| Literature DB >> 33125384 |
Marko Živanović1,2, Maša Vukčević Marković1,2.
Abstract
The study aims to examine the latent structure of secondary traumatic stress (STS), its precursors, and the psychological effects of it on the population of service providers working with refugees passing through the Balkan route. A total of 270 service providers (57% female) of different professional backgrounds working directly with refugees took part in the study. Participants were assessed for STS using the Secondary Traumatic Stress Scale, the extent of secondary exposure to trauma (i.e., clients' traumatic experiences from the countries of origin and travel that were communicated to them directly), depression, anxiety, and quality of life. Comparisons of several confirmatory factor analyses following prominent PTSD conceptualizations showed that the model with three relatively distinct but highly correlated factors-intrusion, avoidance, and the blend of negative alterations in cognitions, mood, and reactivity (NACMR), had the best fit. STS has been shown to be positively correlated both with the amount of different traumatic experiences that were communicated to them as well as with the specific content of those experiences. Path analysis showed that the amount of secondary exposure to the clients' traumatic experiences during travel, but not in the country of origin, had exclusive relationships with all three factors of STS. NACMR demonstrated direct effects on anxiety and depression symptoms, while intrusions exhibited a direct effect on anxiety-related symptomatology only. The avoidance factor did not have any independent direct effects on anxiety or depression. Finally, the effects of STS factors on quality of life were fully mediated by an increase of depression-related symptomatology. Results provide evidence on the latent structure of the STS which partially deviates from the prominent models of PTSD thus questioning the isomorphism of two constructs on the empirical level. Additionally, findings provide insights on the cascade of events that make professionals working with traumatized people especially vulnerable to STS and broader psychological distress.Entities:
Mesh:
Year: 2020 PMID: 33125384 PMCID: PMC7598499 DOI: 10.1371/journal.pone.0241545
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Descriptive statistics for STSS.
| Intrusions | 9.44 | 3.59 | 5 | 24 | 1.05 | 1.19 | 2.27 |
| Avoidance | 13.41 | 4.99 | 7 | 30 | 0.85 | 0.32 | 2.01 |
| Arousal | 10.28 | 4.10 | 5 | 24 | 0.75 | 0.16 | 1.77 |
| STSS total | 33.14 | 11.56 | 17 | 72 | 0.81 | 0.35 | 1.57 |
M–mean; SD–standard deviation; Min–minimum; Max–maximum; Sk–skewness; Ku–kurtosis; K-S Z–Kolmogorov-Smirnov test of normality;
* p < .05;
** p < .01.
Items’ internal psychometric characteristics of STSS.
| Items | rep. | rel. | internal validity | |
|---|---|---|---|---|
| stss 01 | .974 | .333 | .583 | .593 |
| stss 02 | .976 | .479 | .644 | .647 |
| stss 03 | .979 | .312 | .532 | .541 |
| stss 04 | .981 | .504 | .699 | .695 |
| stss 05 | .982 | .566 | .744 | .736 |
| stss 06 | .983 | .608 | .758 | .753 |
| stss 07 | .985 | .447 | .676 | .673 |
| stss 08 | .986 | .540 | .745 | .738 |
| stss 09 | .978 | .437 | .622 | .622 |
| stss 10 | .980 | .370 | .596 | .597 |
| stss 11 | .982 | .584 | .761 | .755 |
| stss 12 | .979 | .479 | .661 | .662 |
| stss 13 | .982 | .375 | .602 | .607 |
| stss 14 | .973 | .423 | .610 | .614 |
| stss 15 | .981 | .482 | .669 | .665 |
| stss 16 | .980 | .424 | .656 | .654 |
| stss 17 | .973 | .317 | .549 | .560 |
rep.–item sampling adequacy; rel.–item reliability; H–first principal component loading; B–item-total correlation.
Pattern matrix (maximum likelihood extraction, Promax rotation).
