| Literature DB >> 35629104 |
Amira Mohammed Ali1, Rasmieh Al-Amer2,3, Hiroshi Kunugi4,5, Elena Stănculescu6, Samah M Taha7, Mohammad Yousef Saleh8, Abdulmajeed A Alkhamees9, Amin Omar Hendawy10.
Abstract
The Coronavirus Disease-19 (COVID-19) pandemic has provoked the development of negative emotions in almost all societies since it first broke out in late 2019. The Impact of Event Scale-Revised (IES-R) is widely used to capture emotions, thoughts, and behaviors evoked by traumatic events, including COVID-19 as a collective and persistent traumatic event. However, there is less agreement on the structure of the IES-R, signifying a need for further investigation. This study aimed to evaluate the psychometric properties of the Arabic version of the IES-R among individuals in Saudi quarantine settings, psychiatric patients, and the general public during the COVID-19 outbreak. Exploratory factor analysis revealed that the items of the IES-R present five factors with eigenvalues > 1. Examination of several competing models through confirmatory factor analysis resulted in a best fit for a six-factor structure, which comprises avoidance, intrusion, numbing, hyperarousal, sleep problems, and irritability/dysphoria. Multigroup analysis supported the configural, metric, and scalar invariance of this model across groups of gender, age, and marital status. The IES-R significantly correlated with the Depression Anxiety Stress Scale-8, perceived health status, and perceived vulnerability to COVID-19, denoting good criterion validity. HTMT ratios of all the subscales were below 0.85, denoting good discriminant validity. The values of coefficient alpha in the three samples ranged between 0.90 and 0.93. In path analysis, correlated intrusion and hyperarousal had direct positive effects on avoidance, numbing, sleep, and irritability. Numbing and irritability mediated the indirect effects of intrusion and hyperarousal on sleep and avoidance. This result signifies that cognitive activation is the main factor driving the dynamics underlying the behavioral, emotional, and sleep symptoms of collective COVID-19 trauma. The findings support the robust validity of the Arabic IES-R, indicating it as a sound measure that can be applied to a wide range of traumatic experiences.Entities:
Keywords: Arabic/Saudi Arabia; COVID-19; Coronavirus Disease-19; concurrent validity; confirmatory factor analysis; convergent validity; differential item functioning; discriminant validity/known-group validity; gender differences; healthy individuals; measurement invariance; post-traumatic stress disorder; psychiatric patients; psychometric evaluation; quarantine; the Impact of Event Scale-Revised (IES-R); the general public
Year: 2022 PMID: 35629104 PMCID: PMC9144426 DOI: 10.3390/jpm12050681
Source DB: PubMed Journal: J Pers Med ISSN: 2075-4426
Sociodemographic characteristics of included participants.
| Quarantine Sample (N = 214) | Sample 1 (N = 168) | Sample 2 (N = 992) | |
|---|---|---|---|
| Gender | |||
| Females | 86 (40.2) | 119 (70.8) | 622 (62.7) |
| Males | 128 (59.8) | 49 (29.2) | 370 (37.3) |
| Age (years) | |||
| 18–30 | 120 (56.1) | 87 (51.8) | 448 (45.2) |
| >31 | 94 (43.9) | 81 (48.2) | 544 (54.8) |
| Marital status | |||
| Married | 106 (49.5) | 77 (45.8) | 553 (55.7) |
| Single/widowed/divorced | 108 (50.5) | 91 (54.2) | 439 (44.3) |
| Education | |||
| School degree | 65 (30.4) | 51 (30.4) | 263 (26.5) |
| University degree | 88 (41.1) | 105 (62.5) | 605 (61.0) |
| Post-graduate degree | 61 (28.5) | 12 (7.1) | 124 (12.5) |
| DASS-8 MD (IQR) | 2.0 (0.0–7.0) | 9 (2.0–17.0) | 2 (0.0–7.0) |
| Depression MD (IQR) | 1.0 (0.0–3.0) | 4.0 (1.0–7.0) | 1.0 (0.0–3.0) |
| Anxiety MD (IQR) | 0 (0.0–2.0) | 3.0 (0.0–6.0) | 0 (0.0–2.0) |
| Stress MD (IQR) | 0 (0.0–2.0) | 2.0 (0.0–4.0) | 0 (0.0–2.0) |
MD: median; IQR: interquartile range; DASS-8: Depression Anxiety Stress Scale-8.
