Results

Reliability Analysis

Scale Reliability Statistics
 Cronbach's α
scale0.920
[3]

 

Item Reliability Statistics
 Item-rest correlation
1PHWB ᵃ0.761
2PHWB ᵃ0.723
3PHWB ᵃ0.806
4PHWB0.662
5EMWB0.619
6EMWB ᵃ0.510
7EMWB ᵃ0.500
8EMWB ᵃ0.608
9SE0.621
10SE0.634
11SE0.599
12SE0.607
13FAM0.500
14FAM0.676
15FAM ᵃ0.482
16FAM ᵃ0.402
17FRI0.537
18FRI0.539
19FRI0.552
20FRI ᵃ0.239
21EVF0.522
22EVF0.464
23EVF ᵃ0.168
24EVF ᵃ0.330
ᵃ reverse scaled item

 

Correlation Heatmap

Confirmatory Factor Analysis

Factor Loadings
FactorIndicatorEstimateSEZp
PWB1PHWB1.2330.076816.04< .001
 2PHWB1.1680.076015.38< .001
 3PHWB1.1960.076815.57< .001
 4PHWB-0.8410.0661-12.72< .001
EWB5EMWB0.8240.08269.99< .001
 6EMWB-0.5500.0866-6.35< .001
 7EMWB-0.4830.0788-6.13< .001
 8EMWB-0.6430.0861-7.47< .001
SE9SE0.6620.06729.85< .001
 10SE0.6970.067010.41< .001
 11SE0.6760.06809.95< .001
 12SE0.6570.06769.72< .001
FAM13FAM0.5520.06947.96< .001
 14FAM0.8810.078611.22< .001
 15FAM-0.7210.0972-7.42< .001
 16FAM-0.5910.1029-5.74< .001
FRI17FRI0.5620.07387.61< .001
 18FRI0.5540.06768.20< .001
 19FRI0.5780.07178.07< .001
 20FRI-0.2480.0804-3.090.002
EVF21EVF0.5030.07816.44< .001
 22EVF0.4790.07926.05< .001
 23EVF-0.1140.0707-1.620.106
 24EVF-0.3080.0685-4.50< .001
[4]

 

Factor Estimates

Factor Covariances
  EstimateSEZp
PWBPWB1.000   
 EWB-0.9080.0696-13.03< .001
 SE-0.9190.0288-31.92< .001
 FAM-0.7690.0522-14.73< .001
 FRI-0.8870.0553-16.04< .001
 EVF-0.8890.0966-9.20< .001
EWBEWB1.000   
 SE0.9010.065613.74< .001
 FAM0.8660.074111.69< .001
 FRI0.9460.086110.99< .001
 EVF1.0190.12158.39< .001
SESE1.000   
 FAM0.8630.052316.50< .001
 FRI0.9930.061616.14< .001
 EVF1.0970.106010.34< .001
FAMFAM1.000   
 FRI0.9050.072312.53< .001
 EVF1.0080.10939.23< .001
FRIFRI1.000   
 EVF1.1940.12849.30< .001
EVFEVF1.000   
ᵃ fixed parameter

 

