Latent variables

First, I'm creating latent "pose" and "reveal" variables based on all of the pose and reveal scores of every photo.

I am also making a latent "sexualized" variable based on the sexualized scores of each photo.

Then, I am looking at how the "pose" and "reveal" latent variables predict sexualization.

This does not allow me to take into account within person variance, but this I think is a good start and will help us talk about it with Brent.

mod<-'POSE=~1*NSNR1_sex_bod + NSNR2_sex_bod + NSNR3_sex_bod + NSNR4_sex_bod + 
  NSNR5_sex_bod + NSNR6_sex_bod + NSNR7_sex_bod + NSNR8__sex_bod +
  NSNR9_sex_bod + NSNR10_sex_bod + RNS1_sex_bod + RNS2_sex_bod + RNS3_sex_bod +
  RNS4_sex_bod + RNS5_sex_bod + RNS6_sex_bod + RNS7_sex_bod + RNS8_sex_bod +
  RNS9_sex_bod + RNS10_sex_bod + NRS1_sex_bod + NRS2_sex_bod + NRS3_sex_bod + 
  NRS4_sex_bod + NRS5_sex_bod + NRS6_sex_bod + NRS7_sex_bod + NRS8_sex_bod +
  NRS9_sex_bod + NRS10_sex_bod + RS1_sex_bod + RS2_sex_bod + RS3_sex_bod + 
  RS4_2_sex_bod + RS5_2_sex_bod + RS6_2_sex_bod + RS7_2_sex_bod + RS8_2_sex_bod   +RS9_2_sex_bod + RS10_2_sex_bod

  REVEAL=~1*NSNR1_reveal + NSNR2_reveal + NSNR3_reveal + NSNR4_reveal + 
  NSNR5_reveal + NSNR6_reveal + NSNR7_reveal + NSNR8_reveal +
  NSNR9_reveal + NSNR10_reveal + RNS1_reveal + RNS2_reveal + RNS3_reveal + 
  RNS4_reveal + RNS5_reveal + RNS6_reveal + RNS7_reveal + RNS8_reveal +
  RNS9_reveal + RNS10_reveal + NRS1_reveal + NRS2_reveal + NRS3_reveal + 
  NRS4_reveal + NRS5_reveal + NRS6_reveal + NRS7_reveal + NRS8_reveal +
  NRS9_reveal + NRS10_reveal + RS1_reveal + RS2_reveal + RS3_reveal + 
  RS4_1_reveal + RS5_1_reveal + RS6_1_reveal + RS7_1_reveal + RS8_1_reveal +
  RS9_1_reveal + RS10_1_reveal

  SEXUAL=~1*NSNR_sexual_avg+RNS_sexual_avg+NRS_sexual_avg+RS_sexual_avg

  SEXUAL=~1*POSE+REVEAL
'

fit.mod <- sem(model = mod,
               missing = "ML",
               data = data)
## Warning in lav_data_full(data = data, group = group, cluster = cluster, : lavaan WARNING: some cases are empty and will be ignored:
##   131 140 142 148 149 150 170 177 182 183 185 218 229 236 248 322
summary(fit.mod,
        fit.measures= TRUE,
        standardized = TRUE,
        rsquare=TRUE
        #if you want fit measures like AIC, BIC, etc, use
        #fit.measures = TRUE
)
## lavaan 0.6-7 ended normally after 147 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of free parameters                        253
##                                                       
##                                                   Used       Total
##   Number of observations                           388         404
##   Number of missing patterns                        13            
##                                                                   
## Model Test User Model:
##                                                        
##   Test statistic                              20242.069
##   Degrees of freedom                               3401
##   P-value (Chi-square)                            0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                             36031.482
##   Degrees of freedom                              3486
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.483
##   Tucker-Lewis Index (TLI)                       0.470
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -50457.581
