0.008
440 chlmyd ~~ gawks 0.003 0.001 0.001 0.003
646 imh_birthlt ~~ MatAge 0.003 -0.036 -0.036 -0.004
297 hyp ~~ Supp_Score 0.002 -0.010 -0.010 -0.004
178 MatMen_health =~ hseincom 0.002 0.204 0.206 0.002
688 sex ~~ MatAge 0.002 -0.007 -0.007 -0.003
592 Supp_Score ~~ imh_birthhcr 0.002 0.031 0.031 0.005
412 syph ~~ imh_birthlt 0.002 0.001 0.001 0.002
756 hseincom ~~ n2qmove 0.002 -0.175 -0.175 -0.001
753 hseincom ~~ n2arousal 0.002 -0.483 -0.483 -0.003
486 collapsed_mentheal ~~ imh_birthlt 0.001 -0.005 -0.005 -0.003
524 acescore ~~ n2qmove 0.001 -0.006 -0.006 -0.002
142 Mat_Health =~ acescore 0.001 0.008 0.008 0.003
520 acescore ~~ n2regulation 0.001 0.004 0.004 0.002
452 chlmyd ~~ n2nonoptref 0.001 0.001 0.001 0.002
638 imhbirthwt ~~ n2arousal 0.000 0.001 0.001 0.004
463 any_subuse_y_n ~~ imh_birthlt 0.000 0.001 0.001 0.002
263 gestdiab ~~ Dep_Score 0.000 -0.002 -0.002 -0.002
324 prenatal_collapsed ~~ Dep_Score 0.000 -0.003 -0.003 -0.002
653 imh_birthlt ~~ n2regulation 0.000 -0.003 -0.003 -0.001
691 sex ~~ pcedlevel 0.000 -0.001 -0.001 -0.001
425 syph ~~ n2tone 0.000 0.000 0.000 0.000
536 Dep_Score ~~ mmins_combined 0.000 -0.001 -0.001 -0.001
436 chlmyd ~~ Meaning_Score 0.000 0.000 0.000 0.000
602 Supp_Score ~~ n2regulation 0.000 0.000 0.000 0.000
sepc.nox
775 -6.106
149 3.837
150 0.729
844 0.319
194 0.490
843 0.268
192 -0.613
826 0.281
193 -0.772
835 -0.202
727 0.293
335 -0.179
215 0.249
817 0.188
515 -0.220
568 -0.340
857 0.324
181 0.135
351 -0.239
834 -0.154
825 0.165
302 0.267
789 0.140
502 0.217
578 0.309
790 0.141
617 0.311
724 0.279
147 -0.361
736 -0.230
855 -0.304
731 0.267
551 -1.215
467 -0.254
157 0.167
799 -0.133
177 0.150
530 -1.809
816 0.141
681 -0.181
456 -0.188
728 0.206
856 -0.269
179 0.080
582 -0.234
703 -0.236
547 -0.400
797 -0.261
680 -0.054
699 0.169
589 -0.366
187 0.167
172 0.154
532 -0.601
202 -0.131
640 -1.028
671 -0.322
175 -0.101
798 -0.105
588 -0.185
206 0.089
299 0.409
151 0.116
481 0.281
278 0.041
197 -0.119
553 -0.398
339 0.066
513 0.161
155 -0.105
475 -0.139
204 0.120
842 -0.256
709 -0.151
605 0.212
641 0.592
285 0.096
478 -0.124
610 0.237
695 0.140
212 -0.148
744 -0.152
685 -0.169
573 -0.301
545 -0.380
184 0.046
162 0.109
495 -0.112
554 -0.232
546 0.320
328 0.147
426 0.063
608 0.445
639 -0.547
519 0.128
533 -0.286
806 -0.204
625 0.166
273 -0.122
587 0.162
729 -0.118
376 -0.085
674 0.139
552 -0.345
586 -0.182
153 -0.080
455 0.138
173 -0.070
161 0.106
223 0.052
673 -0.177
567 0.194
675 0.123
188 0.077
271 0.109
487 0.163
362 -0.105
537 0.283
565 -0.203
227 0.029
644 -0.571
265 -0.114
333 -0.106
824 0.178
348 -0.127
401 0.073
421 0.021
651 0.111
345 0.103
247 0.070
611 0.128
485 0.290
427 0.086
544 -0.278
677 0.116
238 0.098
404 0.116
549 -0.310
499 0.110
201 0.064
248 0.070
239 0.154
221 0.026
319 -0.151
146 0.175
563 0.162
