The Cyborg Method: A Method to Identify Fraudulent Responses from Crowdsourced Data

Crowdsourcing is an essential data collection method for psychological research. Concerns about the validity and quality of crowdsourced data persist, however. A recent documented increase in the number of invalid responses within crowdsourced data has highlighted the need for quality control measures. Although a number of approaches are recommended, few have been empirically evaluated. The present study evaluated a Cyborg Method that used automated evaluation of participant meta-data and a review of short answer responses. Two samples were recruited - in the first, the Cyborg Method was applied after data collection to gauge the extent to which invalid responses were collected when a priori quality controls were absent. In the second, the Cyborg Method was applied during data collection to determine if the method would proactively screen invalid responses. Results suggested that Cyborg Method identified a substantial portion of invalid responses and both automated and human evaluation components was necessary. Furthermore, the Cyborg Method could be applied proactively to screen invalid responses and substantially reduced the per participant cost of data collection. These results suggest that the Cyborg Method is a promising means by which to collect high quality crowdsourced data.

Rumination and threat-biased interpretation mediate posttraumatic stress and growth responses to military stressors

We examined the role of rumination and threat-biased interpretation in stress and growth responses to military stressors. Two online surveys were completed by 183 (survey 1) and 393 (survey 2) currently serving or retired military personnel. The surveys measured exposure to potential military stressors (exposure to combat, witnessing the consequences of war, and perceived moral injury), posttraumatic stress symptomatology (PTSS), posttraumatic growth (PTG), and personal wellbeing, with survey 1 including measures of rumination, and survey 2 including a measure of threat-biased interpretation. Path analyses revealed that indirect paths from both witnessing the consequences of war and experiencing betrayal to PTSS were mediated by intrusive rumination and threat-biased interpretation, and that indirect paths from both betrayal and transgressions by others to PTG were mediated by deliberate rumination and threat-biased interpretation. The results reveal the idiosyncratic nature of military stressors, their differential involvement with cognitions that underpin rumination about past events and interpretation of current events, and their relevance to posttraumatic stress and growth in military personnel.

Post-traumatic growth amongst UK armed forces personnel who were deployed to Afghanistan and the role of combat injury, mental health and pain: the ADVANCE cohort study

BACKGROUND

Post-traumatic growth (PTG) is a positive psychological consequence of trauma. The aims of this study were to investigate whether combat injury was associated with deployment-related PTG in a cohort of UK military personnel who were deployed to Afghanistan, and whether post-traumatic stress disorder (PTSD), depression and pain mediate this relationship.

METHODS

521 physically injured (n = 138 amputation; n = 383 non-amputation injury) and 514 frequency-matched uninjured personnel completed questionnaires including the deployment-related Post-Traumatic Growth Inventory (DPTGI). DPTGI scores were categorised into tertiles of: no/low (score 0-20), moderate (score 21-34) or a large (35-63) degree of deployment-related PTG. Analysis was completed using generalised structural equation modelling.

RESULTS

A large degree of PTG was reported by 28.0% (n = 140) of the uninjured group, 36.9% (n = 196) of the overall injured group, 45.4% (n = 62) of amputee and 34.1% (n = 134) of the non-amputee injured subgroups. Combat injury had a direct effect on reporting a large degree of PTG [Relative risk ratio (RRR) 1.59 (95% confidence interval (CI) 1.17-2.17)] compared to sustaining no injury. Amputation injuries also had a significant direct effect [RRR 2.18 (95% CI 1.24-3.75)], but non-amputation injuries did not [RRR 1.35 (95% CI 0.92-1.93)]. PTSD, depression and pain partially mediate this relationship, though mediation differed depending on the injury subtype. PTSD had a curvilinear relationship with PTG, whilst depression had a negative association and pain had a positive association.

CONCLUSIONS

Combat injury, in particular injury resulting in traumatic amputation, is associated with reporting a large degree of PTG.

Posttraumatic growth in people affected by an occupational accident: A longitudinal multilevel model of change

This study analyzed a predictive model of posttraumatic growth (PTG) in a cohort of 244 workers affected by an occupational accident. A longitudinal design with three points in time (i.e., 1, 6, and 12 months after the accident) was used. PTG, posttraumatic stress symptoms (PTSS), subjective severity of the event, deliberate rumination, and seeking social support were evaluated. In addition, time since the accident, age, and gender were included as predictors in our model. Deliberate rumination and seeking social support significantly predicted PTG trajectory in a multilevel model. Practical conclusions from the results suggest that work accident victims should be encouraged to seek social support and to positively reframe their experience.

