Full model

Author

Marie Lasrado & Seidali Kurtmollaiev


Dataset preperation - raw dataset

Composite

Sample size

$all
[1] 211

Group statistics

Reward groups

         no_reward performance_reward     process_reward 
                73                 61                 77 
Eco orientation groups

both_ori  EEC_ori  EEF_ori 
      70       78       63 

Ease and feedback

Overall, how easy was it for you to relate to the scenario and the questions? (5 stars=very easy)

   vars   n mean   sd median trimmed mad  min max range  skew kurtosis   se
X1    1 211 4.43 0.74   4.73    4.56 0.4 0.57   5  4.43 -1.89     4.62 0.05

Qualitative feedback

is_no
FALSE  TRUE 
   67   144 

Data Quality

Manipulation and attention checks

   
    FALSE TRUE
  1    73    0
  2    69    8
  3    47   14
   
    FALSE TRUE
  1    47   16
  2    43   35
  3    65    5

FALSE  TRUE 
  209     2 

Filtering out bad participants

Filtered dataset

Descriptive on good participants

 all good 
 211  135 

Conditions

Group statistics Reward

Reward groups

 1  2  3 
52 53 30 

Eco-orientation

Eco orientation groups

 1  2  3 
41 40 54 

Decriptive

# A tibble: 9 × 9
  Condition_reward Condition_eco     n mean_EEF sd_EEF mean_EEC sd_EEC mean_IM
  <fct>            <fct>         <int>    <dbl>  <dbl>    <dbl>  <dbl>   <dbl>
1 1                1                16     4.96  1.69      3.81   1.68    5.21
2 1                2                10     5.83  0.790     4.1    1.61    5.63
3 1                3                26     5.27  1.51      4.45   1.61    5.45
4 2                1                17     5.37  1.37      4.08   1.38    5.53
5 2                2                23     5.38  1.26      4      1.48    5.23
6 2                3                13     5.38  1.63      4.38   1.81    5.54
7 3                1                 8     5.54  1.14      3.58   1.53    5.75
8 3                2                 7     5.71  1.39      4.81   1.43    5.76
9 3                3                15     5.22  1.67      4.47   1.64    5.4 
# ℹ 1 more variable: sd_IM <dbl>

# A tibble: 27 × 7
   Condition_reward Condition_eco Measure        Mean Median    SD     N
   <fct>            <fct>         <chr>         <dbl>  <dbl> <dbl> <int>
 1 1                1             EEC_composite  3.81   3.67 1.68     16
 2 1                1             EEF_composite  4.96   5.67 1.69     16
 3 1                1             IM_composite   5.21   5.67 1.60     16
 4 1                2             EEC_composite  4.1    4.33 1.61     10
 5 1                2             EEF_composite  5.83   6    0.790    10
 6 1                2             IM_composite   5.63   5.67 1.15     10
 7 1                3             EEC_composite  4.45   4.5  1.61     26
 8 1                3             EEF_composite  5.27   5.67 1.51     26
 9 1                3             IM_composite   5.45   5.67 1.15     26
10 2                1             EEC_composite  4.08   4.33 1.38     17
# ℹ 17 more rows

Normality tests

Across all scales

$S1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.89712, p-value = 3.449e-08


$S2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.89673, p-value = 3.289e-08


$S3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.88996, p-value = 1.466e-08


$IM1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.86817, p-value = 1.317e-09


$IM2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.80735, p-value = 4.945e-12


$IM3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.81597, p-value = 1.008e-11


$INR1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.90137, p-value = 5.83e-08


$INR2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.92581, p-value = 1.606e-06


$INR3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.9272, p-value = 1.975e-06


$IDR1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.75411, p-value = 9.316e-14


$IDR2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.69934, p-value = 2.823e-15


$IDR3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.73008, p-value = 1.889e-14


$EEF1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.87643, p-value = 3.18e-09


$EEF2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.83268, p-value = 4.284e-11


$EEF3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.8405, p-value = 8.719e-11


$EEC1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.93054, p-value = 3.269e-06


$EEC2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.94092, p-value = 1.711e-05


$EEC3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.94144, p-value = 1.868e-05


$TR1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.92341, p-value = 1.13e-06


$TR2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.91611, p-value = 4.036e-07


$TR3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.89392, p-value = 2.341e-08


$BV1

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.90214, p-value = 6.425e-08


$BV2

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.8638, p-value = 8.383e-10


$BV3

    Shapiro-Wilk normality test

data:  newX[, i]
W = 0.845, p-value = 1.327e-10

On dependent variables


    Shapiro-Wilk normality test

data:  data_filtered$EEF_composite
W = 0.87944, p-value = 4.428e-09

EEC composite


    Shapiro-Wilk normality test

data:  data_filtered$EEC_composite
W = 0.96899, p-value = 0.00357

On DV per condition

`summarise()` has grouped output by 'Condition_reward'. You can override using
the `.groups` argument.
# A tibble: 9 × 4
# Groups:   Condition_reward [3]
  Condition_reward Condition_eco     n shapiro_p
  <fct>            <fct>         <int>     <dbl>
1 1                1                16    0.0169
2 1                2                10    0.543 
3 1                3                26    0.0109
4 2                1                17    0.0684
5 2                2                23    0.0324
6 2                3                13    0.0140
7 3                1                 8    0.770 
8 3                2                 7    0.204 
9 3                3                15    0.0316
`summarise()` has grouped output by 'Condition_reward'. You can override using
the `.groups` argument.
# A tibble: 9 × 4
# Groups:   Condition_reward [3]
  Condition_reward Condition_eco     n shapiro_p
  <fct>            <fct>         <int>     <dbl>
1 1                1                16     0.594
2 1                2                10     0.978
3 1                3                26     0.665
4 2                1                17     0.242
5 2                2                23     0.531
6 2                3                13     0.599
7 3                1                 8     0.150
8 3                2                 7     0.407
9 3                3                15     0.234

On motivation variables

IM composite


    Shapiro-Wilk normality test

data:  data_filtered$IM_composite
W = 0.871, p-value = 1.775e-09

IDR composite


    Shapiro-Wilk normality test

data:  data_filtered$IDR_composite
W = 0.76862, p-value = 2.578e-13

INR composite


    Shapiro-Wilk normality test

data:  data_filtered$INR_composite
W = 0.95132, p-value = 0.000105

Non-normality test on motivation per condition

`summarise()` has grouped output by 'Condition_reward'. You can override using
the `.groups` argument.
# A tibble: 9 × 4
# Groups:   Condition_reward [3]
  Condition_reward Condition_eco     n shapiro_p
  <fct>            <fct>         <int>     <dbl>
1 1                1                16  0.0654  
2 1                2                10  0.320   
3 1                3                26  0.0230  
4 2                1                17  0.252   
5 2                2                23  0.000710
6 2                3                13  0.00331 
7 3                1                 8  0.0283  
8 3                2                 7  0.157   
9 3                3                15  0.00620 
`summarise()` has grouped output by 'Condition_reward'. You can override using
the `.groups` argument.
# A tibble: 9 × 4
# Groups:   Condition_reward [3]
  Condition_reward Condition_eco     n shapiro_p
  <fct>            <fct>         <int>     <dbl>
1 1                1                16 0.0000217
2 1                2                10 0.0736   
3 1                3                26 0.000451 
4 2                1                17 0.0544   
5 2                2                23 0.00238  
6 2                3                13 0.000482 
7 3                1                 8 0.00525  
8 3                2                 7 0.179    
9 3                3                15 0.000712 
`summarise()` has grouped output by 'Condition_reward'. You can override using
the `.groups` argument.
# A tibble: 9 × 4
# Groups:   Condition_reward [3]
  Condition_reward Condition_eco     n shapiro_p
  <fct>            <fct>         <int>     <dbl>
1 1                1                16    0.768 
2 1                2                10    0.231 
3 1                3                26    0.0206
4 2                1                17    0.835 
5 2                2                23    0.874 
6 2                3                13    0.0509
7 3                1                 8    0.156 
8 3                2                 7    0.825 
9 3                3                15    0.0665

Factor analyses

Kaiser-Meyer-Olkin factor adequacy
Call: KMO(r = only_scales_good)
Overall MSA =  0.92
MSA for each item = 
  S1   S2   S3  IM1  IM2  IM3 INR1 INR2 INR3 IDR1 IDR2 IDR3 EEF1 EEF2 EEF3 EEC1 
0.90 0.91 0.91 0.96 0.95 0.94 0.90 0.93 0.91 0.94 0.93 0.92 0.92 0.92 0.90 0.97 
EEC2 EEC3  TR1  TR2  TR3  BV1  BV2  BV3 
0.90 0.88 0.92 0.80 0.84 0.97 0.90 0.91 

EFA

Parallel analysis suggests that the number of factors =  5  and the number of components =  NA 
Factor Analysis using method =  minres
Call: fa(r = only_scales_good, nfactors = 5, rotate = "varimax")
Unstandardized loadings (pattern matrix) based upon covariance matrix
      MR1  MR3  MR5  MR4  MR2 h2   u2 H2 U2
S1     NA   NA   NA 0.74   NA NA 0.30 NA NA
S2     NA   NA   NA 0.77   NA NA 0.26 NA NA
S3     NA   NA   NA 0.75   NA NA 0.30 NA NA
IM1  0.48   NA 0.46   NA   NA NA 0.27 NA NA
IM2  0.61   NA 0.44   NA   NA NA 0.27 NA NA
IM3  0.55   NA 0.50   NA   NA NA 0.26 NA NA
INR1   NA   NA 0.78   NA   NA NA 0.17 NA NA
INR2   NA   NA 0.75   NA   NA NA 0.27 NA NA
INR3   NA   NA 0.81   NA   NA NA 0.14 NA NA
IDR1 0.76   NA   NA   NA   NA NA 0.19 NA NA
IDR2 0.78   NA   NA   NA   NA NA 0.13 NA NA
IDR3 0.81   NA   NA   NA   NA NA 0.14 NA NA
EEF1   NA 0.80   NA   NA   NA NA 0.17 NA NA
EEF2   NA 0.74   NA   NA   NA NA 0.23 NA NA
EEF3   NA 0.73   NA   NA   NA NA 0.25 NA NA
EEC1   NA 0.68   NA   NA   NA NA 0.23 NA NA
EEC2   NA 0.63   NA   NA   NA NA 0.28 NA NA
EEC3   NA 0.68   NA   NA   NA NA 0.25 NA NA
TR1    NA   NA   NA   NA 0.71 NA 0.35 NA NA
TR2    NA   NA   NA   NA 0.88 NA 0.16 NA NA
TR3    NA   NA   NA   NA 0.89 NA 0.13 NA NA
BV1  0.48 0.41 0.54   NA   NA NA 0.29 NA NA
BV2  0.58   NA 0.53   NA   NA NA 0.23 NA NA
BV3  0.65   NA 0.53   NA   NA NA 0.20 NA NA

                      MR1 MR3 MR5 MR4 MR2
SS loadings            NA  NA  NA  NA  NA
Proportion Var         NA  NA  NA  NA  NA
Cumulative Var         NA  NA  NA  NA  NA
Proportion Explained   NA  NA  NA  NA  NA
Cumulative Proportion  NA  NA  NA  NA  NA

 Standardized loadings (pattern matrix)
     item MR1 MR3 MR5 MR4 MR2 h2 u2
S1      1  NA  NA  NA  NA  NA NA NA
S2      2  NA  NA  NA  NA  NA NA NA
S3      3  NA  NA  NA  NA  NA NA NA
IM1     4  NA  NA  NA  NA  NA NA NA
IM2     5  NA  NA  NA  NA  NA NA NA
IM3     6  NA  NA  NA  NA  NA NA NA
INR1    7  NA  NA  NA  NA  NA NA NA
INR2    8  NA  NA  NA  NA  NA NA NA
INR3    9  NA  NA  NA  NA  NA NA NA
IDR1   10  NA  NA  NA  NA  NA NA NA
IDR2   11  NA  NA  NA  NA  NA NA NA
IDR3   12  NA  NA  NA  NA  NA NA NA
EEF1   13  NA  NA  NA  NA  NA NA NA
EEF2   14  NA  NA  NA  NA  NA NA NA
EEF3   15  NA  NA  NA  NA  NA NA NA
EEC1   16  NA  NA  NA  NA  NA NA NA
EEC2   17  NA  NA  NA  NA  NA NA NA
EEC3   18  NA  NA  NA  NA  NA NA NA
TR1    19  NA  NA  NA  NA  NA NA NA
TR2    20  NA  NA  NA  NA  NA NA NA
TR3    21  NA  NA  NA  NA  NA NA NA
BV1    22  NA  NA  NA  NA  NA NA NA
BV2    23  NA  NA  NA  NA  NA NA NA
BV3    24  NA  NA  NA  NA  NA NA NA