| DSM-5 criteria | Item | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| D | stss 9 | I was less active than usual. | Av | NACM | Dy | NACM | NA | . | -.094 | -.018 | .490 |
| E1 | stss 15 | I was easily annoyed. | Hy | Hy | Dy | DA | DA | . | -.152 | .173 | .527 |
| E5 | stss 11 | I had trouble concentrating. | Hy | Hy | Dy | DA | DA | . | .193 | -.004 | .598 |
| E4 | stss 8 | I felt jumpy. | Hy | Hy | Hy | AA | AA | . | .105 | .098 | .563 |
| D6 | stss 7 | I had little interest in being around others. | Av | NACM | Dy | NACM | An | . | -.007 | .139 | .473 |
| B1 | stss 10 | I thought about my work with clients when I didn’t intend to. | In | In | In | In | In | . | .260 | -.081 | .361 |
| E3 | stss 16 | I expected something bad to happen. | Hy | Hy | Hy | AA | AA | . | .171 | .195 | .394 |
| D7 | stss 1 | I felt emotionally numb. | Av | NACM | Dy | NACM | An | . | .050 | .259 | .305 |
| E6 | stss 4 | I had trouble sleeping. | Hy | Hy | Dy | DA | DA | .199 | . | -.114 | .554 |
| B3 | stss 3 | It seemed as if I was reliving the trauma(s) experienced by my client(s). | In | In | In | In | In | .008 | . | -.104 | .363 |
| B2 | stss 13 | I had disturbing dreams about my work with clients. | In | In | In | In | In | -.044 | . | .128 | .401 |
| B5 | stss 2 | My heart started pounding when I thought about my work with clients. | In | In | In | In | In | -.209 | . | .378 | .537 |
| B4 | stss 6 | Reminders of my work with clients upset me. | In | In | In | In | In | -.065 | . | .394 | .673 |
| D | stss 5 | I felt discouraged about the future. | Av | NACM | Dy | NACM | NA | .414 | . | -.143 | .602 |
| C1 | stss 14 | I wanted to avoid working with some clients. | Av | Av | Av | Av | Av | .157 | -.168 | . | .534 |
| C2 | stss 12 | I avoided people, places, or things that reminded me of my work with clients. | Av | Av | Av | Av | Av | .029 | .076 | . | .561 |
| D1 | stss 17 | I noticed gaps in my memory about client sessions. | Av | NACM | Dy | NACM | NA | .206 | .031 | . | .292 |
Primary factor loadings are marked bold; h –communality; B criterion–intrusion symptoms associated with the traumatic event/s; C criterion–persistent avoidance of stimuli associated with the traumatic event/s; D criterion–negative alterations in cognitions and mood associated with the traumatic event/s; E criterion–marked alterations in arousal and reactivity associated with the traumatic event/s; In–intrusion symptoms; Av–avoidance symptoms; Hy–hyperarousal; NACM–negative alterations in cognitions and mood; Dy–dysphoria; DA–dysphoric arousal; AA–anxious arousal; NA–negative affect; An–anhedonia.
Factor correlation matrix.
| NACMR | .859 | .669 | .598 |
| Intrusions | .838 | .649 | |
| Avoidance | .695 |
** p < .01; Diagonal values are measures of internal consistency (Cronbach alpha coefficients).
Factor correlation matrix.
| Models | Factors | Hyperarousal | Intrusions | Avoidance |
|---|---|---|---|---|
| DSM-4 3-factor model | Hyperarousal | |||
| Intrusions | .855 | |||
| Avoidance | 1.000 | .888 | ||
| DSM-5 4-factor model | Hyperarousal | |||
| Intrusions | .849 | |||
| Avoidance | .726 | .821 | ||
| NACM | 1.000 | .822 | .756 | |
| Dysphoria 4-factor model | Hyperarousal | |||
| Intrusions | .842 | |||
| Avoidance | .728 | .822 | ||
| Dysphoria | .993 | .834 | .742 | |
| Dysphoria 3-factor model | Intrusions | / | ||
| Avoidance | / | .791 | ||
| NACMR | / | .827 | .785 |
** p < .01; NACM–negative alterations in cognitions and mood; NACMR–negative alterations in cognitions, mood, and reactivity.
Reliability measures for NACMR, intrusion, and avoidance factors were .883, .765, and .702, respectively.
Model parameters.
| model | χ2/ | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Single-factor model | STS | 349.38 (119) | < .001 | 2.94 | .86 | .88 | .085 [.075–.095] | .059 | |
| DSM-4 3-factor model | Hy/In/Av | 315.49 (117) | < .001 | 2.70 | .88 | .90 | .079 [.069–.090] | .058 | |
| DSM-5 4-factor model | NACM/Hy/In/Av | 269.17 (114) | < .001 | 2.36 | .90 | .92 | .071 [.060–.082] | .055 | |
| Dysphoria 4-factor model | Dy/Hy/In/Av | 270.36 (113) | < .001 | 2.39 | .90 | .92 | .072 [.061–.083] | .055 | |
| Dysphoria 3-factor model | NACM+Hy/In/Av | 270.60 (116) | < .001 | 2.33 | .91 | .92 | .070 [.059–.081] | .055 |
STS–secondary traumatic stress; Hy–hyperarousal; In–intrusions; Av–avoidance; NACM–negative alterations in cognitions and mood; χ2 –chi-square test, df–degrees of freedom; TLI–Tucker-Lewis/Non-normed fit index; CFI–Comparative fit index; RMSEA–Root Mean Square Error of Approximation; SRMR–Standardized Root Mean Residual; TLI ≥ .95, CFI ≥ .95, RMSEA ≤ .06; SRMR ≤ .08 [60].