Exploratory factor analysis of the Arabic version of the Impact of Event Scale-Revised (IES-R) in the quarantine sample.
| Items | Extracted Factors | |||||
|---|---|---|---|---|---|---|
| Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | ||
| 1 | Any reminder brought back feelings about it |
| −0.009 |
| −0.044 | 0.187 |
| 2 | I had trouble staying asleep |
| 0.111 |
| 0.132 | 0.134 |
| 3 | Other things kept making me think about it |
| 0.154 | 0.290 | −0.030 | 0.125 |
| 4 | I felt irritable and angry |
|
| 0.222 | 0.175 | −0.030 |
| 5 | I avoided letting myself get upset when I thought about it or was reminded of it | 0.259 | 0.298 | 0.176 |
|
|
| 6 | I thought about it when I did not mean |
| 0.193 | 0.046 | 0.298 | 0.039 |
| 7 | I felt as if it hadn′t happened or wasn′t real | 0.029 | 0.082 | 0.082 |
| 0.044 |
| 8 | I stayed away from reminders of it | 0.055 | −0.016 | 0.102 | 0.086 |
|
| 9 | Pictures about it popped into my mind |
| 0.206 | 0.111 | 0.203 | 0.151 |
| 10 | I was jumpy and easily startled | 0.259 |
| 0.202 | 0.079 | 0.062 |
| 11 | I tried not to think about it | 0.031 | 0.025 | 0.077 |
|
|
| 12 | I was aware that I still had a lot of feelings | 0.156 | 0.059 | 0.128 |
| 0.206 |
| 13 | My feelings about it were kind of numb | 0.073 | 0.057 | 0.128 |
| 0.050 |
| 14 | I found myself acting or feeling like I was back at that time |
| 0.238 | 0.184 |
| 0.115 |
| 15 | I had trouble falling asleep | 0.249 | 0.163 |
| 0.269 | 0.081 |
| 16 | I had waves of strong feelings about it |
| 0.260 | 0.275 | 0.284 | 0.086 |
| 17 | I tried to remove it from my memory | 0.297 | 0.062 | −0.107 |
| 0.344 |
| 18 | I had trouble concentrating |
| 0.258 |
| 0.136 | 0.063 |
| 19 | Reminders of it caused me to have physical reactions |
| 0.158 |
| 0.140 | 0.109 |
| 20 | I had dreams about it |
| 0.254 | 0.050 | 0.175 | -0.020 |
| 21 | I felt watchful and on-guard | 0.227 |
| 0.045 |
| 0.259 |
| 22 | I tried not to talk about it | 0.268 | 0.083 | 0.106 | 0.266 |
|
| Kaiser–Meyer–Olkin test | 0.870 | |||||
| Bartlett′s Test of Sphericity | 2219.657 | |||||
| Df | 231 | |||||
| P | <0.001 | |||||
Values in boldface represent significant loadings (>0.3). Based on the highest loadings of items with cross-loadings, items were located for the following factors: factor 1, intrusion: items 1, 3, 6, 9, 14, 16, 19, 20; factor 2, hyperarousal/dysphoria: items 4, 10, 21; factor 3, difficulty sleeping/concentrating: items 2, 15, 18; factor 4, numbing: items 7, 12, 13, 17; factor 5, avoidance: items 5, 8, 11, 22.
Goodness-of-fit indices for models of the Arabic version of the Impact of Event Scale-Revised (IES-R) tested by confirmatory factor analysis in psychiatric patients and healthy adults.