Residual Estimates

Residual Covariances
  EstimateSEZp
1PHWB1PHWB0.366200.06395.7273< .001
 2PHWB0.178440.05253.3967< .001
 4PHWB0.083370.03852.16500.030
 6EMWB-0.065880.0408-1.61390.107
 7EMWB-0.144990.0561-2.58580.010
 15FAM-0.046250.0742-0.62300.533
2PHWB2PHWB0.419450.05727.3296< .001
 5EMWB-0.089880.0389-2.31140.021
 7EMWB-0.099730.0518-1.92680.054
 8EMWB-0.028530.0367-0.77720.437
 10SE0.046560.03271.42390.154
 15FAM-0.166940.0743-2.24680.025
 16FAM-0.069470.0555-1.25140.211
 20FRI-0.082200.0427-1.92570.054
3PHWB3PHWB0.405100.06146.6015< .001
 4PHWB0.167810.04603.6457< .001
 5EMWB0.054710.04811.13780.255
 7EMWB-0.040450.0589-0.68710.492
 8EMWB0.046320.04720.98210.326
 12SE-0.081130.0432-1.87990.060
 13FAM0.040390.04330.93200.351
 15FAM0.094330.07301.29190.196
 16FAM0.262700.06893.8149< .001
 20FRI0.157160.05512.85180.004
4PHWB4PHWB0.431420.05717.5601< .001
 5EMWB0.107520.05152.08790.037
 10SE0.004040.04410.09150.927
 15FAM0.179510.06582.72730.006
 16FAM0.040000.06970.57390.566
 17FRI0.057670.04301.33980.180
5EMWB5EMWB0.542690.09605.6532< .001
 6EMWB0.172300.06552.63180.008
 8EMWB0.103870.07581.37020.171
 13FAM0.058350.04721.23610.216
 16FAM0.285430.08073.5384< .001
 20FRI0.183860.05903.11820.002
6EMWB6EMWB0.841240.10687.8751< .001
 7EMWB0.180630.07712.34270.019
 8EMWB0.108170.07811.38440.166
 9SE-0.090080.0528-1.70700.088
 15FAM-0.282040.0807-3.4961< .001
 16FAM0.275810.08703.17040.002
7EMWB7EMWB0.787920.08249.5596< .001
 8EMWB0.082680.06961.18720.235
 9SE-0.105550.0505-2.09110.037
 10SE0.089850.04901.83470.067
 11SE-0.138820.0484-2.86990.004
 15FAM0.186200.07952.34300.019
 16FAM0.123330.08481.45500.146
 20FRI0.230280.06353.6253< .001
8EMWB8EMWB0.686690.09846.9771< .001
 9SE-0.106930.0517-2.06740.039
 12SE-0.103150.0502-2.05370.040
 14FAM0.072790.05631.29210.196
9SE9SE0.625250.06719.3182< .001
 19FRI0.084110.04871.72600.084
10SE10SE0.574360.06458.9063< .001
 12SE-0.090700.0470-1.93020.054
11SE11SE0.634700.06879.2440< .001
12SE12SE0.622320.06739.2500< .001
 18FRI0.067050.04621.45170.147
13FAM13FAM0.679060.07429.1479< .001
 20FRI0.125780.06202.02890.042
14FAM14FAM0.567490.08766.4756< .001
15FAM15FAM1.322160.14559.0858< .001
 18FRI0.035400.06150.57550.565
 20FRI0.399560.09214.3379< .001
16FAM16FAM1.482450.15969.2886< .001
 18FRI0.129710.06591.96810.049
 20FRI0.317030.09053.5043< .001
17FRI17FRI0.690980.07928.7255< .001
 18FRI0.046080.05650.81520.415
18FRI18FRI0.623880.06909.0455< .001
19FRI19FRI0.659410.07578.7130< .001
20FRI20FRI1.168640.110110.6186< .001
21EVF21EVF0.675380.08168.2725< .001
22EVF22EVF0.791070.08838.9589< .001
23EVF23EVF0.842870.083310.1156< .001
24EVF24EVF0.980690.096010.2103< .001

 

Model Fit

Test for Exact Fit
χ²dfp
321182< .001

 

Fit Measures
RMSEA 90% CI
CFITLISRMRRMSEALowerUpper
0.9400.9090.05820.06080.04970.0717

 

Post-Hoc Model Performance

Modification Indices

Factor Loadings – Modification Indices
 PWBEWBSEFAMFRIEVF
1PHWB 0.24541.20840.16290.1781.0035
2PHWB 2.33370.65413.06781.4342.2674
3PHWB 0.19022.81871.22610.1010.1339
4PHWB 2.83202.66040.53850.6060.0286
5EMWB18.74274 2.512826.475414.9220.9039
6EMWB6.87134 0.01334.66541.0081.5189
7EMWB2.21845 1.32683.10405.7150.0227
8EMWB3.47761 0.62525.63232.9971.3535
9SE1.630361.3909 0.70400.1770.2431
10SE1.893460.2518 2.11511.7080.5826
11SE2.384260.1068 1.91260.5920.0672
12SE2.025461.3352 0.15080.1390.9756
13FAM4.272243.18996.2149 6.2733.2164
14FAM3.113855.75082.7805 6.0270.8074
15FAM0.265700.25172.1649 2.3004.9346
16FAM0.013080.05981.5787 1.6320.7865
17FRI0.002440.96560.10041.3109 0.9786
18FRI0.088150.01400.01950.1097 0.2117
19FRI0.094568.97e-40.96940.0170 0.2684
20FRI1.306451.18823.31080.0288 0.0525
21EVF1.97e-41.22452.74653.09463.745 
22EVF0.028330.94751.46891.62902.277 
23EVF0.033550.21770.32671.63440.542 
24EVF1.070891.40320.94570.96781.187 