209 0.091
382 0.179
637 0.360
334 -0.099
189 -0.066
272 -0.091
571 -0.443
394 0.017
576 0.127
251 -0.083
266 -0.106
470 -0.180
597 -0.147
346 -0.104
614 -0.135
196 -0.072
226 0.017
706 -0.082
555 -0.153
541 -0.203
144 0.173
364 0.106
516 0.107
483 0.129
718 0.079
301 0.128
386 0.074
241 -0.051
367 0.084
514 -0.113
603 -0.117
601 0.134
609 0.165
152 0.061
390 -0.034
288 0.050
167 0.088
501 -0.088
737 -0.099
280 0.066
652 0.136
303 -0.086
623 0.123
745 -0.109
180 -0.038
492 0.095
203 0.076
542 0.188
500 0.088
402 -0.216
714 0.141
283 0.071
236 0.240
749 -0.100
141 -0.146
666 -0.093
428 -0.104
572 -0.181
494 0.105
366 0.068
234 0.105
296 -0.122
595 -0.098
304 -0.082
525 -0.082
277 -0.110
620 -0.093
633 0.247
748 0.113
237 0.082
732 -0.084
642 -0.289
300 0.107
257 -0.192
415 -0.071
509 -0.118
393 0.074
720 -0.078
246 0.012
726 0.113
214 -0.073
249 0.050
632 -0.208
607 0.094
757 -0.081
619 0.082
636 0.249
497 -0.076
583 0.094
725 -0.125
445 0.073
254 -0.087
325 -0.116
389 -0.080
451 0.073
439 -0.092
656 -0.171
182 0.043
535 0.167
384 0.120
198 0.071
560 -0.150
712 -0.079
446 0.066
245 0.122
160 -0.055
733 0.070
438 -0.075
667 -0.099
276 -0.095
222 -0.104
363 -0.073
337 0.084
658 -0.119
750 -0.069
459 0.098
700 -0.068
564 -0.111
159 0.033
274 0.110
156 -0.051
347 -0.079
556 0.108
655 -0.128
311 0.064
383 -0.069
689 -0.070
255 -0.075
479 0.070
738 0.076
657 0.121
225 0.010
622 0.095
166 0.055
538 0.158
343 -0.072
721 0.060
715 0.097
808 0.045
164 0.042
256 0.057
522 -0.058
704 0.096
207 -0.039
531 -0.255
423 -0.080
373 -0.062
604 0.078
388 0.064
462 0.189
407 -0.094
282 -0.067
454 0.034
734 -0.143
306 0.066
326 0.072
665 -0.100
496 0.060
416 -0.062
698 0.062
208 0.041
464 0.086
243 0.073
645 0.112
480 -0.148
444 0.070
562 -0.091
176 -0.039
606 -0.073
387 0.035
233 -0.052
630 0.134
186 -0.027
526 -0.339
596 -0.083
270 -0.081
664 -0.087
374 -0.061
349 0.050
242 0.182
469 0.085
510 -0.075
676 -0.059
433 -0.089
663 -0.064
508 -0.140
414 0.053
284 -0.044
484 0.066
631 -0.134
447 -0.090
287 0.047
231 -0.061
368 -0.046
340 -0.045
213 -0.047
468 -0.062
684 -0.047
807 0.033
557 -0.109
670 -0.082
261 -0.050
504 0.091
471 0.050
316 -0.048
585 -0.063
354 0.062
399 0.036
558 0.075
708 0.048
200 -0.024
517 -0.055
260 0.051
361 0.045
321 -0.046
398 -0.042
735 0.036
580 -0.071
352 0.098
649 0.076
566 -0.074
350 0.045
420 -0.036
740 -0.052
395 -0.021
358 -0.061
235 -0.014
635 0.098
742 -0.049
661 -0.057
489 0.044
584 -0.058
693 -0.038
250 0.032
507 -0.055
400 0.061
690 -0.044
719 0.051
185 -0.016
317 -0.040
330 0.064
754 -0.021
669 0.066
313 0.043
490 0.043
268 -0.103
687 -0.042
550 -0.107
430 0.040
431 -0.046
672 0.064
569 -0.102
252 0.022
506 0.059
371 0.036
435 0.060
713 -0.037
281 0.034
491 0.043
453 0.030
598 -0.050
259 0.023
286 -0.038
613 0.045
405 -0.037
660 -0.061
375 -0.024