| Models | Sample | χ2 |
| CFI | TLI | RMSEA | RMSEA 90% CI | SRMR |
|---|---|---|---|---|---|---|---|---|
| Model 1 | Sample 1 | 464.786 | 205 | 0.844 | 0.824 | 0.087 | 0.077 to 0.098 | 0.0714 |
| Sample 2 | 1540.825 | 205 | 0.853 | 0.835 | 0.081 | 0.077 to 0.085 | 0.0654 | |
| Model 2 | Sample 1 | 409.388 | 203 | 0.876 | 0.859 | 0.078 | 0.067 to 0.089 | 0.0679 |
| Sample 2 | 1005.304 | 202 | 0.912 | 0.899 | 0.063 | 0.059 to 0.067 | 0.0596 | |
| Model 3 | Sample 1 | 404.426 | 202 | 0.879 | 0.861 | 0.077 | 0.066 to 0.088 | 0.0679 |
| Sample 2 | 1069.021 | 202 | 0.905 | 0.891 | 0.066 | 0.062 to 0.070 | 0.0610 | |
| Model 4 | Sample 1 | 393.751 | 197 | 0.882 | 0.862 | 0.077 | 0.066 to 0.088 | 0.0744 |
| Sample 2 | 1241.587 | 197 | 0.885 | 0.866 | 0.073 | 0.069 to 0.077 | 0.0751 | |
| Model 5 | Sample 1 | 382.891 | 198 | 0.889 | 0.871 | 0.075 | 0.063 to 0.086 | 0.0613 |
| Sample 2 | 977.984 | 198 | 0.914 | 0.900 | 0.063 | 0.059 to 0.067 | 0.0497 | |
| Model 6 | Sample 1 | 300.239 | 176 | 0.925 | 0.902 | 0.065 | 0.052 to 0.077 | -- |
| Sample 2 | 921.433 | 197 | 0.921 | 0.907 | 0.061 | 0.057 to 0.065 | 0.0528 | |
| Model 7 | Sample 1 | 341.248 | 191 | 0.910 | 0.891 | 0.069 | 0.057 to 0.080 | 0.0616 |
| Sample 2 | 930.628 | 189 | 0.919 | 0.901 | 0.063 | 0.059 to 0.067 | 0.0573 | |
| Model 8 | Sample 1 | 336.493 | 190 | 0.912 | 0.893 | 0.068 | 0.056 to 0.080 | 0.0765 |
| Sample 2 | 895.795 | 190 | 0.923 | 0.906 | 0.061 | 0.057 to 0.065 | 0.0601 | |
| Model 9 | Sample 1 | 336.394 | 200 | 0.899 | 0.883 | 0.071 | 0.060 to 0.082 | 0.0656 |
| Sample 2 | 1063.776 | 198 | 0.905 | 0.889 | 0.066 | 0.63 to 0.070 | 0.0641 |
χ2: chi-square; df: degrees of freedom; CFI: Comparative Fit Index; TLI: Tucker–Lewis index; RMSEA: root mean square error of approximation; CI: confidence interval; SRMR: standardized root mean residual; F: factor; --: SRMR was not produced indicating inadequate convergence of that model.
Figure 1Six-factor structure of the Arabic version of the Impact of Event Scale-Revised (IES-R) among psychiatric patients (a) and the general public (b). All items had moderate to strong loadings (>0.3) on the corresponding factors as indicated by values on the arrows connecting the factors to the items of the IES-R. The values on the arrows associating the factors of the IES-R reflect considerable inter-factor correlations. The fit of this model was improved by correlating the error term of item 5 with other items in both samples as well as the error terms of items 16 and 19 in the psychiatric patient sample.
Invariance of the six-factor structure (Model 7) of the Arabic version of the Impact of Event Scale-Revised (IES-R) across groups of gender, age, and marital status among psychiatric patients.