A meta-analysis of the association between event-related rumination and posttraumatic growth: The Event-Related Rumination Inventory and the Posttraumatic Growth Inventory

Trauma can disrupt an individual's core beliefs about themselves, others, and the world. Posttraumatic growth (PTG) is thought to be the outcome of a reconstruction process involving ruminative processing. This meta-analysis examined the strength of the associations between event-related intrusive and deliberate rumination and PTG. The moderating effects of variables including age, time since trauma exposure, and trauma type were examined. Eight databases were searched for English-language, peer reviewed studies examining the associations between PTG and types of event-related rumination in adults. Effect sizes (Pearson's r) were extracted and analyzed, and study quality was assessed using the Study Quality Assessment Tool for Observational and Cohort studies. In total, 46 studies were included based on the inclusion and exclusion criteria. A significant main effect was observed for the association between retrospectively reported deliberate rumination that occurred soon after a traumatic event and PTG, r = .45, 95% CI [.41, .49]. There was significant variability in effect sizes, and the strength of this association differed according to age. The association between intrusive rumination and PTG was not significant and varied in direction. Deliberate rumination that occurred relatively soon following trauma exposure was shown to be positively associated with PTG. The findings highlight the importance of supporting trauma survivors to engage in the deliberate cognitive processing of their experiences to encourage PTG. Longitudinal research is needed to further delineate the temporal role of event-related rumination in PTG development.

Path to posttraumatic growth: The role of centrality of event, deliberate and intrusive rumination, and self blame in women victims and survivors of intimate partner violence

Increased interest in positive changes in the aftermath of traumatic events led researchers to examine assumptions about the process of posttraumatic growth (PTG). However, existing studies often use samples from mixed trauma survivors and investigate separate factors and their associations with growth. Therefore, the purpose of the current study was to examine the path from centrality of event to PTG involving intrusive and deliberate rumination and self-blame as a coping strategy in women survivors of intimate partner violence (IPV). The study sample consisted of 200 women with a history of IPV (ages 18–69, M = 44.79, SD = 12.94). Results of the path analysis indicated that higher centrality of event was related to higher levels of intrusive rumination which was positively related to self-blame and deliberate rumination eventually leading to PTG. Indirect effects from centrality of event to PTG through intrusive and deliberate rumination, and from intrusive to deliberate rumination through self-blame were examined. This study gave support to some theoretical assumptions of the process of PTG and pointed out problematic areas of investigation of coping strategies in this process.

Post-traumatic growth among UK military personnel deployed to Iraq or Afghanistan: data from phase 3 of a military cohort study

BACKGROUND

Post-traumatic growth (PTG) refers to beneficial psychological change following trauma.

AIMS

This study explores the sociodemographic, health and deployment-related factors associated with PTG in serving/ex-serving UK armed forces personnel deployed to military operations in Iraq or Afghanistan.

METHOD

Multinomial logistic regression analyses were applied to retrospective questionnaire data collected 2014-2016, stratified by gender. PTG scores were split into tertiles of no/very low PTG, low PTG and moderate/large PTG.

RESULTS

A total of 1447/4610 male personnel (30.8%) and 198/570 female personnel (34.8%) reported moderate/large PTG. Male personnel were more likely to report moderate/large PTG compared with no/very low PTG if they reported a greater belief of being in serious danger (relative risk ratio (RRR) 2.47, 95% CI 1.68-3.64), were a reservist (RRR 2.37, 95% CI 1.80-3.11), reported good/excellent general health (fair/poor general health: RRR 0.33, 95% CI 0.24-0.46), a greater number of combat experiences, less alcohol use, better mental health, were of lower rank or were younger. Female personnel were more likely to report moderate/large PTG if they were single (in a relationship: RRR 0.40, 95% CI 0.22-0.74), had left military service (RRR 2.34, 95% CI 1.31-4.17), reported better mental health (common mental disorder: RRR 0.37, 95% CI 0.17-0.84), were a reservist, reported a greater number of combat experiences or were younger. Post-traumatic stress disorder had a curvilinear relationship with PTG.

CONCLUSIONS

A moderate/large degree of PTG among the UK armed forces is associated with mostly positive health experiences, except for post-traumatic stress disorder.