Factor loadings for tested models.
| items | single-factor model | DSM-4 | DSM-5 | Dysphoria | Dysphoria | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3-factor model | 4-factor model | 4-factor model | 3-factor model | ||||||||||||
| Av | In | Hy | NACM | In | Av | Hy | Dy | In | Av | Hy | NACMR | In | Av | ||
| stss 01 | .543 | .544 | .546 | .544 | .543 | ||||||||||
| stss 02 | .610 | .685 | .691 | .691 | .691 | ||||||||||
| stss 03 | .505 | .551 | .541 | .540 | .540 | ||||||||||
| stss 04 | .677 | .661 | .673 | .666 | .667 | ||||||||||
| stss 05 | .730 | .727 | .729 | .734 | .735 | ||||||||||
| stss 06 | .735 | .812 | .824 | .825 | .824 | ||||||||||
| stss 07 | .651 | .659 | .672 | .669 | .668 | ||||||||||
| stss 08 | .726 | .741 | .746 | .750 | .747 | ||||||||||
| stss 09 | .597 | .610 | .635 | .632 | .631 | ||||||||||
| stss 10 | .572 | .554 | .538 | .538 | .540 | ||||||||||
| stss 11 | .741 | .754 | .758 | .761 | .760 | ||||||||||
| stss 12 | .627 | .621 | .793 | .789 | .788 | ||||||||||
| stss 13 | .568 | .612 | .609 | .608 | .608 | ||||||||||
| stss 14 | .572 | .573 | .683 | .685 | .686 | ||||||||||
| stss 15 | .646 | .671 | .665 | .671 | .670 | ||||||||||
| stss 16 | .629 | .637 | .636 | .640 | .637 | ||||||||||
| stss 17 | .513 | .519 | .517 | .513 | .513 | ||||||||||
Descriptive statistics for domains of STS and secondary exposure to beneficiaries’ trauma in travel and country of origin by subgroups of service providers.
| Type of aid provided | NACMR | In | Av | Trauma (in travel) | Trauma (country of origin) | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Legal ( | 2.11 | 0.89 | 2.01 | 0.72 | 1.93 | 1.05 | .77 | .24 | .49 | .24 |
| Psychological ( | 2.12 | 0.64 | 1.80 | 0.65 | 1.63 | 0.80 | .82 | .18 | .43 | .19 |
| Translation ( | 2.10 | 0.87 | 1.84 | 0.79 | 1.68 | 0.93 | .77 | .29 | .52 | .26 |
| Medical ( | 1.68 | 0.58 | 1.43 | 0.29 | 1.67 | 0.61 | .66 | .26 | .33 | .19 |
| Providing food and non-food items ( | 2.09 | 0.78 | 1.82 | 0.62 | 1.59 | 0.84 | .64 | .27 | .35 | .23 |
| EOR activities ( | 1.93 | 0.65 | 1.81 | 0.62 | 1.41 | 0.61 | .69 | .24 | .36 | .23 |
| Information and referrals ( | 2.01 | 0.77 | 2.10 | 0.90 | 1.69 | 0.84 | .46 | .26 | .25 | .19 |
M–mean; SD–standard deviation; NACMR–negative alterations in cognitions, mood, and reactivity; In–intrusions; Av–avoidance.
Descriptive statistics for secondary exposure to trauma (in travel and country of origin), anxiety, depression, and quality of life.
| α | ||||||
|---|---|---|---|---|---|---|
| Trauma (in travel) | .70 | .27 | -0.95 | 0.05 | 2.39 | .91 |
| Trauma (country of origin) | .40 | .24 | 0.27 | -0.70 | 1.09 | .96 |
| Anxiety | 1.43 | 0.42 | 1.17 | 1.28 | 2.50 | .84 |
| Depression | 1.46 | 0.51 | 1.46 | 2.08 | 3.00 | .93 |
| Quality of life | 5.16 | 0.78 | -0.28 | -0.11 | 1.01 | .87 |
M–mean; SD–standard deviation; Min–minimum; Max–maximum; Sk–skewness; Ku–kurtosis; K-S Z–Kolmogorov-Smirnov test of normality;
** p < .01.
Correlations between secondary trauma factors, STSS total score, and external measures.
| Factor | Trauma (in travel) | Trauma (country of origin) | Anxiety | Depression | Quality of life |
|---|---|---|---|---|---|
| NACMR | .238 | .180 | .718 | .753 | -.456 |
| Intrusions | 141 | .130 | .551 | .490 | -.302 |
| Avoidance | .162 | .142 | .468 | .471 | -.326 |
| STSS | .222 | .178 | .706 | .711 | -.438 |
* p < .05;
** p < .01.
Fig 1Structural relationships between STS factors, secondary exposure to trauma (client’s trauma in travel and in the country of origin), symptoms of anxiety and depression, and quality of life.
Path analysis parameters.
| χ2 (df) | χ2/df | |||||
|---|---|---|---|---|---|---|
| 17.53 (16) | .352 | 1.096 | .998 | .999 | .019 [.000–.061] | .030 |
χ2 –chi-square test, df–degrees of freedom; TLI–Tucker-Lewis/Non-normed fit index, CFI–Comparative fit index; RMSEA–Root Mean Square Error of Approximation; SRMR–Standardized Root Mean Residual; TLI ≥ .95, CFI ≥ .95, RMSEA ≤ .06, SRMR ≤ .08 [60].