                MR1 MR3 MR5 MR4 MR2
SS loadings      NA  NA  NA  NA  NA
Proportion Var   NA  NA  NA  NA  NA
Cumulative Var   NA  NA  NA  NA  NA
Cum. factor Var  NA  NA  NA  NA  NA

Mean item complexity =  2.1
Test of the hypothesis that 5 factors are sufficient.

df null model =  276  with the objective function =  28.31 with Chi Square =  3542.87
df of  the model are 166  and the objective function was  4.21 

The root mean square of the residuals (RMSR) is  0.03 
The df corrected root mean square of the residuals is  0.04 

The harmonic n.obs is  135 with the empirical chi square  66.33  with prob <  1 
The total n.obs was  135  with Likelihood Chi Square =  513.19  with prob <  4.1e-37 

Tucker Lewis Index of factoring reliability =  0.818
RMSEA index =  0.124  and the 90 % confidence intervals are  0.113 0.137
BIC =  -301.08
Fit based upon off diagonal values = 1
Measures of factor score adequacy             
                                                   MR1  MR3  MR5  MR4  MR2
Correlation of (regression) scores with factors   0.95 0.94 0.94 0.92 0.96
Multiple R square of scores with factors          0.90 0.88 0.89 0.84 0.91
Minimum correlation of possible factor scores     0.81 0.77 0.77 0.68 0.83

CFA

lavaan 0.6-19 ended normally after 65 iterations

  Estimator                                         ML
  Optimization method                           NLMINB
  Number of model parameters                        51

  Number of observations                           135

Model Test User Model:
                                              Standard      Scaled
  Test Statistic                               197.890     187.608
  Degrees of freedom                               120         120
  P-value (Chi-square)                           0.000       0.000
  Scaling correction factor                                  1.055
    Yuan-Bentler correction (Mplus variant)                       

Model Test Baseline Model:

  Test statistic                              2781.619    2383.550
  Degrees of freedom                               153         153
  P-value                                        0.000       0.000
  Scaling correction factor                                  1.167

User Model versus Baseline Model:

  Comparative Fit Index (CFI)                    0.970       0.970
  Tucker-Lewis Index (TLI)                       0.962       0.961
                                                                  
  Robust Comparative Fit Index (CFI)                         0.973
  Robust Tucker-Lewis Index (TLI)                            0.965

Loglikelihood and Information Criteria:

  Loglikelihood user model (H0)              -3313.793   -3313.793
  Scaling correction factor                                  1.396
      for the MLR correction                                      
  Loglikelihood unrestricted model (H1)      -3214.848   -3214.848
  Scaling correction factor                                  1.157
      for the MLR correction                                      
                                                                  
  Akaike (AIC)                                6729.586    6729.586
  Bayesian (BIC)                              6877.755    6877.755
  Sample-size adjusted Bayesian (SABIC)       6716.424    6716.424

Root Mean Square Error of Approximation:

  RMSEA                                          0.069       0.065
  90 Percent confidence interval - lower         0.052       0.047
  90 Percent confidence interval - upper         0.086       0.081
  P-value H_0: RMSEA <= 0.050                    0.037       0.087
  P-value H_0: RMSEA >= 0.080                    0.156       0.068
                                                                  
  Robust RMSEA                                               0.066
  90 Percent confidence interval - lower                     0.047
  90 Percent confidence interval - upper                     0.084
  P-value H_0: Robust RMSEA <= 0.050                         0.076
  P-value H_0: Robust RMSEA >= 0.080                         0.108

Standardized Root Mean Square Residual:

  SRMR                                           0.057       0.057

Parameter Estimates:

  Standard errors                             Sandwich
  Information bread                           Observed
  Observed information based on                Hessian

Latent Variables:
                   Estimate  Std.Err  z-value  P(>|z|) ci.lower ci.upper
  EEC =~                                                                
    EEC1              1.000                               1.000    1.000
    EEC2              1.142    0.064   17.788    0.000    1.016    1.268
    EEC3              1.165    0.068   17.169    0.000    1.032    1.298
  EEF =~                                                                
    EEF1              1.000                               1.000    1.000
    EEF2              0.986    0.083   11.894    0.000    0.823    1.148
    EEF3              1.001    0.081   12.404    0.000    0.843    1.159
  IM =~                                                                 
    IM1               1.000                               1.000    1.000
    IM2               0.879    0.073   12.111    0.000    0.737    1.021
    IM3               0.909    0.063   14.332    0.000    0.785    1.033
  INR =~                                                                
    INR1              1.000                               1.000    1.000
    INR2              1.077    0.069   15.573    0.000    0.942    1.213
    INR3              1.176    0.066   17.936    0.000    1.047    1.304
  TR =~                                                                 
    TR1               1.000                               1.000    1.000
    TR2               1.158    0.098   11.785    0.000    0.965    1.350
    TR3               1.126    0.093   12.125    0.000    0.944    1.308
  BV =~                                                                 
    BV1               1.000                               1.000    1.000
    BV2               1.113    0.079   14.114    0.000    0.958    1.267
    BV3               1.058    0.084   12.614    0.000    0.893    1.222
   Std.lv  Std.all
                  
    1.374    0.869
    1.570    0.934
    1.601    0.951
                  
    1.374    0.937
    1.355    0.925
    1.375    0.895
                  
    1.328    0.865
    1.167    0.902
    1.206    0.936
                  
    1.462    0.929
    1.575    0.866
    1.719    0.945
                  
    1.308    0.788
    1.514    0.910
    1.473    0.937
                  
    1.592    0.838
    1.772    0.964
    1.684    0.947

Covariances:
                   Estimate  Std.Err  z-value  P(>|z|) ci.lower ci.upper
  EEC ~~                                                                
    EEF               1.409    0.267    5.286    0.000    0.887    1.931
    IM                1.169    0.236    4.959    0.000    0.707    1.631
    INR               1.278    0.244    5.236    0.000    0.800    1.757
    TR                0.823    0.217    3.792    0.000    0.398    1.249
    BV                1.229    0.273    4.499    0.000    0.694    1.764
  EEF ~~                                                                
    IM                1.226    0.260    4.718    0.000    0.717    1.736
    INR               1.303    0.233    5.596    0.000    0.846    1.759
    TR                0.623    0.194    3.217    0.001    0.243    1.002
    BV                1.456    0.278    5.231    0.000    0.910    2.002
  IM ~~                                                                 
    INR               1.512    0.257    5.889    0.000    1.009    2.015
    TR                0.763    0.195    3.910    0.000    0.381    1.145
    BV                1.584    0.308    5.149    0.000    0.981    2.187
  INR ~~                                                                
    TR                0.632    0.208    3.031    0.002    0.223    1.040
    BV                1.749    0.306    5.713    0.000    1.149    2.350
  TR ~~                                                                 
    BV                0.402    0.223    1.808    0.071   -0.034    0.838
   Std.lv  Std.all
                  
    0.746    0.746
    0.641    0.641
    0.636    0.636
    0.458    0.458
    0.562    0.562
                  
    0.672    0.672
    0.648    0.648
    0.346    0.346
    0.665    0.665
                  
    0.779    0.779
    0.440    0.440
    0.749    0.749
                  
    0.331    0.331
    0.752    0.752
                  
    0.193    0.193

Variances:
                   Estimate  Std.Err  z-value  P(>|z|) ci.lower ci.upper
   .EEC1              0.613    0.118    5.177    0.000    0.381    0.845
   .EEC2              0.359    0.081    4.437    0.000    0.200    0.517
   .EEC3              0.274    0.086    3.182    0.001    0.105    0.443
   .EEF1              0.262    0.098    2.667    0.008    0.069    0.455
   .EEF2              0.309    0.111    2.777    0.005    0.091    0.527
   .EEF3              0.469    0.100    4.681    0.000    0.273    0.666
   .IM1               0.594    0.142    4.195    0.000    0.316    0.871
   .IM2               0.312    0.091    3.441    0.001    0.134    0.490
   .IM3               0.207    0.055    3.737    0.000    0.098    0.315
   .INR1              0.341    0.074    4.581    0.000    0.195    0.487
   .INR2              0.826    0.125    6.610    0.000    0.581    1.070
   .INR3              0.351    0.106    3.321    0.001    0.144    0.558
   .TR1               1.040    0.230    4.520    0.000    0.589    1.491
   .TR2               0.473    0.148    3.192    0.001    0.183    0.763
   .TR3               0.302    0.102    2.968    0.003    0.102    0.501
   .BV1               1.072    0.209    5.129    0.000    0.662    1.481
   .BV2               0.240    0.077    3.108    0.002    0.089    0.392
   .BV3               0.329    0.091    3.622    0.000    0.151    0.507
    EEC               1.889    0.294    6.422    0.000    1.313    2.466
    EEF               1.889    0.318    5.950    0.000    1.267    2.512
    IM                1.762    0.311    5.660    0.000    1.152    2.373
    INR               2.136    0.306    6.972    0.000    1.536    2.737
    TR                1.710    0.303    5.640    0.000    1.115    2.304
    BV                2.535    0.413    6.136    0.000    1.725    3.345
   Std.lv  Std.all
    0.613    0.245
    0.359    0.127
    0.274    0.097
    0.262    0.122
    0.309    0.144
    0.469    0.199
    0.594    0.252
    0.312    0.187
    0.207    0.124
    0.341    0.138
    0.826    0.250
    0.351    0.106
    1.040    0.378
    0.473    0.171
    0.302    0.122
    1.072    0.297
    0.240    0.071
    0.329    0.104
    1.000    1.000
    1.000    1.000
    1.000    1.000
    1.000    1.000
    1.000    1.000
    1.000    1.000

R-Square:
                   Estimate
    EEC1              0.755
    EEC2              0.873
    EEC3              0.903
    EEF1              0.878
    EEF2              0.856
    EEF3              0.801
    IM1               0.748
    IM2               0.813
    IM3               0.876
    INR1              0.862
    INR2              0.750
    INR3              0.894
    TR1               0.622
    TR2               0.829
    TR3               0.878
    BV1               0.703
    BV2               0.929
    BV3               0.896
Cronbach’s Alpha:
  EEC   EEF    IM   INR    TR    BV 
0.939 0.942 0.921 0.935 0.908 0.936 
Omega:
  EEC   EEF    IM   INR    TR    BV 
0.946 0.942 0.929 0.938 0.911 0.944 
Average Variance Extracted (AVE):
  EEC   EEF    IM   INR    TR    BV 
0.847 0.844 0.804 0.833 0.773 0.838 
$type
[1] "cor.bentler"

$cov
       EEC1   EEC2   EEC3   EEF1   EEF2   EEF3    IM1    IM2    IM3   INR1
EEC1  0.000                                                               
EEC2 -0.014  0.000                                                        
EEC3 -0.010  0.010  0.000                                                 
EEF1  0.118 -0.010 -0.002  0.000                                          
EEF2  0.071 -0.050 -0.035  0.004  0.000                                   
EEF3  0.094 -0.035  0.004 -0.008  0.003  0.000                            
IM1   0.166  0.094  0.098  0.042  0.050  0.049  0.000                     
IM2   0.009 -0.029 -0.029 -0.035  0.013  0.048 -0.026  0.000              
IM3  -0.003 -0.053 -0.033 -0.046 -0.015  0.007 -0.003  0.014  0.000       
INR1  0.075 -0.016 -0.038 -0.014 -0.029  0.016  0.057  0.008  0.032  0.000
INR2  0.110 -0.025 -0.009  0.011 -0.008 -0.028  0.002 -0.028  0.004 -0.011
INR3  0.098 -0.027 -0.002  0.013  0.002  0.020  0.018 -0.026 -0.034  0.001
TR1   0.119  0.103  0.085  0.091  0.119  0.077  0.155  0.115  0.097  0.087
TR2   0.016 -0.035 -0.085 -0.007 -0.040 -0.025  0.061 -0.072 -0.037  0.021
TR3   0.016  0.021 -0.004 -0.001 -0.005 -0.035  0.043 -0.040 -0.021 -0.004
BV1   0.185  0.053  0.072  0.106  0.071  0.129  0.122  0.061  0.056  0.100
BV2   0.081 -0.023 -0.007 -0.011 -0.024  0.027 -0.019  0.000 -0.049 -0.030
BV3   0.050 -0.041 -0.051 -0.025 -0.035  0.003  0.037  0.041 -0.004  0.011
       INR2   INR3    TR1    TR2    TR3    BV1    BV2    BV3
EEC1                                                        
EEC2                                                        
EEC3                                                        
EEF1                                                        
EEF2                                                        
EEF3                                                        
IM1                                                         
IM2                                                         
IM3                                                         
INR1                                                        
INR2  0.000                                                 
INR3  0.006  0.000                                          
TR1   0.105  0.117  0.000                                   
TR2   0.001 -0.023  0.003  0.000                            
TR3  -0.035 -0.040 -0.009  0.003  0.000                     
BV1   0.111  0.071  0.183  0.087  0.087  0.000              
BV2   0.016 -0.020  0.150 -0.051 -0.036  0.002  0.000       
BV3   0.000 -0.013  0.166 -0.045 -0.030 -0.025  0.005  0.000