548 -0.119
678 0.045
654 -0.065
409 -0.036
682 -0.042
275 0.040
707 -0.032
258 -0.035
473 -0.036
262 0.031
534 -0.078
528 -0.167
474 -0.038
329 -0.091
424 -0.022
370 0.031
751 -0.030
716 0.026
696 0.034
378 0.016
710 -0.034
482 -0.050
647 -0.043
723 0.035
634 0.119
476 -0.037
815 0.054
267 -0.035
575 0.043
307 -0.038
574 -0.045
331 0.040
711 -0.032
668 0.047
292 0.032
472 0.030
466 0.033
336 0.032
341 0.031
229 0.032
851 0.043
593 0.036
290 -0.034
205 0.024
590 -0.111
441 -0.028
305 -0.030
291 0.031
624 -0.036
461 0.032
359 -0.037
397 0.024
332 -0.031
521 -0.028
612 -0.032
579 -0.039
443 0.030
591 -0.052
498 0.026
183 -0.013
143 -0.047
422 0.016
385 0.015
381 0.038
322 0.025
195 0.018
429 -0.025
747 0.029
543 -0.055
342 -0.023
594 0.030
369 -0.023
417 0.035
434 -0.031
264 0.042
145 0.041
437 -0.052
199 0.025
309 0.019
465 0.025
686 0.024
701 -0.025
360 0.023
697 -0.022
240 -0.020
372 0.021
512 -0.022
755 -0.028
294 0.052
694 0.020
493 0.025
616 0.027
253 -0.023
419 0.022
356 -0.022
355 -0.023
577 0.037
527 -0.102
741 -0.022
380 -0.030
523 0.016
410 -0.018
308 -0.022
279 0.014
289 0.017
295 0.029
327 0.018
411 -0.026
298 -0.019
269 -0.013
312 -0.016
344 -0.017
730 0.018
391 0.020
320 -0.015
408 0.020
163 -0.013
477 0.016
365 0.016
460 -0.019
650 -0.028
662 -0.020
244 0.009
621 0.017
357 -0.033
518 0.010
338 -0.016
503 0.037
458 -0.022
739 -0.013
230 -0.012
615 0.013
683 0.012
457 0.027
702 0.013
228 0.012
154 0.009
323 -0.011
377 0.010
318 -0.008
392 -0.014
679 0.014
353 -0.016
418 0.011
559 0.016
449 0.008
174 -0.006
406 0.021
314 -0.008
539 0.022
310 0.006
599 -0.010
211 -0.008
413 -0.008
648 0.010
448 0.006
722 0.007
692 0.008
717 0.007
403 0.006
746 0.007
629 0.028
659 -0.016
505 -0.009
752 -0.004
165 -0.004
529 0.021
158 0.003
396 -0.004
224 0.005
379 -0.010
232 -0.007
293 0.004
315 0.004
450 -0.004
210 -0.003
570 0.008
511 -0.004
488 -0.004
442 0.005
432 0.008
440 0.003
646 -0.004
297 -0.004
178 0.002
688 -0.003
592 0.005
412 0.002
756 -0.001
753 -0.003
486 -0.003
524 -0.002
142 0.003
520 0.002
452 0.002
638 0.004
463 0.002
263 -0.002
324 -0.002
653 -0.001
691 -0.001
425 0.000
536 -0.001
436 0.000
602 0.000Here the model was updated, although hepc was included in the measurement model for purposes of consistency with the broader literature. This model was estimated using the WLSMV estimator due to the large number of ordered categorical indicator variables. The model fit was consistent with earlier models \(\chi^2(342) = 539.11, p <.001\), CFI = .89, TLI = .87, RMSEA = .045. In this model the infant outcomes are predicted by Maternal Health (\(\beta = -0.343, p=0.084\)) , MatMen_Health (\(\beta = 0.09, p =0.482\)), SocioDem (\(\beta = 0.522, p <.01\)). In turn Infant outcomes were not predictive of the final nnns class membership (\(\beta=0.003, p = 0.96\)).
