{"title":"Assessing neurocognitive outcomes in PTSD: a multilevel meta-analytical approach.","authors":"Snaefridur Gudmundsdottir Aspelund, Hjordis Lilja Lorange, Thorhildur Halldorsdottir, Birna Baldursdottir, Heiddis Valdimarsdottir, Unnur Valdimarsdottir, Harpa Lind Hjördísar Jónsdóttir","doi":"10.1080/20008066.2025.2469978","DOIUrl":"10.1080/20008066.2025.2469978","url":null,"abstract":"<p><p><b>Background:</b> Evidence supporting the association between posttraumatic stress disorder (PTSD) and cognitive impairment is accumulating. However, less is known about which factors influence this association.<b>Objective:</b> The aims of this meta-analysis were to (1) elucidate the association between PTSD and a broad spectrum of cognitive impairment, including the risk of developing neurocognitive disorder (NCD) later in life, using a multilevel meta-analytic approach, and (2) identify potential moderating factors of this association by examining the effects of age (20-39, 40-59, 60+), study design (cross-sectional or longitudinal), study population (war-exposed populations/veterans or the general population), neurocognitive outcome assessed (i.e. a diagnosis of NCD or type of cognitive domain as classified according to A Compendium of Neuropsychological tests), gender (≥50% women or <50% women), study quality (high vs low), type of PTSD measure (self-report or clinical diagnosis), as well as the presence of comorbidities such as traumatic brain injury (TBI), depression, and substance use (all coded as either present or absent).<b>Method:</b> Peer-reviewed studies on this topic were extracted from PubMed and Web of Science with predetermined keywords and criteria. In total, 53 articles met the criteria. Hedge's <i>g</i> effect sizes were calculated for each study and a three-level random effect meta-analysis conducted.<b>Results:</b> After accounting for publication bias, the results suggested a significant association between PTSD and cognitive impairment, <i>g</i> = 0.13 (95% CI: 0.10-0.17), indicating a small effect. This association was consistent across all examined moderators, including various neurocognitive outcomes, age, gender, study design, study population, study quality, type of PTSD measure, and comorbidities such as depression, substance use, and TBI.<b>Conclusions:</b> These findings collectively suggest that PTSD is associated with both cognitive impairment and NCD. This emphasizes the need for early intervention (including prevention strategies) of PTSD, alongside monitoring cognitive function in affected individuals.International Prospective Register of Systematic Reviews (PROSPERO) registration number: CRD42021219189, date of registration: 02.01.2021.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2469978"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11894747/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143585209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ling Jin, Sidonia E Compton, Hawra Al-Khaz'Aly, Ateka A Contractor
{"title":"Heterogeneity in racist events and posttraumatic mental health among Black, Indigenous, People of Color (BIPOC) first responders.","authors":"Ling Jin, Sidonia E Compton, Hawra Al-Khaz'Aly, Ateka A Contractor","doi":"10.1080/20008066.2024.2447202","DOIUrl":"10.1080/20008066.2024.2447202","url":null,"abstract":"<p><p><b>Background:</b> Black, Indigenous, People of Color (BIPOC) first responders in Canada report experiencing racism and an increased risk of trauma-related mental health symptoms.<b>Objective:</b> Using a BIPOC first responder sample in Canada, the present study examined subgroups of BIPOC first responders based on the frequency of different types of racist events, and their relations with mental health symptoms (posttraumatic stress disorder [PTSD] symptom clusters of intrusion, avoidance, negative alterations in cognitions and mood [NACM], and alterations in arousal and reactivity [AAR]; depression severity; anxiety severity).<b>Method:</b> The sample included 196 BIPOC first responders who reported more than one traumatic experience (<i>M</i><sub>age </sub>= 35.30; 71.4% men).<b>Results:</b> Latent profile analyses indicated a best-fitting 3-profile solution: Low (Profile 1), Moderate (Profile 2), and High (Profile 3) Frequency of Racist Events. Multinomial logistic regression indicated that BIPOC first responders reporting more frequent racist events endorsed greater depression severity, anxiety severity, and PTSD's NACM symptom severity.<b>Conclusions:</b> Findings improve our understanding of subgroups of BIPOC first responders based on the frequency and types of racist events they experience. Results highlight the need to incorporate assessments of racism-related experiences into therapeutic work, and to target depression, anxiety, and NACM symptoms among those who encounter more racist events.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2447202"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11721964/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142946944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Childhood maltreatment and non-suicidal self-injury: the mediating role of mentalization and depression.","authors":"Linhua Yang, Xiayu Du, Manxia Huang","doi":"10.1080/20008066.2025.2466279","DOIUrl":"10.1080/20008066.2025.2466279","url":null,"abstract":"<p><p><b>Background:</b> Childhood maltreatment (CM) is recognized as one of the primary factors increasing the risk of non-suicidal self-injury (NSSI).