$cov.z
       EEC1   EEC2   EEC3   EEF1   EEF2   EEF3    IM1    IM2    IM3   INR1
EEC1  0.000                                                               
EEC2 -0.172  0.000                                                        
EEC3 -0.126  0.126  0.000                                                 
EEF1  1.565 -0.153 -0.037  0.000                                          
EEF2  0.932 -0.717 -0.518  0.054  0.000                                   
EEF3  1.354 -0.578  0.070 -0.112  0.039  0.000                            
IM1   2.291  1.409  1.499  0.533  0.634  0.661  0.000                     
IM2   0.109 -0.441 -0.492 -0.572  0.192  0.740 -0.423  0.000              
IM3  -0.035 -0.771 -0.542 -0.726 -0.211  0.100 -0.048  0.214  0.000       
INR1  1.037 -0.305 -0.711 -0.213 -0.425  0.200  0.908  0.146  0.563  0.000
INR2  1.416 -0.360 -0.132  0.151 -0.106 -0.302  0.031 -0.436  0.067 -0.143
INR3  1.269 -0.413 -0.030  0.200  0.033  0.240  0.245 -0.418 -0.503  0.016
TR1   2.054  1.719  1.416  1.419  1.787  1.160  2.491  2.798  2.372  1.304
TR2   0.224 -0.493 -1.140 -0.117 -0.587 -0.423  1.054 -1.055 -0.581  0.353
TR3   0.226  0.317 -0.052 -0.018 -0.076 -0.606  0.715 -0.605 -0.350 -0.070
BV1   2.636  0.901  1.223  1.621  1.093  2.086  2.446  1.151  1.084  1.825
BV2   1.226 -0.399 -0.126 -0.181 -0.357  0.361 -0.267  0.007 -0.874 -0.475
BV3   0.710 -0.678 -0.886 -0.439 -0.520  0.040  0.511  0.730 -0.077  0.177
       INR2   INR3    TR1    TR2    TR3    BV1    BV2    BV3
EEC1                                                        
EEC2                                                        
EEC3                                                        
EEF1                                                        
EEF2                                                        
EEF3                                                        
IM1                                                         
IM2                                                         
IM3                                                         
INR1                                                        
INR2  0.000                                                 
INR3  0.075  0.000                                          
TR1   1.610  1.826  0.000                                   
TR2   0.017 -0.365  0.063  0.000                            
TR3  -0.521 -0.637 -0.235  0.041  0.000                     
BV1   1.848  1.127  3.006  1.588  1.677  0.000              
BV2   0.248 -0.297  2.725 -1.095 -0.772  0.030  0.000       
BV3   0.000 -0.188  2.828 -0.862 -0.563 -0.457  0.067  0.000

$summary
                           cov
srmr                     0.057
srmr.se                  0.022
srmr.exactfit.z          0.000
srmr.exactfit.pvalue     0.500
usrmr                    0.000
usrmr.se                 0.029
usrmr.ci.lower          -0.047
usrmr.ci.upper           0.047
usrmr.closefit.h0.value  0.050
usrmr.closefit.z        -1.753
usrmr.closefit.pvalue    0.960

SEM

Prepare dummy variables

Full model

Create interaction terms manually (no “:”)

lavaan 0.6-19 ended normally after 87 iterations

  Estimator                                         ML
  Optimization method                           NLMINB
  Number of model parameters                        70

  Number of observations                           135

Model Test User Model:
                                              Standard      Scaled
  Test Statistic                               791.632     789.585
  Degrees of freedom                               539         539
  P-value (Chi-square)                           0.000       0.000
  Scaling correction factor                                  1.003
    Yuan-Bentler correction (Mplus variant)                       

Model Test Baseline Model:

  Test statistic                              3392.521    3320.180
  Degrees of freedom                               588         588
  P-value                                        0.000       0.000
  Scaling correction factor                                  1.022

User Model versus Baseline Model:

  Comparative Fit Index (CFI)                    0.910       0.908
  Tucker-Lewis Index (TLI)                       0.902       0.900
                                                                  
  Robust Comparative Fit Index (CFI)                         0.910
  Robust Tucker-Lewis Index (TLI)                            0.902

Loglikelihood and Information Criteria:

  Loglikelihood user model (H0)              -4311.172   -4311.172
  Scaling correction factor                                  1.381
      for the MLR correction                                      
  Loglikelihood unrestricted model (H1)      -3915.356   -3915.356
  Scaling correction factor                                  1.046
      for the MLR correction                                      
                                                                  
  Akaike (AIC)                                8762.343    8762.343
  Bayesian (BIC)                              8965.713    8965.713
  Sample-size adjusted Bayesian (SABIC)       8744.278    8744.278

Root Mean Square Error of Approximation:

  RMSEA                                          0.059       0.059
  90 Percent confidence interval - lower         0.050       0.050
  90 Percent confidence interval - upper         0.068       0.067
  P-value H_0: RMSEA <= 0.050                    0.051       0.056
  P-value H_0: RMSEA >= 0.080                    0.000       0.000
                                                                  
  Robust RMSEA                                               0.059
  90 Percent confidence interval - lower                     0.050
  90 Percent confidence interval - upper                     0.067
  P-value H_0: Robust RMSEA <= 0.050                         0.055
  P-value H_0: Robust RMSEA >= 0.080                         0.000

Standardized Root Mean Square Residual:

  SRMR                                           0.144       0.144

Parameter Estimates:

  Standard errors                             Sandwich
  Information bread                           Observed
  Observed information based on                Hessian

Latent Variables:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  EEF =~                                                                
    EEF1              1.000                               1.330    0.931
    EEF2              0.991    0.083   11.932    0.000    1.318    0.924
    EEF3              1.003    0.081   12.317    0.000    1.333    0.889
  EEC =~                                                                
    EEC1              1.000                               1.329    0.858
    EEC2              1.149    0.063   18.191    0.000    1.528    0.933
    EEC3              1.172    0.064   18.186    0.000    1.558    0.949
  IM =~                                                                 
    IM1               1.000                               1.242    0.845
    IM2               0.884    0.074   11.955    0.000    1.098    0.891
    IM3               0.919    0.062   14.910    0.000    1.141    0.934
  S =~                                                                  
    S1                1.000                               1.256    0.862
    S2                1.027    0.082   12.590    0.000    1.289    0.841
    S3                0.981    0.079   12.484    0.000    1.231    0.857
  TR =~                                                                 
    TR1               1.000                               1.306    0.787
    TR2               1.171    0.103   11.325    0.000    1.529    0.919
    TR3               1.118    0.088   12.660    0.000    1.460    0.929
  BV =~                                                                 
    BV1               1.000                               1.569    0.826
    BV2               1.147    0.084   13.673    0.000    1.800    0.979
    BV3               1.062    0.084   12.699    0.000    1.666    0.937
  SxBV =~                                                               
    S1.BV1            1.000                               2.863    0.860
    S2.BV2            1.051    0.107    9.822    0.000    3.009    0.898
    S3.BV3            1.149    0.110   10.403    0.000    3.290    0.928

Regressions:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  S ~                                                                   
    rw_C_2    (a1)   -0.047    0.347   -0.136    0.892   -0.038   -0.018
    rw_C_3    (a2)    0.278    0.368    0.755    0.450    0.221    0.092
    ec_C_2    (a3)   -0.044    0.405   -0.108    0.914   -0.035   -0.016
    ec_C_3    (a4)    0.107    0.330    0.323    0.747    0.085    0.042
    rwrE22    (a5)   -0.362    0.556   -0.652    0.515   -0.288   -0.108
    rwrE33    (a6)    0.142    0.549    0.259    0.796    0.113    0.036
    TR1._C (tr_r1)   -0.100    0.326   -0.307    0.758   -0.080   -0.064
    TR2._C (tr_r2)    0.046    0.270    0.169    0.866    0.036    0.030
    TR3._C (tr_r3)   -0.018    0.350   -0.051    0.959   -0.014   -0.011
    TR1._C (tr_r4)    0.326    0.227    1.437    0.151    0.260    0.184
    TR2._C (tr_r5)   -0.235    0.249   -0.944    0.345   -0.187   -0.134
    TR3._C (tr_r6)    0.044    0.310    0.142    0.887    0.035    0.023
    TR1._C (tr_e1)   -0.165    0.240   -0.688    0.492   -0.131   -0.102
    TR2._C (tr_e2)    0.148    0.290    0.512    0.609    0.118    0.096
    TR3._C (tr_e3)   -0.298    0.346   -0.863    0.388   -0.238   -0.176
    TR1._C (tr_e4)   -0.027    0.302   -0.088    0.930   -0.021   -0.017
    TR2._C (tr_e5)   -0.360    0.296   -1.216    0.224   -0.287   -0.226
    TR3._C (tr_e6)    0.197    0.415    0.474    0.636    0.157    0.119
  IM ~                                                                  
    S         (b1)    0.503    0.091    5.499    0.000    0.508    0.508
    SxBV      (b2)   -0.178    0.033   -5.449    0.000   -0.410   -0.410
  EEF ~                                                                 
    IM        (c1)    0.606    0.113    5.349    0.000    0.566    0.566
    S         (c2)    0.163    0.125    1.297    0.195    0.154    0.154
  EEC ~                                                                 
    IM        (d1)    0.439    0.081    5.423    0.000    0.410    0.410
    S         (d2)    0.381    0.105    3.647    0.000    0.360    0.360

Covariances:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  TR ~~                                                                 
    BV                0.381    0.219    1.738    0.082    0.186    0.186
    SxBV             -0.710    0.451   -1.575    0.115   -0.190   -0.190
  BV ~~                                                                 
    SxBV             -1.558    0.900   -1.731    0.083   -0.347   -0.347
 .EEF ~~                                                                
   .EEC               0.534    0.138    3.878    0.000    0.540    0.540

Variances:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
   .EEF1              0.271    0.102    2.662    0.008    0.271    0.133
   .EEF2              0.298    0.108    2.753    0.006    0.298    0.147
   .EEF3              0.471    0.102    4.617    0.000    0.471    0.209
   .EEC1              0.631    0.117    5.383    0.000    0.631    0.263
   .EEC2              0.350    0.079    4.457    0.000    0.350    0.130
   .EEC3              0.267    0.077    3.467    0.001    0.267    0.099
   .IM1               0.615    0.135    4.564    0.000    0.615    0.285
   .IM2               0.314    0.091    3.433    0.001    0.314    0.207
   .IM3               0.192    0.051    3.728    0.000    0.192    0.128
   .S1                0.546    0.110    4.956    0.000    0.546    0.257
   .S2                0.686    0.160    4.276    0.000    0.686    0.292
   .S3                0.550    0.124    4.419    0.000    0.550    0.266
   .TR1               1.045    0.227    4.607    0.000    1.045    0.380
   .TR2               0.428    0.156    2.748    0.006    0.428    0.155
   .TR3               0.338    0.109    3.098    0.002    0.338    0.137
   .BV1               1.144    0.214    5.345    0.000    1.144    0.317
   .BV2               0.142    0.085    1.666    0.096    0.142    0.042
   .BV3               0.389    0.112    3.463    0.001    0.389    0.123
   .S1.BV1            2.887    0.573    5.039    0.000    2.887    0.260
   .S2.BV2            2.170    0.538    4.032    0.000    2.170    0.193
   .S3.BV3            1.757    0.545    3.222    0.001    1.757    0.140
   .EEF               1.003    0.201    4.993    0.000    0.567    0.567
   .EEC               0.974    0.149    6.525    0.000    0.551    0.551
   .IM                0.884    0.175    5.054    0.000    0.574    0.574
   .S                 1.434    0.280    5.130    0.000    0.909    0.909
    TR                1.705    0.301    5.656    0.000    1.000    1.000
    BV                2.463    0.412    5.979    0.000    1.000    1.000
    SxBV              8.198    3.120    2.627    0.009    1.000    1.000

R-Square:
                   Estimate
    EEF1              0.867
    EEF2              0.853
    EEF3              0.791
    EEC1              0.737
    EEC2              0.870
    EEC3              0.901
    IM1               0.715
    IM2               0.793
    IM3               0.872
    S1                0.743
    S2                0.708
    S3                0.734
    TR1               0.620
    TR2               0.845
    TR3               0.863
    BV1               0.683
    BV2               0.958
    BV3               0.877
    S1.BV1            0.740
    S2.BV2            0.807
    S3.BV3            0.860
    EEF               0.433
    EEC               0.449
    IM                0.426
    S                 0.091
  EEF   EEC    IM     S    TR    BV  SxBV 
0.942 0.939 0.921 0.889 0.908 0.936 0.924 
  EEF   EEC    IM     S    TR    BV  SxBV 
0.886 0.893 0.822 0.888 0.911 0.939 0.924 
  EEF   EEC    IM     S    TR    BV  SxBV 
0.793 0.800 0.711 0.727 0.773 0.835 0.805 
$type
[1] "cor.bentler"