See figure below:
flowchart LR id1["SocioDemographics"] id2["Maternal Mental Health"] id3["Maternal Health"] id4["Infant Outcomes"] id5["nnns class"] id1 --0.522-->id4 id2 --0.092-->id4 id3 -- -0.34-->id4 id4 --0.003 -->id5
SEM_model_v2 <- '
Mat_Health =~ diabpprg + gestdiab + prenatal_collapsed + hiv + hyp + hepc + hepb + syph + chlmyd + any_subuse_y_n
MatMen_health =~ collapsed_mentheal + acescore + Dep_Score + Anx_Score + Anger_Score + Supp_Score + Meaning_Score
Infant =~ imhbirthwt + imh_birthlt + imh_birthhcr + gawks + sex
SocioDem =~ MatAge + mmins_combined + mrace_combined + pcedlevel + MomOnlyFSIQ + any_subuse_y_n
hepc ~~ any_subuse_y_n
Mat_Health~~MatMen_health
SocioDem~~MatMen_health
SocioDem~~Mat_Health
Infant ~ Mat_Health + MatMen_health + SocioDem
final_nnns_class ~ Infant
'
SEM_model_fit_v2 <- sem(SEM_model_v2,estimator= "WLSMV", data=cleaned_data_final2.1, std.lv=TRUE,missing = "pairwise", mimic = "Mplus")Warning: lavaan->lav_options_est_dwls():
estimator "DWLS" is not recommended for continuous data. Did you forget to
set the ordered= argument?Warning: lavaan->lav_samplestats_from_data():
number of observations (291) too small to compute GammaWarning: lavaan->lav_model_vcov():
The variance-covariance matrix of the estimated parameters (vcov) does not
appear to be positive definite! The smallest eigenvalue (= -5.828967e-06)
is smaller than zero. This may be a symptom that the model is not
identified.Warning: lavaan->lav_object_post_check():
covariance matrix of latent variables is not positive definite ; use
lavInspect(fit, "cov.lv") to investigate.summary(SEM_model_fit_v2, fit.measures = TRUE, standardized=TRUE)lavaan 0.6-19 ended normally after 122 iterations
Estimator DWLS
Optimization method NLMINB
Number of model parameters 92
Number of observations 291
Number of missing patterns 23
Model Test User Model:
Standard Scaled
Test Statistic 547.736 476.515
Degrees of freedom 342 342
P-value (Chi-square) 0.000 0.000
Scaling correction factor 2.015
Shift parameter 204.673
simple second-order correction (WLSMV)
Model Test Baseline Model:
Test statistic 2200.818 1081.512
Degrees of freedom 378 378
P-value 0.000 0.000
Scaling correction factor 2.591
User Model versus Baseline Model:
Comparative Fit Index (CFI) 0.887 0.809
Tucker-Lewis Index (TLI) 0.875 0.789
Robust Comparative Fit Index (CFI) 0.887
Robust Tucker-Lewis Index (TLI) 0.875
Root Mean Square Error of Approximation:
RMSEA 0.046 0.037
90 Percent confidence interval - lower 0.038 0.029
90 Percent confidence interval - upper 0.053 0.044
P-value H_0: RMSEA <= 0.050 0.849 0.998
P-value H_0: RMSEA >= 0.080 0.000 0.000
Robust RMSEA 0.052