 

Residual Covariances – Modification Indices
 1PHWB2PHWB3PHWB4PHWB5EMWB6EMWB7EMWB8EMWB9SE10SE11SE12SE13FAM14FAM15FAM16FAM17FRI18FRI19FRI20FRI21EVF22EVF23EVF24EVF
1PHWB  0.219 30.6  0.6820.37410.03440.085980.39850.8220.3832 0.3881.28421.368170.439640.019911.21021.059231.157610.54917
2PHWB  0.9730.262 1.210  0.2056 1.491650.66660.8722.5789  1.41511.173720.56724 0.45790.091240.092200.40165
3PHWB     0.932  0.01174.34450.26450  2.6719  0.20270.013820.09111 3.10911.482020.635924.31733
4PHWB     0.3134.7232.6310.7888 0.006061.47680.6750.4092   0.411630.386440.794540.56290.172403.010100.04943
5EMWB      0.378 1.66350.20601.217330.4168 7.34560.00705 0.17610.158832.61112 0.59450.275502.451811.69902
6EMWB         4.55e-50.422794.79e-40.1320.6521  0.18400.002491.459440.254191.33852.219340.111620.00135
7EMWB           1.67470.7510.4081  1.85530.677630.11844 0.10314.35e-40.163184.62897
8EMWB         2.19200.33963 0.920 1.839323.3260.35160.545590.003110.491430.81840.726722.703591.31191
9SE         0.15370.358460.76690.4431.84860.167901.5840.39100.86688 0.122056.11859.49e-42.543030.28704
10SE          0.07651 3.5081.20680.890392.3010.60060.144400.248880.230281.01670.428980.020070.00830
11SE           0.01000.1720.02800.517730.3410.12182.211971.566771.430370.66161.062211.957350.17716
12SE            0.4430.99380.167481.3725.1997 0.180810.005861.74520.038070.477610.41206
13FAM             0.48673.344360.6650.17370.224930.70712 1.78010.003213.255477.19953
14FAM              3.51e-50.2080.03051.44e-52.693660.372261.260010.277941.656540.03375
15FAM               33.3060.4669 1.39378 4.41128.214310.166395.69526
16FAM                1.5274 2.48314 1.866910.775860.006797.82175
17FRI                  3.222870.797270.02314.975480.043031.04524
18FRI                  1.250230.014611.05160.106621.382112.01418
19FRI                   0.455381.76130.702010.282663.25820
20FRI                    2.87875.258990.024470.69873
21EVF                     1.612740.302394.72582
22EVF                      0.390098.58499
23EVF                       13.67810
24EVF                        

 

Path Diagram

[5]

References

[1] The jamovi project (2022). jamovi. (Version 2.3) [Computer Software]. Retrieved from https://www.jamovi.org.

[2] R Core Team (2021). R: A Language and environment for statistical computing. (Version 4.1) [Computer software]. Retrieved from https://cran.r-project.org. (R packages retrieved from MRAN snapshot 2022-01-01).

[3] Revelle, W. (2019). psych: Procedures for Psychological, Psychometric, and Personality Research. [R package]. Retrieved from https://cran.r-project.org/package=psych.

[4] Rosseel, Y., et al. (2018). lavaan: Latent Variable Analysis. [R package]. Retrieved from https://cran.r-project.org/package=lavaan.

[5] Epskamp, S. (2017). semPlot: Path Diagrams and Visual Analysis of Various SEM Packages' Output. [R package]. Retrieved from https://cran.r-project.org/package=semPlot.