$cov
                               EEF1   EEF2   EEF3   EEC1   EEC2   EEC3    IM1
EEF1                          0.052                                          
EEF2                          0.055  0.051                                   
EEF3                          0.044  0.050  0.048                            
EEC1                          0.172  0.122  0.145  0.042                     
EEC2                          0.045  0.001  0.016  0.034  0.049              
EEC3                          0.054  0.017  0.057  0.039  0.057  0.051       
IM1                           0.114  0.119  0.117  0.244  0.175  0.180  0.084
IM2                           0.037  0.081  0.117  0.088  0.053  0.055  0.068
IM3                           0.027  0.054  0.075  0.077  0.030  0.051  0.090
S1                            0.089  0.103  0.080  0.052  0.057  0.046  0.172
S2                            0.004  0.005  0.029  0.041  0.064  0.018  0.189
S3                            0.070  0.105  0.110  0.058  0.058  0.019  0.143
TR1                           0.316  0.340  0.292  0.412  0.417  0.405  0.405
TR2                           0.252  0.215  0.222  0.354  0.327  0.284  0.349
TR3                           0.266  0.258  0.220  0.364  0.395  0.377  0.340
BV1                           0.568  0.528  0.571  0.553  0.449  0.475  0.571
BV2                           0.519  0.498  0.532  0.504  0.431  0.455  0.493
BV3                           0.497  0.480  0.501  0.466  0.406  0.404  0.543
S1.BV1                       -0.104 -0.156 -0.200 -0.082 -0.042 -0.055 -0.064
S2.BV2                       -0.105 -0.139 -0.178 -0.131 -0.051 -0.065 -0.074
S3.BV3                       -0.086 -0.176 -0.227 -0.133 -0.063 -0.099 -0.098
reward_Condition_reward2      0.057  0.041  0.071  0.008  0.008  0.045  0.021
reward_Condition_reward3     -0.025  0.008 -0.019 -0.039  0.016 -0.006 -0.023
eco_Condition_eco2            0.165  0.127  0.083  0.013  0.052  0.053  0.020
eco_Condition_eco3           -0.094 -0.081 -0.066  0.075  0.056  0.073 -0.010
rewardEco22                   0.086  0.084  0.021  0.016  0.021  0.022  0.010
rewardEco33                  -0.085 -0.063 -0.078  0.010  0.013 -0.017 -0.028
TR1.reward_Condition_reward2  0.042  0.025  0.009  0.065 -0.018 -0.016 -0.006
TR2.reward_Condition_reward2 -0.025  0.003 -0.006  0.031  0.014 -0.018  0.043
TR3.reward_Condition_reward2  0.039  0.048  0.067  0.067  0.007 -0.018  0.056
TR1.reward_Condition_reward3 -0.041 -0.068 -0.087 -0.102 -0.053 -0.069 -0.023
TR2.reward_Condition_reward3 -0.042 -0.025 -0.023 -0.055 -0.098 -0.115 -0.086
TR3.reward_Condition_reward3 -0.051 -0.062 -0.057 -0.147 -0.115 -0.134 -0.029
TR1.eco_Condition_eco2       -0.212 -0.128 -0.160 -0.144 -0.122 -0.108 -0.097
TR2.eco_Condition_eco2       -0.117 -0.030 -0.075 -0.084 -0.047 -0.053 -0.027
TR3.eco_Condition_eco2       -0.117 -0.043 -0.056 -0.117 -0.064 -0.070 -0.049
TR1.eco_Condition_eco3        0.200  0.177  0.228  0.148  0.137  0.130  0.109
TR2.eco_Condition_eco3        0.158  0.099  0.136  0.103  0.094  0.076  0.036
TR3.eco_Condition_eco3        0.137  0.063  0.078  0.096  0.076  0.056  0.038
                                IM2    IM3     S1     S2     S3    TR1    TR2
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                           0.093                                          
IM3                           0.107  0.101                                   
S1                            0.093  0.110  0.000                            
S2                            0.079  0.104 -0.004  0.000                     
S3                            0.061  0.075  0.005  0.001  0.000              
TR1                           0.376  0.367  0.348  0.420  0.345  0.000       
TR2                           0.228  0.274  0.323  0.407  0.328 -0.003  0.000
TR3                           0.270  0.301  0.345  0.406  0.332 -0.001  0.001
BV1                           0.528  0.540  0.338  0.280  0.317  0.189  0.093
BV2                           0.534  0.504  0.318  0.252  0.293  0.153 -0.048
BV3                           0.568  0.542  0.338  0.295  0.275  0.173 -0.039
S1.BV1                       -0.182 -0.147 -0.255 -0.271 -0.233 -0.068 -0.010
S2.BV2                       -0.100 -0.085 -0.321 -0.266 -0.276  0.003  0.003
S3.BV3                       -0.114 -0.136 -0.325 -0.265 -0.333 -0.022 -0.012
reward_Condition_reward2      0.016  0.027  0.027 -0.050  0.015  0.007 -0.039
reward_Condition_reward3      0.021  0.040 -0.027  0.004  0.021 -0.010  0.001
eco_Condition_eco2            0.021  0.055  0.071 -0.060 -0.031 -0.113 -0.054
eco_Condition_eco3           -0.073 -0.043 -0.045  0.047 -0.012  0.122  0.076
rewardEco22                  -0.033 -0.010  0.056 -0.067  0.003 -0.087 -0.052
rewardEco33                  -0.090 -0.070 -0.037  0.006  0.044  0.079  0.093
TR1.reward_Condition_reward2  0.035  0.079 -0.036  0.044 -0.014 -0.029  0.077
TR2.reward_Condition_reward2 -0.002  0.037 -0.065  0.057  0.014  0.075  0.110
TR3.reward_Condition_reward2 -0.007  0.058 -0.063  0.065  0.005  0.017  0.110
TR1.reward_Condition_reward3 -0.044 -0.013  0.049 -0.023 -0.017  0.039  0.030
TR2.reward_Condition_reward3 -0.004 -0.033  0.063 -0.040 -0.010  0.030  0.050
TR3.reward_Condition_reward3  0.091  0.028  0.068 -0.031 -0.027  0.042  0.014
TR1.eco_Condition_eco2       -0.128 -0.092 -0.029  0.075  0.001  0.070  0.180
TR2.eco_Condition_eco2       -0.015 -0.006 -0.043  0.056  0.002  0.173  0.160
TR3.eco_Condition_eco2       -0.042 -0.037 -0.046  0.054  0.020  0.158  0.133
TR1.eco_Condition_eco3        0.172  0.125 -0.005 -0.019 -0.021 -0.047 -0.169
TR2.eco_Condition_eco3        0.127  0.098  0.024 -0.043 -0.017 -0.172 -0.150
TR3.eco_Condition_eco3        0.150  0.110  0.027 -0.053 -0.014 -0.127 -0.122
                                TR3    BV1    BV2    BV3 S1.BV1 S2.BV2 S3.BV3
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                                                                          
IM3                                                                          
S1                                                                           
S2                                                                           
S3                                                                           
TR1                                                                          
TR2                                                                          
TR3                           0.000                                          
BV1                           0.096  0.000                                   
BV2                          -0.030  0.001  0.000                            
BV3                          -0.020 -0.005  0.000  0.000                     
S1.BV1                        0.030 -0.035 -0.025 -0.058  0.000              
S2.BV2                        0.025  0.040  0.050  0.002 -0.002  0.000       
S3.BV3                        0.030  0.005  0.035  0.031 -0.004  0.008  0.000
reward_Condition_reward2     -0.018  0.000 -0.020 -0.033 -0.026 -0.115 -0.087
reward_Condition_reward3     -0.048 -0.006 -0.012 -0.016  0.014  0.056 -0.040
eco_Condition_eco2           -0.089  0.032  0.047  0.075 -0.049 -0.096 -0.030
eco_Condition_eco3            0.098  0.049  0.077  0.024  0.079  0.130  0.094
rewardEco22                  -0.083 -0.045  0.019  0.007  0.005 -0.059 -0.020
rewardEco33                  -0.002 -0.066 -0.001 -0.050  0.031  0.042 -0.002
TR1.reward_Condition_reward2  0.018 -0.077 -0.104 -0.075  0.008  0.057  0.024
TR2.reward_Condition_reward2  0.108 -0.078 -0.138 -0.107 -0.043 -0.006 -0.051
TR3.reward_Condition_reward2  0.034 -0.015 -0.071 -0.047 -0.071 -0.032 -0.070
TR1.reward_Condition_reward3  0.040  0.035  0.056  0.000  0.021  0.000  0.107
TR2.reward_Condition_reward3  0.014  0.015  0.039 -0.010  0.063  0.031  0.119
TR3.reward_Condition_reward3 -0.020  0.025  0.080  0.058 -0.008  0.005  0.104
TR1.eco_Condition_eco2        0.159 -0.210 -0.257 -0.228  0.051  0.121  0.033
TR2.eco_Condition_eco2        0.129 -0.080 -0.118 -0.078  0.041  0.095  0.036
TR3.eco_Condition_eco2        0.083 -0.099 -0.104 -0.089  0.016  0.077  0.004
TR1.eco_Condition_eco3       -0.127  0.195  0.207  0.199 -0.130 -0.110 -0.085
TR2.eco_Condition_eco3       -0.124  0.077  0.179  0.162 -0.097 -0.076 -0.011
TR3.eco_Condition_eco3       -0.058  0.081  0.149  0.168 -0.042 -0.069  0.023
                             rw_C_2 rw_C_3 ec_C_2 ec_C_3 rwrE22 rwrE33
EEF1                                                                  
EEF2                                                                  
EEF3                                                                  
EEC1                                                                  
EEC2                                                                  
EEC3                                                                  
IM1                                                                   
IM2                                                                   
IM3                                                                   
S1                                                                    
S2                                                                    
S3                                                                    
TR1                                                                   
TR2                                                                   
TR3                                                                   
BV1                                                                   
BV2                                                                   
BV3                                                                   
S1.BV1                                                                
S2.BV2                                                                
S3.BV3                                                                
reward_Condition_reward2      0.000                                   
reward_Condition_reward3      0.000  0.000                            
eco_Condition_eco2            0.000  0.000  0.000                     
eco_Condition_eco3            0.000  0.000  0.000  0.000              
rewardEco22                   0.000  0.000  0.000  0.000  0.000       
rewardEco33                   0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
                             TR1.r_C_2 TR2.r_C_2 TR3.r_C_2 TR1.r_C_3 TR2.r_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2     0.000                                        
TR2.reward_Condition_reward2     0.000     0.000                              
TR3.reward_Condition_reward2     0.000     0.000     0.000                    
TR1.reward_Condition_reward3     0.000     0.000     0.000     0.000          
TR2.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR3.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR3.r_C_3 TR1.c_C_2 TR2.c_C_2 TR3.c_C_2 TR1.c_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2                                                  
TR2.reward_Condition_reward2                                                  
TR3.reward_Condition_reward2                                                  
TR1.reward_Condition_reward3                                                  
TR2.reward_Condition_reward3                                                  
TR3.reward_Condition_reward3     0.000                                        
TR1.eco_Condition_eco2           0.000     0.000                              
TR2.eco_Condition_eco2           0.000     0.000     0.000                    
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000          
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR2.c_C_3 TR3.c_C_3
EEF1                                            
EEF2                                            
EEF3                                            
EEC1                                            
EEC2                                            
EEC3                                            
IM1                                             
IM2                                             
IM3                                             
S1                                              
S2                                              
S3                                              
TR1                                             
TR2                                             
TR3                                             
BV1                                             
BV2                                             
BV3                                             
S1.BV1                                          
S2.BV2                                          
S3.BV3                                          
reward_Condition_reward2                        
reward_Condition_reward3                        
eco_Condition_eco2                              
eco_Condition_eco3                              
rewardEco22                                     
rewardEco33                                     
TR1.reward_Condition_reward2                    
TR2.reward_Condition_reward2                    
TR3.reward_Condition_reward2                    
TR1.reward_Condition_reward3                    
TR2.reward_Condition_reward3                    
TR3.reward_Condition_reward3                    
TR1.eco_Condition_eco2                          
TR2.eco_Condition_eco2                          
TR3.eco_Condition_eco2                          
TR1.eco_Condition_eco3                          
TR2.eco_Condition_eco3           0.000          
TR3.eco_Condition_eco3           0.000     0.000