90 Percent confidence interval - lower 0.041
90 Percent confidence interval - upper 0.063
P-value H_0: Robust RMSEA <= 0.050 0.361
P-value H_0: Robust RMSEA >= 0.080 0.000
Standardized Root Mean Square Residual:
SRMR 0.064 0.064
Parameter Estimates:
Standard errors Robust.sem
Information Expected
Information saturated (h1) model Unstructured
Latent Variables:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
Mat_Health =~
diabpprg -0.002 0.003 -0.877 0.381 -0.002 -0.024
gestdiab -0.001 0.010 -0.145 0.885 -0.001 -0.006
prenatl_cllpsd -0.053 0.029 -1.824 0.068 -0.053 -0.143
hiv 0.016 0.015 1.116 0.265 0.016 0.077
hyp -0.067 0.035 -1.930 0.054 -0.067 -0.158
hepc 0.048 0.057 0.844 0.398 0.048 0.051
hepb -0.007 0.012 -0.546 0.585 -0.007 -0.032
syph -0.016 0.014 -1.112 0.266 -0.016 -0.067
chlmyd -0.044 0.032 -1.386 0.166 -0.044 -0.110
any_subuse_y_n -0.066 0.035 -1.893 0.058 -0.066 -0.145
MatMen_health =~
collapsd_mnthl 0.310 0.051 6.041 0.000 0.310 0.330
acescore -0.950 0.153 -6.210 0.000 -0.950 -0.343
Dep_Score -8.057 0.427 -18.877 0.000 -8.057 -0.900
Anx_Score -8.625 0.442 -19.520 0.000 -8.625 -0.808
Anger_Score -6.823 0.570 -11.980 0.000 -6.823 -0.699
Supp_Score 5.344 0.475 11.240 0.000 5.344 0.646
Meaning_Score 5.394 0.520 10.379 0.000 5.394 0.591
Infant =~
imhbirthwt 0.396 0.036 11.036 0.000 0.428 0.945
imh_birthlt 1.584 0.163 9.700 0.000 1.713 0.725
imh_birthhcr 0.915 0.096 9.527 0.000 0.989 0.694
gawks 0.342 0.062 5.533 0.000 0.370 0.369
sex 0.079 0.029 2.745 0.006 0.086 0.173
SocioDem =~
MatAge 1.027 0.371 2.767 0.006 1.027 0.202
mmins_combined -0.164 0.039 -4.238 0.000 -0.164 -0.334
mrace_combined 0.292 0.076 3.851 0.000 0.292 0.250
pcedlevel 0.923 0.116 7.984 0.000 0.923 0.596
MomOnlyFSIQ 8.932 1.171 7.624 0.000 8.932 0.640
any_subuse_y_n -0.143 0.039 -3.640 0.000 -0.143 -0.314
Regressions:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
Infant ~
Mat_Health -0.252 1.141 -0.221 0.825 -0.233 -0.233
MatMen_health 0.385 1.179 0.327 0.744 0.356 0.356
SocioDem 0.311 0.431 0.721 0.471 0.288 0.288
final_nnns_class ~
Infant -0.005 0.058 -0.083 0.934 -0.005 -0.005
Covariances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.hepc ~~
.any_subuse_y_n 0.141 0.021 6.835 0.000 0.141 0.351
Mat_Health ~~
MatMen_health 1.068 0.473 2.259 0.024 1.068 1.068
MatMen_health ~~
SocioDem 0.148 0.070 2.126 0.034 0.148 0.148
Mat_Health ~~
SocioDem -0.205 0.239 -0.857 0.391 -0.205 -0.205
Intercepts:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 1.011 0.006 170.092 0.000 1.011 9.884
.gestdiab 1.057 0.013 78.931 0.000 1.057 4.546
.prenatl_cllpsd 1.165 0.021 54.550 0.000 1.165 3.131
.hiv 1.024 0.012 82.905 0.000 1.024 4.868
.hyp 1.230 0.024 50.396 0.000 1.230 2.918