| Groups | Invariance Levels | χ2 | df |
| Δχ2 | Δdf | CFI | ΔCFI | TLI | ΔTLI | RMSEA | ΔRMSEA | SRMR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gender | Configural | 699.662 | 382 | 0.001 | 0.831 | 0.795 | 0.071 | 0.0664 | ||||||
| Metric | 712.608 | 398 | 0.001 | 12.947 | 16 | 0.067 | 0.832 | −0.001 | 0.806 | −0.011 | 0.069 | 0.002 | 0.09701 | |
| Scalar | 754.623 | 419 | 0.001 | 42.014 | 21 | 0.004 | 0.821 | 0.011 | 0.803 | 0.003 | 0.069 | 0.000 | 0.0762 | |
| Strict | 809.332 | 444 | 0.001 | 54.709 | 25 | 0.001 | 0.805 | 0.016 | 0.798 | 0.005 | 0.070 | −0.001 | 0.0786 | |
| Age | Configural | 668.211 | 382 | 0.001 | 0.850 | 0.819 | 0.067 | 0.0867 | ||||||
| Metric | 679.811 | 398 | 0.001 | 11.600 | 16 | 0.771 | 0.853 | −0.003 | 0.829 | −0.010 | 0.065 | 0.001 | 0.0900 | |
| Scalar | 720.006 | 419 | 0.001 | 40.195 | 21 | 0.007 | 0.843 | 0.010 | 0.826 | 0.003 | 0.066 | −0.001 | 0.1018 | |
| Strict | 837.384 | 444 | 0.001 | 117.378 | 25 | 0.001 | 0.794 |
| 0.786 |
| 0.073 | −0.007 | 0.1134 | |
| Marital status | Configural | 660.584 | 382 | 0.001 | 0.850 | 0.819 | 0.066 | 0.0847 | ||||||
| Metric | 669.533 | 398 | 0.001 | 8.949 | 16 | 0.915 | 0.854 | −0.004 | 0.831 | −0.012 | 0.064 | 0.002 | 0.0836 | |
| Scalar | 723.437 | 419 | 0.001 | 53.903 | 21 | 0.001 | 0.837 | 0.017 | 0.820 | 0.011 | 0.066 | −0.002 | 0.0878 | |
| Strict | 798.490 | 444 | 0.001 | 75.054 | 25 | 0.001 | 0.810 |
| 0.802 | 0.018 | 0.069 | −0.003 | 0.0905 |
χ 2: chi-square; df: degrees of freedom; CFI: Comparative Fit Index; TLI: Tucker–Lewis index; RMSEA: root mean square error of approximation; CI: confidence interval; SRMR: standardized root mean residual; F: factor. Values in boldface indicate tendency toward non-variance.
Invariance of the six-factor structure (Model 7) of the Arabic version of the the Impact of Event Scale-Revised (IES-R) across groups of gender, age, and marital status among healthy participants.
| Groups | Invariance Levels | χ2 | df |
| Δχ2 | Δdf | CFI | ΔCFI | TLI | ΔTLI | RMSEA | ΔRMSEA | SRMR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gender | Configural | 1326.694 | 378 | 0.001 | 0.898 | 0.875 | 0.050 | 0.0585 | ||||||
| Metric | 1346.384 | 394 | 0.001 | 19.690 | 16 | 0.235 | 0.897 | 0.001 | 0.880 | −0.005 | 0.049 | 0.001 | 0.0604 | |
| Scalar | 1399.286 | 415 | 0.001 | 52.902 | 21 | 0.001 | 0.894 | 0.003 | 0.882 | −0.002 | 0.049 | 0.000 | 0.0613 | |
| Strict | 1649.733 | 442 | 0.001 | 250.447 | 27 | 0.001 | 0.870 |
| 0.864 | 0.018 | 0.053 | −0.004 | 0.0613 | |
| Age | Configural | 1217.433 | 378 | 0.001 | 0.909 | 0.889 | 0.047 | 0.0561 | ||||||
| Metric | 1250.212 | 394 | 0.001 | 32.779 | 16 | 0.008 | 0.907 | 0.002 | 0.891 | −0.002 | 0.047 | 0.000 | 0.0570 | |
| Scalar | 1324.160 | 415 | 0.001 | 73.948 | 21 | 0.001 | 0.902 | 0.005 | 0.891 | 0.000 | 0.047 | 0.000 | 0.0649 | |
| Strict | 1637.925 | 442 | 0.001 | 313.764 | 27 | 0.001 | 0.871 |
| 0.865 |
| 0.052 | −0.005 | 0.0593 | |
| Marital status | Configural | 1242.976 | 378 | 0.001 | 0.906 | 0.885 | 0.048 | 0.0616 | ||||||
| Metric | 1287.703 | 394 | 0.001 | 44.727 | 16 | 0.001 | 0.903 | 0.003 | 0.886 | −0.001 | 0.048 | 0.000 | 0.0602 | |
| Scalar | 1354.779 | 415 | 0.001 | 67.076 | 21 | 0.001 | 0.898 | 0.005 | 0.887 | −0.001 | 0.048 | 0.000 | 0.0678 | |
| Strict | 1687.597 | 442 | 0.001 | 332.818 | 27 | 0.001 | 0.865 |
| 0.859 |
| 0.053 | −0.005 | 0.0606 |
χ 2: chi-square; df: degrees of freedom; CFI: Comparative Fit Index; TLI: Tucker–Lewis index; RMSEA: root mean square error of approximation; CI: confidence interval; SRMR: standardized root mean residual; F: factor. Values in boldface indicate tendency toward non-variance.