##   Loglikelihood unrestricted model (H1)             NA
##                                                       
##   Akaike (AIC)                              101421.163
##   Bayesian (BIC)                            102423.297
##   Sample-size adjusted Bayesian (BIC)       101620.550
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.113
##   90 Percent confidence interval - lower         0.111
##   90 Percent confidence interval - upper         0.114
##   P-value RMSEA <= 0.05                          0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.203
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   POSE =~                                                               
##     NSNR1_sex_bod     1.000                               0.471    0.421
##     NSNR2_sex_bod     0.736    0.123    5.985    0.000    0.347    0.326
##     NSNR3_sex_bod     0.945    0.145    6.501    0.000    0.446    0.358
##     NSNR4_sex_bod     1.812    0.185    9.791    0.000    0.854    0.590
##     NSNR5_sex_bod     0.950    0.133    7.136    0.000    0.448    0.398
##     NSNR6_sex_bod     1.064    0.143    7.433    0.000    0.502    0.416
##     NSNR7_sex_bod     0.985    0.131    7.522    0.000    0.465    0.422
##     NSNR8__sex_bod    0.742    0.118    6.284    0.000    0.350    0.344
##     NSNR9_sex_bod     1.466    0.170    8.647    0.000    0.691    0.500
##     NSNR10_sex_bod    0.922    0.145    6.342    0.000    0.434    0.348
##     RNS1_sex_bod      2.710    0.247   10.958    0.000    1.278    0.704
##     RNS2_sex_bod      1.792    0.191    9.382    0.000    0.845    0.558
##     RNS3_sex_bod      3.021    0.262   11.528    0.000    1.424    0.774
##     RNS4_sex_bod      2.909    0.271   10.735    0.000    1.371    0.686
##     RNS5_sex_bod      2.536    0.241   10.504    0.000    1.195    0.659
##     RNS6_sex_bod      1.837    0.195    9.414    0.000    0.866    0.564
##     RNS7_sex_bod      2.383    0.242    9.830    0.000    1.123    0.599
##     RNS8_sex_bod      2.330    0.232   10.020    0.000    1.098    0.615
##     RNS9_sex_bod      2.753    0.257   10.727    0.000    1.298    0.692
##     RNS10_sex_bod     2.721    0.244   11.155    0.000    1.283    0.727
##     NRS1_sex_bod      2.854    0.252   11.345    0.000    1.345    0.748
##     NRS2_sex_bod      2.559    0.227   11.290    0.000    1.206    0.735
##     NRS3_sex_bod      2.520    0.240   10.486    0.000    1.188    0.664
##     NRS4_sex_bod      2.805    0.247   11.364    0.000    1.322    0.750
##     NRS5_sex_bod      2.640    0.250   10.565    0.000    1.244    0.673
##     NRS6_sex_bod      2.303    0.223   10.319    0.000    1.085    0.637
##     NRS7_sex_bod      2.468    0.221   11.162    0.000    1.163    0.720
##     NRS8_sex_bod      2.655    0.240   11.065    0.000    1.252    0.718
##     NRS9_sex_bod      2.354    0.218   10.797    0.000    1.110    0.682
##     NRS10_sex_bod     2.605    0.240   10.844    0.000    1.228    0.694
##     RS1_sex_bod       3.202    0.269   11.886    0.000    1.510    0.820
##     RS2_sex_bod       2.878    0.246   11.688    0.000    1.356    0.800
##     RS3_sex_bod       3.122    0.268   11.659    0.000    1.472    0.789
##     RS4_2_sex_bod     2.962    0.254   11.652    0.000    1.396    0.795
##     RS5_2_sex_bod     3.053    0.263   