.hepc 1.732 0.055 31.448 0.000 1.732 1.847
.hepb 1.024 0.012 82.905 0.000 1.024 4.868
.syph 1.034 0.014 75.810 0.000 1.034 4.452
.chlmyd 1.100 0.023 46.963 0.000 1.100 2.758
.any_subuse_y_n 1.711 0.027 64.203 0.000 1.711 3.770
.collapsd_mnthl 2.014 0.055 36.503 0.000 2.014 2.144
.acescore 2.758 0.160 17.267 0.000 2.758 0.996
.Dep_Score 47.667 0.491 97.043 0.000 47.667 5.323
.Anx_Score 52.164 0.586 88.958 0.000 52.164 4.889
.Anger_Score 51.645 0.536 96.264 0.000 51.645 5.290
.Supp_Score 56.181 0.455 123.360 0.000 56.181 6.793
.Meaning_Score 59.531 0.501 118.714 0.000 59.531 6.524
.imhbirthwt 3.261 0.027 122.529 0.000 3.261 7.195
.imh_birthlt 50.265 0.138 363.413 0.000 50.265 21.267
.imh_birthhcr 34.200 0.083 410.346 0.000 34.200 24.013
.gawks 38.729 0.059 657.764 0.000 38.729 38.625
.sex 1.564 0.029 53.597 0.000 1.564 3.147
.MatAge 29.753 0.299 99.470 0.000 29.753 5.841
.mmins_combined 3.835 0.029 132.851 0.000 3.835 7.801
.mrace_combined 3.423 0.069 49.815 0.000 3.423 2.925
.pcedlevel 4.054 0.089 45.476 0.000 4.054 2.619
.MomOnlyFSIQ 94.385 0.778 121.311 0.000 94.385 6.758
.finl_nnns_clss 2.137 0.060 35.522 0.000 2.137 2.086
Variances:
Estimate Std.Err z-value P(>|z|) Std.lv Std.all
.diabpprg 0.010 0.006 1.797 0.072 0.010 0.999
.gestdiab 0.054 0.012 4.559 0.000 0.054 1.000
.prenatl_cllpsd 0.136 0.014 9.596 0.000 0.136 0.980
.hiv 0.044 0.023 1.907 0.056 0.044 0.994
.hyp 0.173 0.013 12.848 0.000 0.173 0.975
.hepc 0.877 0.031 27.877 0.000 0.877 0.997
.hepb 0.044 0.023 1.886 0.059 0.044 0.999
.syph 0.054 0.024 2.264 0.024 0.054 0.996
.chlmyd 0.157 0.039 4.050 0.000 0.157 0.988
.any_subuse_y_n 0.185 0.014 13.139 0.000 0.185 0.899
.collapsd_mnthl 0.786 0.035 22.516 0.000 0.786 0.891
.acescore 6.760 0.547 12.362 0.000 6.760 0.882
.Dep_Score 15.283 2.877 5.313 0.000 15.283 0.191
.Anx_Score 39.450 4.588 8.598 0.000 39.450 0.347
.Anger_Score 48.741 6.245 7.805 0.000 48.741 0.511
.Supp_Score 39.842 4.358 9.142 0.000 39.842 0.582
.Meaning_Score 54.163 5.372 10.083 0.000 54.163 0.651
.imhbirthwt 0.022 0.013 1.689 0.091 0.022 0.107
.imh_birthlt 2.653 0.414 6.409 0.000 2.653 0.475
.imh_birthhcr 1.051 0.127 8.273 0.000 1.051 0.518
.gawks 0.868 0.075 11.575 0.000 0.868 0.864
.sex 0.239 0.006 38.521 0.000 0.239 0.970
.MatAge 24.891 1.948 12.779 0.000 24.891 0.959
.mmins_combined 0.215 0.059 3.650 0.000 0.215 0.889
.mrace_combined 1.284 0.118 10.858 0.000 1.284 0.938
.pcedlevel 1.544 0.195 7.910 0.000 1.544 0.645
.MomOnlyFSIQ 115.279 18.224 6.325 0.000 115.279 0.591
.finl_nnns_clss 1.050 0.060 17.393 0.000 1.050 1.000
Mat_Health 1.000 1.000 1.000
MatMen_health 1.000 1.000 1.000
.Infant 1.000 0.856 0.856
SocioDem 1.000 1.000 1.000