$cov.z
                               EEF1   EEF2   EEF3   EEC1   EEC2   EEC3    IM1
EEF1                          0.337                                          
EEF2                          0.399  0.379                                   
EEF3                          0.337  0.397  0.383                            
EEC1                          1.461  1.030  1.304  0.272                     
EEC2                          0.367  0.012  0.150  0.246  0.360              
EEC3                          0.444  0.143  0.512  0.272  0.412  0.349       
IM1                           0.945  1.033  1.089  2.282  1.529  1.633  0.546
IM2                           0.292  0.665  0.977  0.724  0.436  0.466  0.476
IM3                           0.212  0.440  0.622  0.623  0.243  0.442  0.635
S1                            0.621  0.702  0.577  0.398  0.434  0.331  1.361
S2                            0.030  0.032  0.212  0.326  0.499  0.134  1.410
S3                            0.516  0.765  0.864  0.472  0.459  0.141  1.132
TR1                           3.971  4.340  3.888  4.735  4.641  4.480  4.818
TR2                           2.894  2.574  2.821  4.070  3.693  3.190  4.284
TR3                           3.066  3.148  2.870  4.164  4.339  4.022  3.953
BV1                           7.570  7.739  8.266  7.476  5.938  6.165  6.835
BV2                           7.521  7.632  7.914  7.389  6.207  6.620  5.964
BV3                           7.267  6.908  7.121  6.425  5.558  5.747  6.732
S1.BV1                       -0.666 -0.951 -1.278 -0.577 -0.285 -0.373 -0.382
S2.BV2                       -0.631 -0.817 -1.074 -0.884 -0.344 -0.439 -0.443
S3.BV3                       -0.479 -0.930 -1.295 -0.866 -0.416 -0.656 -0.554
reward_Condition_reward2      0.900  0.619  1.114  0.140  0.128  0.700  0.378
reward_Condition_reward3     -0.421  0.130 -0.312 -0.649  0.260 -0.096 -0.361
eco_Condition_eco2            2.442  1.761  1.247  0.195  0.754  0.741  0.330
eco_Condition_eco3           -1.484 -1.269 -1.033  1.201  0.819  1.021 -0.173
rewardEco22                   1.255  1.174  0.320  0.230  0.297  0.309  0.168
rewardEco33                  -1.390 -1.057 -1.380  0.189  0.202 -0.255 -0.445
TR1.reward_Condition_reward2  0.752  0.380  0.169  1.113 -0.250 -0.220 -0.123
TR2.reward_Condition_reward2 -0.425  0.048 -0.112  0.526  0.204 -0.269  0.832
TR3.reward_Condition_reward2  0.639  0.792  1.263  1.084  0.097 -0.258  1.170
TR1.reward_Condition_reward3 -0.783 -1.129 -1.657 -1.718 -0.868 -1.106 -0.379
TR2.reward_Condition_reward3 -0.625 -0.351 -0.362 -0.951 -1.486 -1.754 -1.394
TR3.reward_Condition_reward3 -0.794 -0.917 -0.928 -2.471 -1.759 -1.978 -0.534
TR1.eco_Condition_eco2       -3.270 -1.777 -2.642 -2.361 -1.689 -1.516 -1.733
TR2.eco_Condition_eco2       -1.768 -0.410 -1.161 -1.432 -0.669 -0.751 -0.483
TR3.eco_Condition_eco2       -1.756 -0.616 -0.889 -1.962 -0.957 -1.039 -1.001
TR1.eco_Condition_eco3        3.476  2.918  4.435  2.609  2.052  2.000  1.984
TR2.eco_Condition_eco3        2.473  1.506  2.315  1.769  1.351  1.072  0.669
TR3.eco_Condition_eco3        2.184  1.007  1.348  1.664  1.136  0.768  0.716
                                IM2    IM3     S1     S2     S3    TR1    TR2
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                           0.558                                          
IM3                           0.681  0.653                                   
S1                            0.667  0.755  0.000                            
S2                            0.523  0.671 -0.025  0.000                     
S3                            0.439  0.527  0.028  0.009  0.000              
TR1                           4.992  4.986  3.628  4.909  3.533  0.000       
TR2                           2.907  3.565  3.487  4.775  3.527 -0.028  0.000
TR3                           3.156  3.502  3.796  4.820  3.726 -0.012  0.011
BV1                           6.504  6.322  3.287  2.900  2.999  1.762  0.745
BV2                           6.907  6.032  3.022  2.489  2.600  1.284 -0.344
BV3                           7.332  6.800  3.021  2.793  2.324  1.483 -0.288
S1.BV1                       -1.084 -0.873 -1.395 -1.761 -1.279 -0.609 -0.068
S2.BV2                       -0.611 -0.512 -1.970 -1.700 -1.591  0.026  0.021
S3.BV3                       -0.675 -0.794 -1.788 -1.652 -1.659 -0.180 -0.080
reward_Condition_reward2      0.247  0.425  0.436 -0.724  0.233  0.086 -0.487
reward_Condition_reward3      0.336  0.670 -0.462  0.074  0.264 -0.121  0.015
eco_Condition_eco2            0.313  0.850  1.022 -0.859 -0.405 -1.436 -0.712
eco_Condition_eco3           -1.119 -0.682 -0.640  0.689 -0.170  1.504  0.908
rewardEco22                  -0.515 -0.154  0.880 -0.943  0.046 -1.048 -0.711
rewardEco33                  -1.270 -1.000 -0.593  0.107  0.531  0.926  0.998
TR1.reward_Condition_reward2  0.592  1.332 -0.443  0.495 -0.164 -0.262  0.763
TR2.reward_Condition_reward2 -0.040  0.670 -0.842  0.658  0.172  0.720  1.014
TR3.reward_Condition_reward2 -0.131  1.051 -0.825  0.757  0.057  0.166  1.112
TR1.reward_Condition_reward3 -0.687 -0.205  0.670 -0.295 -0.203  0.414  0.332
TR2.reward_Condition_reward3 -0.075 -0.634  0.804 -0.482 -0.102  0.322  0.497
TR3.reward_Condition_reward3  1.467  0.492  0.888 -0.390 -0.298  0.486  0.155
TR1.eco_Condition_eco2       -2.000 -1.437 -0.365  0.860  0.010  0.668  1.965
TR2.eco_Condition_eco2       -0.248 -0.099 -0.595  0.679  0.030  1.733  1.624
TR3.eco_Condition_eco2       -0.690 -0.624 -0.643  0.677  0.238  1.578  1.425
TR1.eco_Condition_eco3        2.480  1.997 -0.058 -0.208 -0.223 -0.421 -1.639
TR2.eco_Condition_eco3        2.237  1.773  0.258 -0.460 -0.176 -1.657 -1.310
TR3.eco_Condition_eco3        2.394  1.762  0.308 -0.591 -0.148 -1.234 -1.185
                                TR3    BV1    BV2    BV3 S1.BV1 S2.BV2 S3.BV3
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                                                                          
IM3                                                                          
S1                                                                           
S2                                                                           
S3                                                                           
TR1                                                                          
TR2                                                                          
TR3                           0.000                                          
BV1                           0.725  0.000                                   
BV2                          -0.204  0.004  0.000                            
BV3                          -0.138 -0.023  0.001  0.000                     
S1.BV1                        0.194 -0.152 -0.096 -0.233  0.000              
S2.BV2                        0.161  0.167  0.188  0.007 -0.011  0.000       
S3.BV3                        0.181  0.018  0.125  0.116 -0.017  0.036  0.000
reward_Condition_reward2     -0.225 -0.004 -0.256 -0.418 -0.302 -1.287 -0.999
reward_Condition_reward3     -0.595 -0.077 -0.155 -0.210  0.207  0.867 -0.669
eco_Condition_eco2           -1.155  0.389  0.573  0.913 -0.604 -1.089 -0.360
eco_Condition_eco3            1.200  0.621  1.033  0.315  0.944  1.588  1.117
rewardEco22                  -1.042 -0.492  0.208  0.081  0.051 -0.556 -0.211
rewardEco33                  -0.017 -0.749 -0.019 -0.639  0.445  0.701 -0.052
TR1.reward_Condition_reward2  0.171 -0.862 -1.203 -0.843  0.071  0.514  0.206
TR2.reward_Condition_reward2  1.070 -0.879 -1.629 -1.246 -0.421 -0.052 -0.468
TR3.reward_Condition_reward2  0.305 -0.170 -0.848 -0.538 -0.746 -0.336 -0.715
TR1.reward_Condition_reward3  0.454  0.436  0.749 -0.003  0.264 -0.005  1.455
TR2.reward_Condition_reward3  0.152  0.177  0.512 -0.134  0.812  0.421  1.770
TR3.reward_Condition_reward3 -0.195  0.306  1.039  0.736 -0.113  0.074  1.585
TR1.eco_Condition_eco2        1.626 -2.339 -2.842 -2.556  0.521  1.135  0.318
TR2.eco_Condition_eco2        1.341 -0.906 -1.335 -0.906  0.447  0.936  0.362
TR3.eco_Condition_eco2        0.733 -1.137 -1.185 -1.019  0.183  0.843  0.046
TR1.eco_Condition_eco3       -1.226  2.318  2.525  2.297 -1.223 -1.066 -0.763
TR2.eco_Condition_eco3       -1.193  0.868  2.149  1.906 -0.920 -0.741 -0.103
TR3.eco_Condition_eco3       -0.519  0.947  1.832  1.969 -0.445 -0.760  0.249
                             rw_C_2 rw_C_3 ec_C_2 ec_C_3 rwrE22 rwrE33
EEF1                                                                  
EEF2                                                                  
EEF3                                                                  
EEC1                                                                  
EEC2                                                                  
EEC3                                                                  
IM1                                                                   
IM2                                                                   
IM3                                                                   
S1                                                                    
S2                                                                    
S3                                                                    
TR1                                                                   
TR2                                                                   
TR3                                                                   
BV1                                                                   
BV2                                                                   
BV3                                                                   
S1.BV1                                                                
S2.BV2                                                                
S3.BV3                                                                
reward_Condition_reward2      0.000                                   
reward_Condition_reward3      0.000  0.000                            
eco_Condition_eco2            0.000  0.000  0.000                     
eco_Condition_eco3            0.000  0.000  0.000  0.000              
rewardEco22                   0.000  0.000  0.000  0.000  0.000       
rewardEco33                   0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
                             TR1.r_C_2 TR2.r_C_2 TR3.r_C_2 TR1.r_C_3 TR2.r_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2     0.000                                        
TR2.reward_Condition_reward2     0.000     0.000                              
TR3.reward_Condition_reward2     0.000     0.000     0.000                    
TR1.reward_Condition_reward3     0.000     0.000     0.000     0.000          
TR2.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR3.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR3.r_C_3 TR1.c_C_2 TR2.c_C_2 TR3.c_C_2 TR1.c_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2                                                  
TR2.reward_Condition_reward2                                                  
TR3.reward_Condition_reward2                                                  
TR1.reward_Condition_reward3                                                  
TR2.reward_Condition_reward3                                                  
TR3.reward_Condition_reward3     0.000                                        
TR1.eco_Condition_eco2           0.000     0.000                              
TR2.eco_Condition_eco2           0.000     0.000     0.000                    
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000          
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR2.c_C_3 TR3.c_C_3
EEF1                                            
EEF2                                            
EEF3                                            
EEC1                                            
EEC2                                            
EEC3                                            
IM1                                             
IM2                                             
IM3                                             
S1                                              
S2                                              
S3                                              
TR1                                             
TR2                                             
TR3                                             
BV1                                             
BV2                                             
BV3                                             
S1.BV1                                          
S2.BV2                                          
S3.BV3                                          
reward_Condition_reward2                        
reward_Condition_reward3                        
eco_Condition_eco2                              
eco_Condition_eco3                              
rewardEco22                                     
rewardEco33                                     
TR1.reward_Condition_reward2                    
TR2.reward_Condition_reward2                    
TR3.reward_Condition_reward2                    
TR1.reward_Condition_reward3                    
TR2.reward_Condition_reward3                    
TR3.reward_Condition_reward3                    
TR1.eco_Condition_eco2                          
TR2.eco_Condition_eco2                          
TR3.eco_Condition_eco2                          
TR1.eco_Condition_eco3                          
TR2.eco_Condition_eco3           0.000          
TR3.eco_Condition_eco3           0.000     0.000

$summary
                          cov
srmr                    0.144
srmr.se                 0.026
srmr.exactfit.z         2.043
srmr.exactfit.pvalue    0.021
usrmr                   0.110
usrmr.se                0.022
usrmr.ci.lower          0.073
usrmr.ci.upper          0.147
usrmr.closefit.h0.value 0.050
usrmr.closefit.z        2.684
usrmr.closefit.pvalue   0.004

###Simplified model

lavaan 0.6-19 ended normally after 87 iterations

  Estimator                                         ML
  Optimization method                           NLMINB
  Number of model parameters                        70