11.601    0.000    1.439    0.778
##     RS6_2_sex_bod     3.176    0.263   12.073    0.000    1.497    0.837
##     RS7_2_sex_bod     3.118    0.265   11.746    0.000    1.470    0.805
##     RS8_2_sex_bod     3.161    0.268   11.792    0.000    1.490    0.809
##     RS9_2_sex_bod     2.943    0.255   11.541    0.000    1.387    0.786
##     RS10_2_sex_bod    3.150    0.271   11.646    0.000    1.485    0.789
##   REVEAL =~                                                             
##     NSNR1_reveal      1.000                               0.797    0.677
##     NSNR2_reveal      0.902    0.084   10.752    0.000    0.719    0.574
##     NSNR3_reveal      1.024    0.082   12.465    0.000    0.816    0.682
##     NSNR4_reveal      1.213    0.094   12.905    0.000    0.967    0.712
##     NSNR5_reveal      1.034    0.083   12.386    0.000    0.824    0.668
##     NSNR6_reveal      0.997    0.079   12.553    0.000    0.795    0.682
##     NSNR7_reveal      1.176    0.088   13.421    0.000    0.938    0.747
##     NSNR8_reveal      0.941    0.085   11.095    0.000    0.750    0.595
##     NSNR9_reveal      1.132    0.090   12.641    0.000    0.903    0.687
##     NSNR10_reveal     1.151    0.091   12.598    0.000    0.917    0.683
##     RNS1_reveal       0.839    0.107    7.865    0.000    0.669    0.484
##     RNS2_reveal       1.217    0.106   11.486    0.000    0.970    0.662
##     RNS3_reveal       0.973    0.113    8.575    0.000    0.775    0.526
##     RNS4_reveal       0.551    0.109    5.050    0.000    0.439    0.306
##     RNS5_reveal       0.791    0.104    7.581    0.000    0.631    0.460
##     RNS6_reveal       0.637    0.118    5.390    0.000    0.508    0.328
##     RNS7_reveal       0.588    0.111    5.295    0.000    0.469    0.327
##     RNS8_reveal       0.803    0.117    6.879    0.000    0.640    0.423
##     RNS9_reveal       0.670    0.116    5.775    0.000    0.534    0.356
##     RNS10_reveal      0.769    0.115    6.670    0.000    0.613    0.407
##     NRS1_reveal       1.481    0.111   13.289    0.000    1.180    0.754
##     NRS2_reveal       1.200    0.088   13.639    0.000    0.956    0.762
##     NRS3_reveal       1.326    0.100   13.237    0.000    1.057    0.729
##     NRS4_reveal       1.414    0.105   13.411    0.000    1.127    0.763
##     NRS5_reveal       1.473    0.108   13.656    0.000    1.174    0.751
##     NRS6_reveal       1.537    0.111   13.795    0.000    1.225    0.777
##     NRS7_reveal       1.423    0.103   13.801    0.000    1.134    0.767
##     NRS8_reveal       1.423    0.103   13.806    0.000    1.134    0.773
##     NRS9_reveal       1.439    0.105   13.757    0.000    1.147    0.795
##     NRS10_reveal      1.371    0.100   13.744    0.000    1.093    0.755
##     RS1_reveal        0.653    0.113    5.777    0.000    0.520    0.353
##     RS2_reveal        0.575    0.107    5.389    0.000    0.458    0.331
##     RS3_reveal        0.908    0.116    7.796    0.000    0.723    0.468
##     RS4_1_reveal      0.576    0.106    5.432    0.000    0.459    0.331
##     RS5_1_reveal      0.997    0.107    9.287    0.000    0.795    0.559
##     RS6_1_reveal      0.718    0.111    6.445    0.000    0.573    0.396
##     RS7_1_reveal      0.512    0.109    4.716    0.000    0.408    0.286
##     RS8_1_reveal      0.770    0.121    6.391    