Internal consistency, normality, and criterion validity of the Arabic version of the Impact of Event Scale-Revised (IES-R) and the factors it comprises.
| Models | Samples | IES-R | Avoidance | Intrusion | Numbing | Hyperarousal | Sleep Problems | Irritability |
|---|---|---|---|---|---|---|---|---|
| Coefficient alpha | Quarantine | 0.901 | 0.778 | 0.771 | 0.593 | 0.729 | 0.783 | 0.927 |
| Sample 1 | 0.932 | 0.817 | 0.808 | 0.665 | 0.768 | 0.773 | 0.892 | |
| Sample 2 | 0.915 | 0.815 | 0.737 | 0.681 | 0.737 | 0.767 | 0.872 | |
| Alpha if item deleted | Quarantine | 0.892–0.902 | 0.718–0.762 | 0.681–0.776 | 0.484–0.565 | 0.577–0.779 | -- | -- |
| Sample 1 | 0.917–0.923 | 0.764–0.793 | 0.737–0823 | 0.577–0.633 | 0.661–0.784 | -- | -- | |
| Sample 2 | 0.909–0.915 | 0.738–0.829 | 0.645–0.750 | 0.569–0.695 | 0.633–0723 | -- | -- | |
| Item-total correlations | Quarantine | 0.251–0.753 | 0.496–0.606 | 0.495–0.668 | 0.315–0.421 | 0.353–0.691 | 0.641 | 0.865 |
| Sample 1 | 0.359–0.722 | 0.568–0.667 | 0.389–0.700 | 0.391–0.477 | 0.439–0.670 | 0.636 | 0.805 | |
| Sample 2 | 0.316–0.655 | 0.432–0.650 | 0.306–0607 | 0.323–0.531 | 0.471–0612 | 0.630 | 0.773 | |
| Correlation with the IES-R | Quarantine | -- | 0.755 ** | 0.770 ** | 0.738 ** | 0.854 ** | 0.729 ** | 0.668 ** |
| Sample 1 | -- | 0.841 ** | 0.844 ** | 0.679 ** | 0.867 ** | 0.707 ** | 0.727 ** | |
| Sample 2 | -- | 0.843 ** | 0.842 ** | 0.802 ** | 0.806 ** | 0.653 ** | 0.677 ** | |
| Shapiro–Wilk W test | Quarantine | 0.971 | 0.968 | 0.906 | 0.926 | 0.892 | 0.852 | 0.753 |
| Sample 1 | 0.972 | 0.964 | 0.933 | 0.932 | 0.927 | 0.894 | 0.892 | |
| Sample 2 | 0.95 | 0.936 | 0.899 | 0.907 | 0.856 | 0.752 | 0.793 | |
| Correlation with DASS-8 | Quarantine | 0.605 ** | 0.264 ** | 0.506 ** | 0.342 ** | 0.652 ** | 0.641 ** | 0.559 ** |
| Sample 1 | 0.716 ** | 0.457 ** | 0.569 ** | 0.388 ** | 0.704 ** | 0.638 ** | 0.698 ** | |
| Sample 2 | 0.623 ** | 0.408 ** | 0.523 ** | 0.417 ** | 0.614 ** | 0.508 ** | 0.647 ** | |
| Depression | Quarantine | 0.496 ** | 0.176 ** | 0.419 ** | 0.240 ** | 0.559 ** | 0.566 ** | 0.515 ** |
| Sample 1 | 0.637 ** | 0.433 ** | 0.494 ** | 0.341 ** | 0.634 ** | 0.563 ** | 0.584 ** | |
| Sample 2 | 0.555 ** | 0.359 ** | 0.469 ** | 0.380 ** | 0.547 ** | 0.452 ** | 0.565 ** | |
| Anxiety | Quarantine | 0.551 ** | 0.290 ** | 0.515 ** | 0.267 ** | 0.569 ** | 0.450 ** | 0.564 ** |
| Sample 1 | 0.700 ** | 0.413 ** | 0.551 ** | 0.421 ** | 0.690 ** | 0.617 ** | 0.695 ** | |
| Sample 2 | 0.581 ** | 0.385 ** | 0.489 ** | 0.392 ** | 0.569 ** | 0.454 ** | 0.618 ** | |
| Stress | Quarantine | 0.574 ** | 0.253 ** | 0.438 ** | 0.396 ** | 0.603 ** | 0.598 ** | 0.497 ** |
| Sample 1 | 0.649 ** | 0.410 ** | 0.553 ** | 0.299 ** | 0.622 ** | 0.585 ** | 0.686 ** | |