  Number of observations                           135

Model Test User Model:
                                              Standard      Scaled
  Test Statistic                               791.632     789.585
  Degrees of freedom                               539         539
  P-value (Chi-square)                           0.000       0.000
  Scaling correction factor                                  1.003
    Yuan-Bentler correction (Mplus variant)                       

Model Test Baseline Model:

  Test statistic                              3392.521    3320.180
  Degrees of freedom                               588         588
  P-value                                        0.000       0.000
  Scaling correction factor                                  1.022

User Model versus Baseline Model:

  Comparative Fit Index (CFI)                    0.910       0.908
  Tucker-Lewis Index (TLI)                       0.902       0.900
                                                                  
  Robust Comparative Fit Index (CFI)                         0.910
  Robust Tucker-Lewis Index (TLI)                            0.902

Loglikelihood and Information Criteria:

  Loglikelihood user model (H0)              -4311.172   -4311.172
  Scaling correction factor                                  1.381
      for the MLR correction                                      
  Loglikelihood unrestricted model (H1)      -3915.356   -3915.356
  Scaling correction factor                                  1.046
      for the MLR correction                                      
                                                                  
  Akaike (AIC)                                8762.343    8762.343
  Bayesian (BIC)                              8965.713    8965.713
  Sample-size adjusted Bayesian (SABIC)       8744.278    8744.278

Root Mean Square Error of Approximation:

  RMSEA                                          0.059       0.059
  90 Percent confidence interval - lower         0.050       0.050
  90 Percent confidence interval - upper         0.068       0.067
  P-value H_0: RMSEA <= 0.050                    0.051       0.056
  P-value H_0: RMSEA >= 0.080                    0.000       0.000
                                                                  
  Robust RMSEA                                               0.059
  90 Percent confidence interval - lower                     0.050
  90 Percent confidence interval - upper                     0.067
  P-value H_0: Robust RMSEA <= 0.050                         0.055
  P-value H_0: Robust RMSEA >= 0.080                         0.000

Standardized Root Mean Square Residual:

  SRMR                                           0.144       0.144

Parameter Estimates:

  Standard errors                             Sandwich
  Information bread                           Observed
  Observed information based on                Hessian

Latent Variables:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  EEF =~                                                                
    EEF1              1.000                               1.330    0.931
    EEF2              0.991    0.083   11.932    0.000    1.318    0.924
    EEF3              1.003    0.081   12.317    0.000    1.333    0.889
  EEC =~                                                                
    EEC1              1.000                               1.329    0.858
    EEC2              1.149    0.063   18.191    0.000    1.528    0.933
    EEC3              1.172    0.064   18.186    0.000    1.558    0.949
  IM =~                                                                 
    IM1               1.000                               1.242    0.845
    IM2               0.884    0.074   11.955    0.000    1.098    0.891
    IM3               0.919    0.062   14.910    0.000    1.141    0.934
  S =~                                                                  
    S1                1.000                               1.256    0.862
    S2                1.027    0.082   12.590    0.000    1.289    0.841
    S3                0.981    0.079   12.484    0.000    1.231    0.857
  TR =~                                                                 
    TR1               1.000                               1.306    0.787
    TR2               1.171    0.103   11.325    0.000    1.529    0.919
    TR3               1.118    0.088   12.660    0.000    1.460    0.929
  BV =~                                                                 
    BV1               1.000                               1.569    0.826
    BV2               1.147    0.084   13.673    0.000    1.800    0.979
    BV3               1.062    0.084   12.699    0.000    1.666    0.937
  SxBV =~                                                               
    S1.BV1            1.000                               2.863    0.860
    S2.BV2            1.051    0.107    9.822    0.000    3.009    0.898
    S3.BV3            1.149    0.110   10.403    0.000    3.290    0.928

Regressions:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  S ~                                                                   
    rw_C_2    (a1)   -0.047    0.347   -0.136    0.892   -0.038   -0.018
    rw_C_3    (a2)    0.278    0.368    0.755    0.450    0.221    0.092
    ec_C_2    (a3)   -0.044    0.405   -0.108    0.914   -0.035   -0.016
    ec_C_3    (a4)    0.107    0.330    0.323    0.747    0.085    0.042
    rwrE22    (a5)   -0.362    0.556   -0.652    0.515   -0.288   -0.108
    rwrE33    (a6)    0.142    0.549    0.259    0.796    0.113    0.036
    TR1._C (tr_r1)   -0.100    0.326   -0.307    0.758   -0.080   -0.064
    TR2._C (tr_r2)    0.046    0.270    0.169    0.866    0.036    0.030
    TR3._C (tr_r3)   -0.018    0.350   -0.051    0.959   -0.014   -0.011
    TR1._C (tr_r4)    0.326    0.227    1.437    0.151    0.260    0.184
    TR2._C (tr_r5)   -0.235    0.249   -0.944    0.345   -0.187   -0.134
    TR3._C (tr_r6)    0.044    0.310    0.142    0.887    0.035    0.023
    TR1._C (tr_e1)   -0.165    0.240   -0.688    0.492   -0.131   -0.102
    TR2._C (tr_e2)    0.148    0.290    0.512    0.609    0.118    0.096
    TR3._C (tr_e3)   -0.298    0.346   -0.863    0.388   -0.238   -0.176
    TR1._C (tr_e4)   -0.027    0.302   -0.088    0.930   -0.021   -0.017
    TR2._C (tr_e5)   -0.360    0.296   -1.216    0.224   -0.287   -0.226
    TR3._C (tr_e6)    0.197    0.415    0.474    0.636    0.157    0.119
  IM ~                                                                  
    S         (b1)    0.503    0.091    5.499    0.000    0.508    0.508
    SxBV      (b2)   -0.178    0.033   -5.449    0.000   -0.410   -0.410
  EEF ~                                                                 
    IM        (c1)    0.606    0.113    5.349    0.000    0.566    0.566
    S         (c2)    0.163    0.125    1.297    0.195    0.154    0.154
  EEC ~                                                                 
    IM        (d1)    0.439    0.081    5.423    0.000    0.410    0.410
    S         (d2)    0.381    0.105    3.647    0.000    0.360    0.360

Covariances:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
  TR ~~                                                                 
    BV                0.381    0.219    1.738    0.082    0.186    0.186
    SxBV             -0.710    0.451   -1.575    0.115   -0.190   -0.190
  BV ~~                                                                 
    SxBV             -1.558    0.900   -1.731    0.083   -0.347   -0.347
 .EEF ~~                                                                
   .EEC               0.534    0.138    3.878    0.000    0.540    0.540

Variances:
                   Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
   .EEF1              0.271    0.102    2.662    0.008    0.271    0.133
   .EEF2              0.298    0.108    2.753    0.006    0.298    0.147
   .EEF3              0.471    0.102    4.617    0.000    0.471    0.209
   .EEC1              0.631    0.117    5.383    0.000    0.631    0.263
   .EEC2              0.350    0.079    4.457    0.000    0.350    0.130
   .EEC3              0.267    0.077    3.467    0.001    0.267    0.099
   .IM1               0.615    0.135    4.564    0.000    0.615    0.285
   .IM2               0.314    0.091    3.433    0.001    0.314    0.207
   .IM3               0.192    0.051    3.728    0.000    0.192    0.128
   .S1                0.546    0.110    4.956    0.000    0.546    0.257
   .S2                0.686    0.160    4.276    0.000    0.686    0.292
   .S3                0.550    0.124    4.419    0.000    0.550    0.266
   .TR1               1.045    0.227    4.607    0.000    1.045    0.380
   .TR2               0.428    0.156    2.748    0.006    0.428    0.155
   .TR3               0.338    0.109    3.098    0.002    0.338    0.137
   .BV1               1.144    0.214    5.345    0.000    1.144    0.317
   .BV2               0.142    0.085    1.666    0.096    0.142    0.042
   .BV3               0.389    0.112    3.463    0.001    0.389    0.123
   .S1.BV1            2.887    0.573    5.039    0.000    2.887    0.260
   .S2.BV2            2.170    0.538    4.032    0.000    2.170    0.193
   .S3.BV3            1.757    0.545    3.222    0.001    1.757    0.140
   .EEF               1.003    0.201    4.993    0.000    0.567    0.567
   .EEC               0.974    0.149    6.525    0.000    0.551    0.551
   .IM                0.884    0.175    5.054    0.000    0.574    0.574
   .S                 1.434    0.280    5.130    0.000    0.909    0.909
    TR                1.705    0.301    5.656    0.000    1.000    1.000
    BV                2.463    0.412    5.979    0.000    1.000    1.000
    SxBV              8.198    3.120    2.627    0.009    1.000    1.000

R-Square:
                   Estimate
    EEF1              0.867
    EEF2              0.853
    EEF3              0.791
    EEC1              0.737
    EEC2              0.870
    EEC3              0.901
    IM1               0.715
    IM2               0.793
    IM3               0.872
    S1                0.743
    S2                0.708
    S3                0.734
    TR1               0.620
    TR2               0.845
    TR3               0.863
    BV1               0.683
    BV2               0.958
    BV3               0.877
    S1.BV1            0.740
    S2.BV2            0.807
    S3.BV3            0.860
    EEF               0.433
    EEC               0.449
    IM                0.426
    S                 0.091
  EEF   EEC    IM     S    TR    BV  SxBV 
0.942 0.939 0.921 0.889 0.908 0.936 0.924 
  EEF   EEC    IM     S    TR    BV  SxBV 
0.886 0.893 0.822 0.888 0.911 0.939 0.924 
  EEF   EEC    IM     S    TR    BV  SxBV 
0.793 0.800 0.711 0.727 0.773 0.835 0.805 
$type
[1] "cor.bentler"