0.000    0.614    0.396
##     RS9_1_reveal      0.594    0.107    5.531    0.000    0.474    0.338
##     RS10_1_reveal     0.484    0.102    4.725    0.000    0.386    0.290
##   SEXUAL =~                                                             
##     NSNR_sexual_vg    1.000                               0.454    0.487
##     RNS_sexual_avg    2.998    0.237   12.667    0.000    1.361    0.917
##     NRS_sexual_avg    2.617    0.208   12.553    0.000    1.188    0.869
##     RS_sexual_avg     3.175    0.254   12.491    0.000    1.442    0.916
##     POSE              1.000                               0.963    0.963
##     REVEAL            1.140    0.127    9.013    0.000    0.649    0.649
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NSNR1_sex_bod     1.566    0.057   27.388    0.000    1.566    1.400
##    .NSNR2_sex_bod     1.589    0.054   29.255    0.000    1.589    1.494
##    .NSNR3_sex_bod     1.768    0.064   27.743    0.000    1.768    1.420
##    .NSNR4_sex_bod     2.396    0.074   32.459    0.000    2.396    1.654
##    .NSNR5_sex_bod     1.676    0.057   29.166    0.000    1.676    1.489
##    .NSNR6_sex_bod     1.754    0.062   28.474    0.000    1.754    1.454
##    .NSNR7_sex_bod     1.685    0.056   30.068    0.000    1.685    1.531
##    .NSNR8__sex_bod    1.523    0.052   29.261    0.000    1.523    1.496
##    .NSNR9_sex_bod     2.089    0.070   29.681    0.000    2.089    1.512
##    .NSNR10_sex_bod    1.674    0.064   26.285    0.000    1.674    1.342
##    .RNS1_sex_bod      3.582    0.092   38.789    0.000    3.582    1.976
##    .RNS2_sex_bod      2.405    0.077   31.194    0.000    2.405    1.590
##    .RNS3_sex_bod      4.550    0.094   48.482    0.000    4.550    2.474
##    .RNS4_sex_bod      4.182    0.102   41.086    0.000    4.182    2.093
##    .RNS5_sex_bod      3.404    0.093   36.764    0.000    3.404    1.876
##    .RNS6_sex_bod      2.640    0.078   33.695    0.000    2.640    1.719
##    .RNS7_sex_bod      3.037    0.096   31.727    0.000    3.037    1.619
##    .RNS8_sex_bod      2.921    0.091   32.070    0.000    2.921    1.635
##    .RNS9_sex_bod      4.305    0.096   44.965    0.000    4.305    2.297
##    .RNS10_sex_bod     3.689    0.090   41.003    0.000    3.689    2.089
##    .NRS1_sex_bod      4.137    0.092   45.138    0.000    4.137    2.300
##    .NRS2_sex_bod      3.143    0.084   37.541    0.000    3.143    1.914
##    .NRS3_sex_bod      3.973    0.091   43.445    0.000    3.973    2.220
##    .NRS4_sex_bod      3.737    0.090   41.558    0.000    3.737    2.119
##    .NRS5_sex_bod      4.516    0.094   47.911    0.000    4.516    2.442
##    .NRS6_sex_bod      2.966    0.087   34.242    0.000    2.966    1.742
##    .NRS7_sex_bod      3.023    0.082   36.711    0.000    3.023    1.872
##    .NRS8_sex_bod      3.961    0.089   44.563    0.000    3.961    2.272
##    .NRS9_sex_bod      2.973    0.083   35.866    0.000    2.973    1.828
##    .NRS10_sex_bod     3.518    0.090   39.036    0.000    3.518    1.988
##    .RS1_sex_bod       4.861    0.094   51.851    0.000    4.861    2.641
##    .RS2_sex_bod       5.359    0.086   62.030    0.000    5.359    3.161
##    .RS3_sex_bod       4.710    0.095   49.633    0.000    4.710    2.527
##    .RS4_2_sex_bod     5.069    0.090   56.612    0.000    5.069    2.885
##    .RS5_2_sex_bod     4.142    0.094   43.961    0.000    4.142    2.239
##    .RS6_2_sex_bod     4.496    0.091   49.325    0.000    4.496    2.513
##    .RS7_2_sex_bod     5.062    0.093   54.331    0.000    5.062    2.771
##    .RS8_2_sex_bod     5.092    0.094   54.268    0.000    5.092    2.766
##    .RS9_2_sex_bod     5.315    0.090   59.149    0.000    5.315    3.011
##    .RS10_2_sex_bod    4.887    0.096   50.932    0.000    4.887    2.595
##    .NSNR1_reveal      1.667    0.060   27.760    0.000    1.667    1.416
##    .NSNR2_reveal      2.036    0.064   31.877    0.000    2.036    1.626
##    .NSNR3_reveal      2.463    0.061   40.300    0.000    2.463    2.058
##    .NSNR4_reveal      2.450    0.069   35.426    0.000    2.450    1.805
##    .NSNR5_reveal      1.800    0.063   28.629    0.000    1.800    1.460
##    .NSNR6_reveal      2.179    0.059   36.669    0.000    2.179    1.869
##    .NSNR7_reveal      2.583    0.064   40.442    0.000    2.583    2.058
##    .NSNR8_reveal      1.615    0.064   25.083    0.000    1.615    1.281
##    .NSNR9_reveal      2.431    0.067   36.342    0.000    2.431    1.850
##    .NSNR10_reveal     1.930    0.068   28.182    0.000    1.930    1.437
##    .RNS1_reveal       5.109    0.070   72.483    0.000    5.109    3.696
##    .RNS2_reveal       3.603    0.075   48.268    0.000    3.603    2.459
##    .RNS3_reveal       4.805    0.075   63.643    0.000    4.805    3.260
##    .RNS4_reveal       5.930    0.073   80.890    0.000    5.930    4.127
##    .RNS5_reveal       5.225    0.070   74.437    0.000    5.225    3.808
##    .RNS6_reveal       5.379    0.079   68.018    0.000    5.379    3.474
##    .RNS7_reveal       5.811    0.073   79.291    0.000    5.811    4.054
##    .RNS8_reveal       5.341    0.077   69.239    0.000    5.341    3.535
##    .RNS9_reveal       5.585    0.077   72.630    0.000    5.585    3.726
##    .RNS10_reveal      5.132    0.077   66.710    0.000    5.132    3.406
##    .NRS1_reveal       2.916    0.080   36.558    0.000    2.916    1.863
##    .NRS2_reveal       2.808    0.064   43.875    0.000    2.808    2.236
##    .NRS3_reveal       2.249    0.074   30.358    0.000    2.249    1.550
##    .NRS4_reveal       2.923    0.075   38.822    0.000    2.923    1.979
##    .NRS5_reveal       2.226    0.080   27.945    0.000    2.226    1.424
##    .NRS6_reveal       2.786    0.080   34.741    0.000    2.786    1.767
##    .NRS7_reveal       2.413    0.075   32.021    0.000    2.413    1.633
##    .NRS8_reveal       2.557    0.075   34.166    0.000    2.557    1.742
##    .NRS9_reveal       3.112    0.074   42.327    0.000    3.112    2.156
##    .NRS10_reveal      2.248    0.074   30.497    0.000    2.248    1.553
##    .RS1_reveal        5.688    0.075   75.574    0.000    5.688    3.864
##    .RS2_reveal        5.877    0.071   83.105    0.000    5.877    4.250
##    .RS3_reveal        5.308    0.079   67.393    0.000    5.308    3.437
##    .RS4_1_reveal      5.889    0.071   83.032    0.000    5.889    4.246
##    .RS5_1_reveal      4.440    0.073   61.212    0.000    4.440    3.123
##    .RS6_1_reveal      5.581    0.074   75.434    0.000    5.581    3.860
##    .RS7_1_reveal      5.978    0.073   81.902    0.000    5.978    4.199
##    .RS8_1_reveal      5.574    0.079   70.241    0.000    5.574    3.595
##    .RS9_1_reveal      5.941    0.072   82.978    0.000    5.941    4.233
##    .RS10_1_reveal     6.041    0.068   88.742    0.000    6.041    4.538
##    .NSNR_sexual_vg    1.906    0.047   40.205    0.000    1.906    2.043
##    .RNS_sexual_avg    4.119    0.075   54.628    0.000    4.119    2.776
##    .NRS_sexual_avg    3.415    0.069   49.160    0.000    3.415    2.499
##    .RS_sexual_avg     4.966    0.080   62.092    0.000    4.966    3.156
##    .POSE              0.000                               0.000    0.000
##    .REVEAL            0.000                               0.000    0.000
##     SEXUAL            0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NSNR1_sex_bod     1.030    0.075   13.668    0.000    1.030    0.823
##    .NSNR2_sex_bod     1.011    0.073   13.785    0.000    1.011    0.894
##    .NSNR3_sex_bod     1.351    0.098   13.733    0.000    1.351    0.872
##    .NSNR4_sex_bod     1.368    0.100   13.628    0.000    1.368    0.652
##    .NSNR5_sex_bod     1.066    0.078   13.747    0.000    1.066    0.842
##    .NSNR6_sex_bod     1.203    0.088   13.737    0.000    1.203    0.827
##    .NSNR7_sex_bod     0.995    0.072   13.770    0.000    0.995    0.822
##    .NSNR8__sex_bod    0.913    0.066   13.757    0.000    0.913    0.882
##    .NSNR9_sex_bod     1.432    0.104   13.710    0.000    1.432    0.750
##    .NSNR10_sex_bod    1.366    0.099   13.770    0.000    1.366    0.879
##    .RNS1_sex_bod      1.656    0.123   13.515    0.000    1.656    0.504
##    .RNS2_sex_bod      1.575    0.115   13.663    0.000    1.575    0.688
##    .RNS3_sex_bod      1.354    0.102   13.290    0.000    1.354    0.400
##    .RNS4_sex_bod      2.112    0.156   13.561    0.000    2.112    0.529
##    .RNS5_sex_bod      1.864    0.138   13.551    0.000    1.864    0.566
##    .RNS6_sex_bod      1.608    0.118   13.659    0.000    1.608    0.682
##    .RNS7_sex_bod      2.254    0.166   13.610    0.000    2.254    0.641
##    .RNS8_sex_bod      1.985    0.146   13.603    0.000    1.985    0.622
##    .RNS9_sex_bod      1.829    0.136   13.477    0.000    1.829    0.521
##    .RNS10_sex_bod     1.471    0.109   13.470    0.000    1.471    0.472
##    .NRS1_sex_bod      1.426    0.106   13.428    0.000    1.426    0.441
##    .NRS2_sex_bod      1.241    0.093   13.397    0.000    1.241    0.460
##    .NRS3_sex_bod      1.792    0.132   13.525    0.000    1.792    0.559
##    .NRS4_sex_bod      1.364    0.102   13.402    0.000    1.364    0.438
##    .NRS5_sex_bod      1.870    0.138   13.564    0.000    1.870    0.547
##    .NRS6_sex_bod      1.722    0.126   13.629    0.000    1.722    0.594
##    .NRS7_sex_bod      1.254    0.093   13.426    0.000    1.254    0.481
##    .NRS8_sex_bod      1.472    0.109   13.478    0.000    1.472    0.484
##    .NRS9_sex_bod      1.413    0.105   13.498    0.000    1.413    0.534
##    .NRS10_sex_bod     1.624    0.120   13.546    0.000    1.624    0.519
##    .RS1_sex_bod       1.109    0.085   13.012    0.000    1.109    0.327
##    .RS2_sex_bod       1.035    0.079   13.067    0.000    1.035    0.360
##    .RS3_sex_bod       1.309    0.099   13.287    0.000    1.309    0.377
##    .RS4_2_sex_bod     1.138    0.087   13.134    0.000    1.138    0.369
##    .RS5_2_sex_bod     1.350    0.101   13.348    0.000    1.350    0.395
##    .RS6_2_sex_bod     