Combat Experience, New-Onset Mental Health Conditions, and Posttraumatic Growth in U.S. Service Members

Objective: Studies examining posttraumatic growth (PTG) rely on surveys evaluating PTG in relation to prior traumatic experiences, resulting in psychometric problems due to the linkage of the dependent and independent variables. Few studies have assessed PTG following combat deployment while also controlling for mental health problems.Method: Longitudinal data on PTG, combat experience, and mental health were examined among U.S. Millennium Cohort Study deployers (n = 8732). Scores from a short-form (SF) version of the PTG inventory assessing current-state beliefs (C-PTGI-SF) independent of any predictor variables were assessed at time 1 (T1), before deployment, and change in scores were assessed approximately 3 years later after deployment at time 2 (T2). All participants screened negative for posttraumatic stress disorder (PTSD) and depression at T1.Results: Combat deployment severity was associated with a worsening of C-PTGI-SF scores at T2 among participants with moderate C-PTGI-SF scores at T1. A positive screen for comorbid PTSD/depression was associated with a worsening of C-PTGI-SF scores at T2 among participants with moderate or high C-PTGI-SF scores at T1. At T2, a strong inverse correlation was found between C-PTGI-SF scores and PTSD (r = -0.38) and depression (-0.41). Only 5% of participants who screened positive for a mental health problem at T2 (23/517) also experienced positive growth.Conclusions: These results challenge the clinical utility of the PTG construct. While PTG may be a useful framework for supporting trauma recovery on an individual basis, PTG does not appear to be distinct and independent from the negative psychological impact of traumatic experiences.

Post-traumatic growth in the military: a systematic review

Background

Post-traumatic growth is defined as positive psychological, social or spiritual growth after a trauma.

Objectives

This systematic review aimed to identify studies that quantitatively measured post-traumatic growth among (ex-) military personnel, to determine whether there is evidence of growth in this context and whether such growth is associated with any sociodemographic, military, trauma or mental health factors.

Data sources

The electronic databases PsycInfo, OVIDmedline and Embase were searched for studies published between 2001 and 2017.

Study eligibility criteria and participants

Papers were retained if they involved military or ex-military personnel, where some had been deployed to Iraq or Afghanistan.

Study appraisal

Quality assessment was conducted on all studies.

Results

21 studies were retained. The Post-Traumatic Growth Inventory was employed by 14 studies: means ranged from 32.60 (standard deviation = 14.88) to 59.07 (23.48). The Post-Traumatic Growth Inventory Short Form was used by five studies: means ranged from 17.11 (14.88) to 20.40 (11.88). These values suggest moderate growth. Higher levels of social support, spirituality and rumination and minority ethnicity were most frequently associated with more post-traumatic growth.

Limitations

The involved studies may lack generalisability and methodological quality.

Conclusions

Overall, this paper confirms that negative reactions to trauma, particularly post-traumatic stress disorder, are not the only possible outcomes for service personnel, as moderate post-traumatic growth can also be observed.

Implications of key findings

Interventions aimed at helping current and former armed forces personnel to identify and promote post-traumatic growth post-conflict may be beneficial for their well-being.

An Examination of the Association Between Post-traumatic Growth and Stress Symptomatology in Cardiac Outpatients

This study examined the association between post-traumatic growth (PTG), post-traumatic stress disorder (PTSD), and trauma-related factors in cardiac outpatients. Participants recruited from four cardiology clinics between November 2014 and July 2015 (N = 52, 69.2% men, M_age = 65 years) completed self-assessments of PTG and PTSD along with demographic, cardiac health index, and trauma-related factors. In total, 75% of the sample endorsed their cardiac event as traumatic, while 17.2% reported their cardiac event as their 'worst trauma'; those endorsing the latter did not significantly differ from those endorsing 'other traumas' as their worst. Chi-square analyses indicated that the lifetime traumas of experiencing loss or abandonment, witnessing trauma, and experiencing a natural disaster were significantly related to PTG factors of new possibilities, relating to others, and spirituality. Bivariate correlations on all PTSD symptom clusters and factors of PTG revealed the strongest associations between the PTG factors of spiritual change and appreciation of life. Lifetime PTSD symptoms, duration of negative reactions, and re-experiencing symptoms were found to be significantly associated with higher PTG, and a unique independent effect emerged with avoidance symptoms. Our results suggest that PTG may be associated with particular facets of PTSD symptomatology.