$cov
                               EEF1   EEF2   EEF3   EEC1   EEC2   EEC3    IM1
EEF1                          0.052                                          
EEF2                          0.055  0.051                                   
EEF3                          0.044  0.050  0.048                            
EEC1                          0.172  0.122  0.145  0.042                     
EEC2                          0.045  0.001  0.016  0.034  0.049              
EEC3                          0.054  0.017  0.057  0.039  0.057  0.051       
IM1                           0.114  0.119  0.117  0.244  0.175  0.180  0.084
IM2                           0.037  0.081  0.117  0.088  0.053  0.055  0.068
IM3                           0.027  0.054  0.075  0.077  0.030  0.051  0.090
S1                            0.089  0.103  0.080  0.052  0.057  0.046  0.172
S2                            0.004  0.005  0.029  0.041  0.064  0.018  0.189
S3                            0.070  0.105  0.110  0.058  0.058  0.019  0.143
TR1                           0.316  0.340  0.292  0.412  0.417  0.405  0.405
TR2                           0.252  0.215  0.222  0.354  0.327  0.284  0.349
TR3                           0.266  0.258  0.220  0.364  0.395  0.377  0.340
BV1                           0.568  0.528  0.571  0.553  0.449  0.475  0.571
BV2                           0.519  0.498  0.532  0.504  0.431  0.455  0.493
BV3                           0.497  0.480  0.501  0.466  0.406  0.404  0.543
S1.BV1                       -0.104 -0.156 -0.200 -0.082 -0.042 -0.055 -0.064
S2.BV2                       -0.105 -0.139 -0.178 -0.131 -0.051 -0.065 -0.074
S3.BV3                       -0.086 -0.176 -0.227 -0.133 -0.063 -0.099 -0.098
reward_Condition_reward2      0.057  0.041  0.071  0.008  0.008  0.045  0.021
reward_Condition_reward3     -0.025  0.008 -0.019 -0.039  0.016 -0.006 -0.023
eco_Condition_eco2            0.165  0.127  0.083  0.013  0.052  0.053  0.020
eco_Condition_eco3           -0.094 -0.081 -0.066  0.075  0.056  0.073 -0.010
rewardEco22                   0.086  0.084  0.021  0.016  0.021  0.022  0.010
rewardEco33                  -0.085 -0.063 -0.078  0.010  0.013 -0.017 -0.028
TR1.reward_Condition_reward2  0.042  0.025  0.009  0.065 -0.018 -0.016 -0.006
TR2.reward_Condition_reward2 -0.025  0.003 -0.006  0.031  0.014 -0.018  0.043
TR3.reward_Condition_reward2  0.039  0.048  0.067  0.067  0.007 -0.018  0.056
TR1.reward_Condition_reward3 -0.041 -0.068 -0.087 -0.102 -0.053 -0.069 -0.023
TR2.reward_Condition_reward3 -0.042 -0.025 -0.023 -0.055 -0.098 -0.115 -0.086
TR3.reward_Condition_reward3 -0.051 -0.062 -0.057 -0.147 -0.115 -0.134 -0.029
TR1.eco_Condition_eco2       -0.212 -0.128 -0.160 -0.144 -0.122 -0.108 -0.097
TR2.eco_Condition_eco2       -0.117 -0.030 -0.075 -0.084 -0.047 -0.053 -0.027
TR3.eco_Condition_eco2       -0.117 -0.043 -0.056 -0.117 -0.064 -0.070 -0.049
TR1.eco_Condition_eco3        0.200  0.177  0.228  0.148  0.137  0.130  0.109
TR2.eco_Condition_eco3        0.158  0.099  0.136  0.103  0.094  0.076  0.036
TR3.eco_Condition_eco3        0.137  0.063  0.078  0.096  0.076  0.056  0.038
                                IM2    IM3     S1     S2     S3    TR1    TR2
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                           0.093                                          
IM3                           0.107  0.101                                   
S1                            0.093  0.110  0.000                            
S2                            0.079  0.104 -0.004  0.000                     
S3                            0.061  0.075  0.005  0.001  0.000              
TR1                           0.376  0.367  0.348  0.420  0.345  0.000       
TR2                           0.228  0.274  0.323  0.407  0.328 -0.003  0.000
TR3                           0.270  0.301  0.345  0.406  0.332 -0.001  0.001
BV1                           0.528  0.540  0.338  0.280  0.317  0.189  0.093
BV2                           0.534  0.504  0.318  0.252  0.293  0.153 -0.048
BV3                           0.568  0.542  0.338  0.295  0.275  0.173 -0.039
S1.BV1                       -0.182 -0.147 -0.255 -0.271 -0.233 -0.068 -0.010
S2.BV2                       -0.100 -0.085 -0.321 -0.266 -0.276  0.003  0.003
S3.BV3                       -0.114 -0.136 -0.325 -0.265 -0.333 -0.022 -0.012
reward_Condition_reward2      0.016  0.027  0.027 -0.050  0.015  0.007 -0.039
reward_Condition_reward3      0.021  0.040 -0.027  0.004  0.021 -0.010  0.001
eco_Condition_eco2            0.021  0.055  0.071 -0.060 -0.031 -0.113 -0.054
eco_Condition_eco3           -0.073 -0.043 -0.045  0.047 -0.012  0.122  0.076
rewardEco22                  -0.033 -0.010  0.056 -0.067  0.003 -0.087 -0.052
rewardEco33                  -0.090 -0.070 -0.037  0.006  0.044  0.079  0.093
TR1.reward_Condition_reward2  0.035  0.079 -0.036  0.044 -0.014 -0.029  0.077
TR2.reward_Condition_reward2 -0.002  0.037 -0.065  0.057  0.014  0.075  0.110
TR3.reward_Condition_reward2 -0.007  0.058 -0.063  0.065  0.005  0.017  0.110
TR1.reward_Condition_reward3 -0.044 -0.013  0.049 -0.023 -0.017  0.039  0.030
TR2.reward_Condition_reward3 -0.004 -0.033  0.063 -0.040 -0.010  0.030  0.050
TR3.reward_Condition_reward3  0.091  0.028  0.068 -0.031 -0.027  0.042  0.014
TR1.eco_Condition_eco2       -0.128 -0.092 -0.029  0.075  0.001  0.070  0.180
TR2.eco_Condition_eco2       -0.015 -0.006 -0.043  0.056  0.002  0.173  0.160
TR3.eco_Condition_eco2       -0.042 -0.037 -0.046  0.054  0.020  0.158  0.133
TR1.eco_Condition_eco3        0.172  0.125 -0.005 -0.019 -0.021 -0.047 -0.169
TR2.eco_Condition_eco3        0.127  0.098  0.024 -0.043 -0.017 -0.172 -0.150
TR3.eco_Condition_eco3        0.150  0.110  0.027 -0.053 -0.014 -0.127 -0.122
                                TR3    BV1    BV2    BV3 S1.BV1 S2.BV2 S3.BV3
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                                                                          
IM3                                                                          
S1                                                                           
S2                                                                           
S3                                                                           
TR1                                                                          
TR2                                                                          
TR3                           0.000                                          
BV1                           0.096  0.000                                   
BV2                          -0.030  0.001  0.000                            
BV3                          -0.020 -0.005  0.000  0.000                     
S1.BV1                        0.030 -0.035 -0.025 -0.058  0.000              
S2.BV2                        0.025  0.040  0.050  0.002 -0.002  0.000       
S3.BV3                        0.030  0.005  0.035  0.031 -0.004  0.008  0.000
reward_Condition_reward2     -0.018  0.000 -0.020 -0.033 -0.026 -0.115 -0.087
reward_Condition_reward3     -0.048 -0.006 -0.012 -0.016  0.014  0.056 -0.040
eco_Condition_eco2           -0.089  0.032  0.047  0.075 -0.049 -0.096 -0.030
eco_Condition_eco3            0.098  0.049  0.077  0.024  0.079  0.130  0.094
rewardEco22                  -0.083 -0.045  0.019  0.007  0.005 -0.059 -0.020
rewardEco33                  -0.002 -0.066 -0.001 -0.050  0.031  0.042 -0.002
TR1.reward_Condition_reward2  0.018 -0.077 -0.104 -0.075  0.008  0.057  0.024
TR2.reward_Condition_reward2  0.108 -0.078 -0.138 -0.107 -0.043 -0.006 -0.051
TR3.reward_Condition_reward2  0.034 -0.015 -0.071 -0.047 -0.071 -0.032 -0.070
TR1.reward_Condition_reward3  0.040  0.035  0.056  0.000  0.021  0.000  0.107
TR2.reward_Condition_reward3  0.014  0.015  0.039 -0.010  0.063  0.031  0.119
TR3.reward_Condition_reward3 -0.020  0.025  0.080  0.058 -0.008  0.005  0.104
TR1.eco_Condition_eco2        0.159 -0.210 -0.257 -0.228  0.051  0.121  0.033
TR2.eco_Condition_eco2        0.129 -0.080 -0.118 -0.078  0.041  0.095  0.036
TR3.eco_Condition_eco2        0.083 -0.099 -0.104 -0.089  0.016  0.077  0.004
TR1.eco_Condition_eco3       -0.127  0.195  0.207  0.199 -0.130 -0.110 -0.085
TR2.eco_Condition_eco3       -0.124  0.077  0.179  0.162 -0.097 -0.076 -0.011
TR3.eco_Condition_eco3       -0.058  0.081  0.149  0.168 -0.042 -0.069  0.023
                             rw_C_2 rw_C_3 ec_C_2 ec_C_3 rwrE22 rwrE33
EEF1                                                                  
EEF2                                                                  
EEF3                                                                  
EEC1                                                                  
EEC2                                                                  
EEC3                                                                  
IM1                                                                   
IM2                                                                   
IM3                                                                   
S1                                                                    
S2                                                                    
S3                                                                    
TR1                                                                   
TR2                                                                   
TR3                                                                   
BV1                                                                   
BV2                                                                   
BV3                                                                   
S1.BV1                                                                
S2.BV2                                                                
S3.BV3                                                                
reward_Condition_reward2      0.000                                   
reward_Condition_reward3      0.000  0.000                            
eco_Condition_eco2            0.000  0.000  0.000                     
eco_Condition_eco3            0.000  0.000  0.000  0.000              
rewardEco22                   0.000  0.000  0.000  0.000  0.000       
rewardEco33                   0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
                             TR1.r_C_2 TR2.r_C_2 TR3.r_C_2 TR1.r_C_3 TR2.r_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2     0.000                                        
TR2.reward_Condition_reward2     0.000     0.000                              
TR3.reward_Condition_reward2     0.000     0.000     0.000                    
TR1.reward_Condition_reward3     0.000     0.000     0.000     0.000          
TR2.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR3.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR3.r_C_3 TR1.c_C_2 TR2.c_C_2 TR3.c_C_2 TR1.c_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2                                                  
TR2.reward_Condition_reward2                                                  
TR3.reward_Condition_reward2                                                  
TR1.reward_Condition_reward3                                                  
TR2.reward_Condition_reward3                                                  
TR3.reward_Condition_reward3     0.000                                        
TR1.eco_Condition_eco2           0.000     0.000                              
TR2.eco_Condition_eco2           0.000     0.000     0.000                    
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000          
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR2.c_C_3 TR3.c_C_3
EEF1                                            
EEF2                                            
EEF3                                            
EEC1                                            
EEC2                                            
EEC3                                            
IM1                                             
IM2                                             
IM3                                             
S1                                              
S2                                              
S3                                              
TR1                                             
TR2                                             
TR3                                             
BV1                                             
BV2                                             
BV3                                             
S1.BV1                                          
S2.BV2                                          
S3.BV3                                          
reward_Condition_reward2                        
reward_Condition_reward3                        
eco_Condition_eco2                              
eco_Condition_eco3                              
rewardEco22                                     
rewardEco33                                     
TR1.reward_Condition_reward2                    
TR2.reward_Condition_reward2                    
TR3.reward_Condition_reward2                    
TR1.reward_Condition_reward3                    
TR2.reward_Condition_reward3                    
TR3.reward_Condition_reward3                    
TR1.eco_Condition_eco2                          
TR2.eco_Condition_eco2                          
TR3.eco_Condition_eco2                          
TR1.eco_Condition_eco3                          
TR2.eco_Condition_eco3           0.000          
TR3.eco_Condition_eco3           0.000     0.000