0.959    0.074   13.011    0.000    0.959    0.300
##    .RS7_2_sex_bod     1.176    0.090   13.063    0.000    1.176    0.352
##    .RS8_2_sex_bod     1.168    0.089   13.097    0.000    1.168    0.345
##    .RS9_2_sex_bod     1.192    0.091   13.126    0.000    1.192    0.382
##    .RS10_2_sex_bod    1.339    0.101   13.244    0.000    1.339    0.378
##    .NSNR1_reveal      0.750    0.062   12.184    0.000    0.750    0.541
##    .NSNR2_reveal      1.051    0.081   13.017    0.000    1.051    0.670
##    .NSNR3_reveal      0.766    0.059   12.935    0.000    0.766    0.535
##    .NSNR4_reveal      0.909    0.069   13.084    0.000    0.909    0.493
##    .NSNR5_reveal      0.841    0.069   12.252    0.000    0.841    0.553
##    .NSNR6_reveal      0.727    0.057   12.770    0.000    0.727    0.535
##    .NSNR7_reveal      0.696    0.054   12.950    0.000    0.696    0.442
##    .NSNR8_reveal      1.027    0.081   12.740    0.000    1.027    0.646
##    .NSNR9_reveal      0.912    0.071   12.770    0.000    0.912    0.528
##    .NSNR10_reveal     0.963    0.077   12.519    0.000    0.963    0.534
##    .RNS1_reveal       1.464    0.112   13.027    0.000    1.464    0.766
##    .RNS2_reveal       1.205    0.091   13.269    0.000    1.205    0.562
##    .RNS3_reveal       1.571    0.122   12.888    0.000    1.571    0.723
##    .RNS4_reveal       1.872    0.139   13.497    0.000    1.872    0.907
##    .RNS5_reveal       1.485    0.114   13.078    0.000    1.485    0.789
##    .RNS6_reveal       2.140    0.159   13.447    0.000    2.140    0.892
##    .RNS7_reveal       1.835    0.137   13.393    0.000    1.835    0.893
##    .RNS8_reveal       1.873    0.143   13.139    0.000    1.873    0.821
##    .RNS9_reveal       1.961    0.148   13.295    0.000    1.961    0.873
##    .RNS10_reveal      1.894    0.143   13.275    0.000    1.894    0.834
##    .NRS1_reveal       1.056    0.080   13.119    0.000    1.056    0.431
##    .NRS2_reveal       0.662    0.052   12.784    0.000    0.662    0.420
##    .NRS3_reveal       0.987    0.078   12.609    0.000    0.987    0.469
##    .NRS4_reveal       0.910    0.070   13.056    0.000    0.910    0.417
##    .NRS5_reveal       1.066    0.087   12.318    0.000    1.066    0.436
##    .NRS6_reveal       0.986    0.077   12.848    0.000    0.986    0.397
##    .NRS7_reveal       0.899    0.072   12.508    0.000    0.899    0.411
##    .NRS8_reveal       0.868    0.069   12.594    0.000    0.868    0.403
##    .NRS9_reveal       0.766    0.059   12.949    0.000    0.766    0.368
##    .NRS10_reveal      0.902    0.075   12.044    0.000    0.902    0.430
##    .RS1_reveal        1.896    0.142   13.317    0.000    1.896    0.875
##    .RS2_reveal        1.702    0.127   13.366    0.000    1.702    0.890
##    .RS3_reveal        1.862    0.141   13.178    0.000    1.862    0.781
##    .RS4_1_reveal      1.713    0.128   13.390    0.000    1.713    0.891
##    .RS5_1_reveal      1.389    0.108   12.901    0.000    1.389    0.687
##    .RS6_1_reveal      1.762    0.133   13.200    0.000    1.762    0.843
##    .RS7_1_reveal      1.861    0.138   13.465    0.000    1.861    0.918
##    .RS8_1_reveal      2.028    0.153   13.218    0.000    2.028    0.843
##    .RS9_1_reveal      1.745    0.130   13.395    0.000    1.745    0.886
##    .RS10_1_reveal     