| Sample 2 | 0.560 ** | 0.361 ** | 0.456 ** | 0.372 ** | 0.551 ** | 0.484 ** | 0.590 ** | |
| Correlation with health status | Quarantine | −0.305 ** | −0.038 | −0.293 ** | −0.227 ** | −0.336 ** | −0.324 ** | −0.389 ** |
| Sample 1 | −0.348 ** | −0.204 ** | −0.375 ** | −0.159 * | −0.303 ** | −0.365 ** | −0.319 ** | |
| Sample 2 | −0.211 ** | −0.106 ** | −0.199 ** | −0.173 ** | −0.183 ** | −0.189 ** | −0.201 ** | |
| Correlation with vulnerability | Quarantine | 0.136 | −0.035 | 0.238 ** | −0.011 | 0.165 * | 0.234 ** | 0.233 ** |
| Sample 1 | 0.236 ** | 0.104 | 0.280 ** | 0.178* | 0.223 ** | 0.208 ** | 0.142 | |
| Sample 2 | 0.144 ** | 0.038 | 0.182 ** | 0.062 * | 0.186 ** | 0.179 ** | 0.172 ** |
IES-R: Impact of Event Scale-Revised, DASS-8: Depression Anxiety Stress Scale-8 items, MD: median, IQR: interquartile range, * and ** p values are significant at 0.05 and 0.01 levels, respectively.
Descriptive statistics and known-group validity of the Arabic version of the Impact of Event Scale-Revised (IES-R) and the factors it comprises among quarantined, psychiatric, and healthy samples.
| IES-R and Its Subscales | Quarantine | Sample 1 | Sample 2 | Quarantined or Not | Having a Psychiatric Disorder or Not | ||
|---|---|---|---|---|---|---|---|
| MD (IQR) | MD (IQR) | MD (IQR) | Mann–Whitney Test | z | Mann–Whitney Test | z | |
| IES-R | 22.0 (12.0–33.0) | 30.0 (14.0–43.0) | 18.0 (7.0–29.0) | 111309.0 | −2.4 * | 73429.5 | −7.3 ** |
| Avoidance | 8.0 (4.0–11.0) | 8.0 (4.0–12.0) | 6.0 (1.0–10.0) | 101788.5 | −4.2 ** | 86858.5 | −4.6 ** |
| Intrusion | 3.0 (1.0–6.0) | 5.0 (2.0–9.0) | 3.0 (1.0–6.0) | 123375.5 | −0.1 | 82829.5 | −5.5 ** |
| Numbing | 4.0 (1.0–6.0) | 4.0 (2.0–7.0) | 3.0 (0–6.0) | 120033.0 | −0.8 | 90113.5 | −4.0 ** |
| Hyperarousal | 3.0 (1.0–6.0) | 4.0 (2.0–8.0) | 2.0 (0–4.0) | 112402.5 | −2.2 * | 74611.0 | −7.1 ** |
| Sleep disturbance | 1.0 (0–4.0) | 2.0 (0–5.0) | 0 (0–2.0) | 102192.5 | −4.4 ** | 71959.0 | −8.0 ** |
| Irritability | 0.0 (0–3.0) | 3.0 (0–4.0) | 1.0 (0–3.0) | 114191.5 | −2.0 * | 78877.0 | −6.6 ** |
IES-R: Impact of Event Scale-Revised, MD: median, IQR: interquartile range, * and ** p values are significant at 0.05 and 0.01 levels, respectively.
Figure 2Path analysis model predicting the relationships among factors comprising the Arabic version of the Impact of Event Scale-Revised (IES-R) in the quarantine sample (a), psychiatric patients (b), and healthy individuals (c). The intrusion and hyperarousal subscales of the IES-R were used as predictors and other subscales were dependent variables. Direct effects of the predictors are noted by values on the arrows while indirect relationships are reported in the text. Most variables predicted avoidance both directly and indirectly.