$cov.z
                               EEF1   EEF2   EEF3   EEC1   EEC2   EEC3    IM1
EEF1                          0.337                                          
EEF2                          0.399  0.379                                   
EEF3                          0.337  0.397  0.383                            
EEC1                          1.461  1.030  1.304  0.272                     
EEC2                          0.367  0.012  0.150  0.246  0.360              
EEC3                          0.444  0.143  0.512  0.272  0.412  0.349       
IM1                           0.945  1.033  1.089  2.282  1.529  1.633  0.546
IM2                           0.292  0.665  0.977  0.724  0.436  0.466  0.476
IM3                           0.212  0.440  0.622  0.623  0.243  0.442  0.635
S1                            0.621  0.702  0.577  0.398  0.434  0.331  1.361
S2                            0.030  0.032  0.212  0.326  0.499  0.134  1.410
S3                            0.516  0.765  0.864  0.472  0.459  0.141  1.132
TR1                           3.971  4.340  3.888  4.735  4.641  4.480  4.818
TR2                           2.894  2.574  2.821  4.070  3.693  3.190  4.284
TR3                           3.066  3.148  2.870  4.164  4.339  4.022  3.953
BV1                           7.570  7.739  8.266  7.476  5.938  6.165  6.835
BV2                           7.521  7.632  7.914  7.389  6.207  6.620  5.964
BV3                           7.267  6.908  7.121  6.425  5.558  5.747  6.732
S1.BV1                       -0.666 -0.951 -1.278 -0.577 -0.285 -0.373 -0.382
S2.BV2                       -0.631 -0.817 -1.074 -0.884 -0.344 -0.439 -0.443
S3.BV3                       -0.479 -0.930 -1.295 -0.866 -0.416 -0.656 -0.554
reward_Condition_reward2      0.900  0.619  1.114  0.140  0.128  0.700  0.378
reward_Condition_reward3     -0.421  0.130 -0.312 -0.649  0.260 -0.096 -0.361
eco_Condition_eco2            2.442  1.761  1.247  0.195  0.754  0.741  0.330
eco_Condition_eco3           -1.484 -1.269 -1.033  1.201  0.819  1.021 -0.173
rewardEco22                   1.255  1.174  0.320  0.230  0.297  0.309  0.168
rewardEco33                  -1.390 -1.057 -1.380  0.189  0.202 -0.255 -0.445
TR1.reward_Condition_reward2  0.752  0.380  0.169  1.113 -0.250 -0.220 -0.123
TR2.reward_Condition_reward2 -0.425  0.048 -0.112  0.526  0.204 -0.269  0.832
TR3.reward_Condition_reward2  0.639  0.792  1.263  1.084  0.097 -0.258  1.170
TR1.reward_Condition_reward3 -0.783 -1.129 -1.657 -1.718 -0.868 -1.106 -0.379
TR2.reward_Condition_reward3 -0.625 -0.351 -0.362 -0.951 -1.486 -1.754 -1.394
TR3.reward_Condition_reward3 -0.794 -0.917 -0.928 -2.471 -1.759 -1.978 -0.534
TR1.eco_Condition_eco2       -3.270 -1.777 -2.642 -2.361 -1.689 -1.516 -1.733
TR2.eco_Condition_eco2       -1.768 -0.410 -1.161 -1.432 -0.669 -0.751 -0.483
TR3.eco_Condition_eco2       -1.756 -0.616 -0.889 -1.962 -0.957 -1.039 -1.001
TR1.eco_Condition_eco3        3.476  2.918  4.435  2.609  2.052  2.000  1.984
TR2.eco_Condition_eco3        2.473  1.506  2.315  1.769  1.351  1.072  0.669
TR3.eco_Condition_eco3        2.184  1.007  1.348  1.664  1.136  0.768  0.716
                                IM2    IM3     S1     S2     S3    TR1    TR2
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                           0.558                                          
IM3                           0.681  0.653                                   
S1                            0.667  0.755  0.000                            
S2                            0.523  0.671 -0.025  0.000                     
S3                            0.439  0.527  0.028  0.009  0.000              
TR1                           4.992  4.986  3.628  4.909  3.533  0.000       
TR2                           2.907  3.565  3.487  4.775  3.527 -0.028  0.000
TR3                           3.156  3.502  3.796  4.820  3.726 -0.012  0.011
BV1                           6.504  6.322  3.287  2.900  2.999  1.762  0.745
BV2                           6.907  6.032  3.022  2.489  2.600  1.284 -0.344
BV3                           7.332  6.800  3.021  2.793  2.324  1.483 -0.288
S1.BV1                       -1.084 -0.873 -1.395 -1.761 -1.279 -0.609 -0.068
S2.BV2                       -0.611 -0.512 -1.970 -1.700 -1.591  0.026  0.021
S3.BV3                       -0.675 -0.794 -1.788 -1.652 -1.659 -0.180 -0.080
reward_Condition_reward2      0.247  0.425  0.436 -0.724  0.233  0.086 -0.487
reward_Condition_reward3      0.336  0.670 -0.462  0.074  0.264 -0.121  0.015
eco_Condition_eco2            0.313  0.850  1.022 -0.859 -0.405 -1.436 -0.712
eco_Condition_eco3           -1.119 -0.682 -0.640  0.689 -0.170  1.504  0.908
rewardEco22                  -0.515 -0.154  0.880 -0.943  0.046 -1.048 -0.711
rewardEco33                  -1.270 -1.000 -0.593  0.107  0.531  0.926  0.998
TR1.reward_Condition_reward2  0.592  1.332 -0.443  0.495 -0.164 -0.262  0.763
TR2.reward_Condition_reward2 -0.040  0.670 -0.842  0.658  0.172  0.720  1.014
TR3.reward_Condition_reward2 -0.131  1.051 -0.825  0.757  0.057  0.166  1.112
TR1.reward_Condition_reward3 -0.687 -0.205  0.670 -0.295 -0.203  0.414  0.332
TR2.reward_Condition_reward3 -0.075 -0.634  0.804 -0.482 -0.102  0.322  0.497
TR3.reward_Condition_reward3  1.467  0.492  0.888 -0.390 -0.298  0.486  0.155
TR1.eco_Condition_eco2       -2.000 -1.437 -0.365  0.860  0.010  0.668  1.965
TR2.eco_Condition_eco2       -0.248 -0.099 -0.595  0.679  0.030  1.733  1.624
TR3.eco_Condition_eco2       -0.690 -0.624 -0.643  0.677  0.238  1.578  1.425
TR1.eco_Condition_eco3        2.480  1.997 -0.058 -0.208 -0.223 -0.421 -1.639
TR2.eco_Condition_eco3        2.237  1.773  0.258 -0.460 -0.176 -1.657 -1.310
TR3.eco_Condition_eco3        2.394  1.762  0.308 -0.591 -0.148 -1.234 -1.185
                                TR3    BV1    BV2    BV3 S1.BV1 S2.BV2 S3.BV3
EEF1                                                                         
EEF2                                                                         
EEF3                                                                         
EEC1                                                                         
EEC2                                                                         
EEC3                                                                         
IM1                                                                          
IM2                                                                          
IM3                                                                          
S1                                                                           
S2                                                                           
S3                                                                           
TR1                                                                          
TR2                                                                          
TR3                           0.000                                          
BV1                           0.725  0.000                                   
BV2                          -0.204  0.004  0.000                            
BV3                          -0.138 -0.023  0.001  0.000                     
S1.BV1                        0.194 -0.152 -0.096 -0.233  0.000              
S2.BV2                        0.161  0.167  0.188  0.007 -0.011  0.000       
S3.BV3                        0.181  0.018  0.125  0.116 -0.017  0.036  0.000
reward_Condition_reward2     -0.225 -0.004 -0.256 -0.418 -0.302 -1.287 -0.999
reward_Condition_reward3     -0.595 -0.077 -0.155 -0.210  0.207  0.867 -0.669
eco_Condition_eco2           -1.155  0.389  0.573  0.913 -0.604 -1.089 -0.360
eco_Condition_eco3            1.200  0.621  1.033  0.315  0.944  1.588  1.117
rewardEco22                  -1.042 -0.492  0.208  0.081  0.051 -0.556 -0.211
rewardEco33                  -0.017 -0.749 -0.019 -0.639  0.445  0.701 -0.052
TR1.reward_Condition_reward2  0.171 -0.862 -1.203 -0.843  0.071  0.514  0.206
TR2.reward_Condition_reward2  1.070 -0.879 -1.629 -1.246 -0.421 -0.052 -0.468
TR3.reward_Condition_reward2  0.305 -0.170 -0.848 -0.538 -0.746 -0.336 -0.715
TR1.reward_Condition_reward3  0.454  0.436  0.749 -0.003  0.264 -0.005  1.455
TR2.reward_Condition_reward3  0.152  0.177  0.512 -0.134  0.812  0.421  1.770
TR3.reward_Condition_reward3 -0.195  0.306  1.039  0.736 -0.113  0.074  1.585
TR1.eco_Condition_eco2        1.626 -2.339 -2.842 -2.556  0.521  1.135  0.318
TR2.eco_Condition_eco2        1.341 -0.906 -1.335 -0.906  0.447  0.936  0.362
TR3.eco_Condition_eco2        0.733 -1.137 -1.185 -1.019  0.183  0.843  0.046
TR1.eco_Condition_eco3       -1.226  2.318  2.525  2.297 -1.223 -1.066 -0.763
TR2.eco_Condition_eco3       -1.193  0.868  2.149  1.906 -0.920 -0.741 -0.103
TR3.eco_Condition_eco3       -0.519  0.947  1.832  1.969 -0.445 -0.760  0.249
                             rw_C_2 rw_C_3 ec_C_2 ec_C_3 rwrE22 rwrE33
EEF1                                                                  
EEF2                                                                  
EEF3                                                                  
EEC1                                                                  
EEC2                                                                  
EEC3                                                                  
IM1                                                                   
IM2                                                                   
IM3                                                                   
S1                                                                    
S2                                                                    
S3                                                                    
TR1                                                                   
TR2                                                                   
TR3                                                                   
BV1                                                                   
BV2                                                                   
BV3                                                                   
S1.BV1                                                                
S2.BV2                                                                
S3.BV3                                                                
reward_Condition_reward2      0.000                                   
reward_Condition_reward3      0.000  0.000                            
eco_Condition_eco2            0.000  0.000  0.000                     
eco_Condition_eco3            0.000  0.000  0.000  0.000              
rewardEco22                   0.000  0.000  0.000  0.000  0.000       
rewardEco33                   0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward2  0.000  0.000  0.000  0.000  0.000  0.000
TR1.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR2.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR3.reward_Condition_reward3  0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco2        0.000  0.000  0.000  0.000  0.000  0.000
TR1.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR2.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
TR3.eco_Condition_eco3        0.000  0.000  0.000  0.000  0.000  0.000
                             TR1.r_C_2 TR2.r_C_2 TR3.r_C_2 TR1.r_C_3 TR2.r_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2     0.000                                        
TR2.reward_Condition_reward2     0.000     0.000                              
TR3.reward_Condition_reward2     0.000     0.000     0.000                    
TR1.reward_Condition_reward3     0.000     0.000     0.000     0.000          
TR2.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR3.reward_Condition_reward3     0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000     0.000
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR3.r_C_3 TR1.c_C_2 TR2.c_C_2 TR3.c_C_2 TR1.c_C_3
EEF1                                                                          
EEF2                                                                          
EEF3                                                                          
EEC1                                                                          
EEC2                                                                          
EEC3                                                                          
IM1                                                                           
IM2                                                                           
IM3                                                                           
S1                                                                            
S2                                                                            
S3                                                                            
TR1                                                                           
TR2                                                                           
TR3                                                                           
BV1                                                                           
BV2                                                                           
BV3                                                                           
S1.BV1                                                                        
S2.BV2                                                                        
S3.BV3                                                                        
reward_Condition_reward2                                                      
reward_Condition_reward3                                                      
eco_Condition_eco2                                                            
eco_Condition_eco3                                                            
rewardEco22                                                                   
rewardEco33                                                                   
TR1.reward_Condition_reward2                                                  
TR2.reward_Condition_reward2                                                  
TR3.reward_Condition_reward2                                                  
TR1.reward_Condition_reward3                                                  
TR2.reward_Condition_reward3                                                  
TR3.reward_Condition_reward3     0.000                                        
TR1.eco_Condition_eco2           0.000     0.000                              
TR2.eco_Condition_eco2           0.000     0.000     0.000                    
TR3.eco_Condition_eco2           0.000     0.000     0.000     0.000          
TR1.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR2.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
TR3.eco_Condition_eco3           0.000     0.000     0.000     0.000     0.000
                             TR2.c_C_3 TR3.c_C_3
EEF1                                            
EEF2                                            
EEF3                                            
EEC1                                            
EEC2                                            
EEC3                                            
IM1                                             
IM2                                             
IM3                                             
S1                                              
S2                                              
S3                                              
TR1                                             
TR2                                             
TR3                                             
BV1                                             
BV2                                             
BV3                                             
S1.BV1                                          
S2.BV2                                          
S3.BV3                                          
reward_Condition_reward2                        
reward_Condition_reward3                        
eco_Condition_eco2                              
eco_Condition_eco3                              
rewardEco22                                     
rewardEco33                                     
TR1.reward_Condition_reward2                    
TR2.reward_Condition_reward2                    
TR3.reward_Condition_reward2                    
TR1.reward_Condition_reward3                    
TR2.reward_Condition_reward3                    
TR3.reward_Condition_reward3                    
TR1.eco_Condition_eco2                          
TR2.eco_Condition_eco2                          
TR3.eco_Condition_eco2                          
TR1.eco_Condition_eco3                          
TR2.eco_Condition_eco3           0.000          
TR3.eco_Condition_eco3           0.000     0.000

$summary
                          cov
srmr                    0.144
srmr.se                 0.026
srmr.exactfit.z         2.043
srmr.exactfit.pvalue    0.021
usrmr                   0.110
usrmr.se                0.022
usrmr.ci.lower          0.073
usrmr.ci.upper          0.147
usrmr.closefit.h0.value 0.050
usrmr.closefit.z        2.684
usrmr.closefit.pvalue   0.004

Group analysis

EEF

Robost two-way ANOVA


Call: rlm(formula = EEF_composite ~ Condition_reward * Condition_eco, 
    data = data_filtered)
Residuals:
    Min      1Q  Median      3Q     Max 
-4.6293 -0.7313  0.1667  0.7741  1.7613 

Coefficients:
                                 Value   Std. Error t value
(Intercept)                       5.2387  0.3067    17.0792
Condition_reward2                 0.3076  0.4274     0.7198
Condition_reward3                 0.3466  0.5313     0.6525
Condition_eco2                    0.5946  0.4946     1.2022
Condition_eco3                    0.2233  0.3898     0.5727
Condition_reward2:Condition_eco2 -0.6263  0.6314    -0.9920
Condition_reward3:Condition_eco2 -0.2748  0.8049    -0.3414
Condition_reward2:Condition_eco3 -0.1403  0.5969    -0.2350
Condition_reward3:Condition_eco3 -0.3064  0.6637    -0.4617

Residual standard error: 1.167 on 126 degrees of freedom

Checks assumptions


    Shapiro-Wilk normality test

data:  residuals(robust_EEF)
W = 0.89492, p-value = 2.64e-08
Levene's Test for Homogeneity of Variance (center = median)
       Df F value Pr(>F)
group   8  0.2948 0.9666
      126               

Two-way ANOVA using trimmed means

Call:
t2way(formula = EEF_composite ~ Condition_reward * Condition_eco, 
    data = data_filtered, tr = 0.2)

                                value p.value
Condition_reward               0.2787   0.874
Condition_eco                  1.1677   0.573
Condition_reward:Condition_eco 1.3446   0.869

EEC

Two-way ANOVA using trimmed means

Call:
t2way(formula = EEC_composite ~ Condition_reward * Condition_eco, 
    data = data_filtered, tr = 0.2)

                                value p.value
Condition_reward               0.5666   0.760
Condition_eco                  3.1680   0.231
Condition_reward:Condition_eco 1.8645   0.785

IM

Two-way ANOVA using trimmed means

Call:
t2way(formula = IM_composite ~ Condition_reward * Condition_eco, 
    data = data_filtered, tr = 0.2)

                                value p.value
Condition_reward               1.4767   0.498
Condition_eco                  0.3545   0.843
Condition_reward:Condition_eco 2.1726   0.739