1.623    0.120   13.497    0.000    1.623    0.916
##    .NSNR_sexual_vg    0.664    0.049   13.423    0.000    0.664    0.763
##    .RNS_sexual_avg    0.348    0.035    9.938    0.000    0.348    0.158
##    .NRS_sexual_avg    0.456    0.039   11.696    0.000    0.456    0.244
##    .RS_sexual_avg     0.398    0.039   10.072    0.000    0.398    0.161
##    .POSE              0.016    0.004    4.321    0.000    0.072    0.072
##    .REVEAL            0.367    0.056    6.503    0.000    0.578    0.578
##     SEXUAL            0.206    0.034    6.004    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     NSNR1_sex_bod     0.177
##     NSNR2_sex_bod     0.106
##     NSNR3_sex_bod     0.128
##     NSNR4_sex_bod     0.348
##     NSNR5_sex_bod     0.158
##     NSNR6_sex_bod     0.173
##     NSNR7_sex_bod     0.178
##     NSNR8__sex_bod    0.118
##     NSNR9_sex_bod     0.250
##     NSNR10_sex_bod    0.121
##     RNS1_sex_bod      0.496
##     RNS2_sex_bod      0.312
##     RNS3_sex_bod      0.600
##     RNS4_sex_bod      0.471
##     RNS5_sex_bod      0.434
##     RNS6_sex_bod      0.318
##     RNS7_sex_bod      0.359
##     RNS8_sex_bod      0.378
##     RNS9_sex_bod      0.479
##     RNS10_sex_bod     0.528
##     NRS1_sex_bod      0.559
##     NRS2_sex_bod      0.540
##     NRS3_sex_bod      0.441
##     NRS4_sex_bod      0.562
##     NRS5_sex_bod      0.453
##     NRS6_sex_bod      0.406
##     NRS7_sex_bod      0.519
##     NRS8_sex_bod      0.516
##     NRS9_sex_bod      0.466
##     NRS10_sex_bod     0.481
##     RS1_sex_bod       0.673
##     RS2_sex_bod       0.640
##     RS3_sex_bod       0.623
##     RS4_2_sex_bod     0.631
##     RS5_2_sex_bod     0.605
##     RS6_2_sex_bod     0.700
##     RS7_2_sex_bod     0.648
##     RS8_2_sex_bod     0.655
##     RS9_2_sex_bod     0.618
##     RS10_2_sex_bod    0.622
##     NSNR1_reveal      0.459
##     NSNR2_reveal      0.330
##     NSNR3_reveal      0.465
##     NSNR4_reveal      0.507
##     NSNR5_reveal      0.447
##     NSNR6_reveal      0.465
##     NSNR7_reveal      0.558
##     NSNR8_reveal      0.354
##     NSNR9_reveal      0.472
##     NSNR10_reveal     0.466
##     RNS1_reveal       0.234
##     RNS2_reveal       0.438
##     RNS3_reveal       0.277
##     RNS4_reveal       0.093
##     RNS5_reveal       0.211
##     RNS6_reveal       0.108
##     RNS7_reveal       0.107
##     RNS8_reveal       0.179
##     RNS9_reveal       0.127
##     RNS10_reveal      0.166
##     NRS1_reveal       0.569
##     NRS2_reveal       0.580
##     NRS3_reveal       0.531
##     NRS4_reveal       0.583
##     NRS5_reveal       0.564
##     NRS6_reveal       0.603
##     NRS7_reveal       0.589
##     NRS8_reveal       0.597
##     NRS9_reveal       0.632
##     NRS10_reveal      0.570
##     RS1_reveal        0.125
##     RS2_reveal        0.110
##     RS3_reveal        0.219
##     RS4_1_reveal      0.109
##     RS5_1_reveal      0.313
##     RS6_1_reveal      0.157
##     RS7_1_reveal      0.082
##     RS8_1_reveal      0.157
##     RS9_1_reveal      0.114
##     RS10_1_reveal     0.084
##     NSNR_sexual_vg    0.237
##     RNS_sexual_avg    0.842
##     NRS_sexual_avg    0.756
##     RS_sexual_avg     0.839
##     POSE              0.928
##     REVEAL            0.422

Figure

I know it's messy, it's because we have so many predictors.