<b>Objectives:</b> This study aims to further understand the impact of different types of CM on the mechanisms underlying NSSI risk by examining the potential mediating roles of mentalization and depression.<b>Method:</b> A self-report survey was conducted with 1645 Chinese youths (933 males, 712 females; mean age = 18.25, SD = 0.64) to evaluate their experiences of CM, depression, mentalization, and NSSI frequency over the past year. Structural equation modelling was utilized to examine the direct and indirect pathways linking CM to NSSI risk via mentalization and depression.<b>Results:</b> The study found that emotional abuse, physical abuse, mentalization, and depression had significant direct effects on NSSI risk. Moreover, mentalization and depression mediated the relationship between emotional abuse and NSSI risk, while emotional neglect and physical neglect indirectly influenced NSSI risk only through depression. Physical abuse had a significant direct effect on NSSI risk, whereas sexual abuse did not show any direct or indirect effects.<b>Conclusions:</b> The findings suggest that childhood emotional abuse has a markedly different impact compared to other forms of CM. Interventions focused on improving mentalization may be particularly effective in addressing the effects of emotional abuse, mitigating depression, and reducing the risk of NSSI.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2466279"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11864010/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143491358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"From digital harm to recovery: a multidisciplinary framework for First Aid after Online Sexual Abuse.","authors":"Rik Knipschild, Milou Covers, Iva A E Bicanic","doi":"10.1080/20008066.2025.2465083","DOIUrl":"10.1080/20008066.2025.2465083","url":null,"abstract":"<p><p>Online sexual abuse in adolescence encompasses various forms of digital exploitation, including grooming, sexting, sextortion, and image-based sexual abuse. Current research indicates that a significant proportion of minors are exposed to online sexual abuse. The psychological impact on victims includes severe mental health issues, such as depression, anxiety, and post-traumatic stress symptoms. Responses to online sexual abuse disclosures often require a multidisciplinary approach. In the Netherlands, Sexual Assault Centers (SACs) utilize the First Aid after Online Sexual Abuse protocol. This approach addresses immediate safety and (forensic) medical concerns, facilitates the removal of image-based content, and supports natural recovery while providing referrals for psychological treatment if needed. This paper highlights the urgent need for a comprehensive, multidisciplinary response to online sexual abuse, emphasizing the importance of integrating psychological, medical, and legal support to tackle the complex challenges posed by online abuse, ensuring effective, context-sensitive interventions, and supporting victims' recovery and well-being.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2465083"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11869328/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143515111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chia-Hao Shih, Elyssa Charlotte Feuer, Ben Kurzion, Kevin Xu, Hong Xie, Stephen R Grider, Xin Wang
{"title":"Predicting PTSD development with early post-trauma assessments: a proof-of-concept for a concise tree-based classification method.","authors":"Chia-Hao Shih, Elyssa Charlotte Feuer, Ben Kurzion, Kevin Xu, Hong Xie, Stephen R Grider, Xin Wang","doi":"10.1080/20008066.2025.2458365","DOIUrl":"10.1080/20008066.2025.2458365","url":null,"abstract":"<p><p><b>Background:</b> Approximately 70% of individuals globally experience at least one traumatic event in their lifetimes, potentially leading to posttraumatic stress disorder (PTSD). Understanding the development of PTSD and devising effective prevention and treatment strategies are crucial. This proof-of-concept study aimed to design a concise tree-based adaptive test using the Classification and Regression Trees (CART) framework to predict PTSD development.<b>Methods:</b> Utilizing data from a longitudinal neuroimaging study, adult trauma survivors were enrolled from local hospital emergency departments within 48 h of experiencing trauma. Participants who completed psychological evaluations within 2 weeks post-trauma and a PTSD diagnosis assessment at 3 months were included in the analytic sample (<i>n</i> = 143). A total of 131 features including demographic, trauma-related, and behavioural and clinical symptoms were collected during this initial two-week post-trauma period. The performance of the CART model was benchmarked against two of the most powerful and widely used machine learning algorithms in the field, Random Forest (RF) and Gradient Boosting (GB) models.<b>Results:</b> The CART model, which incorporates just three critical questions from established assessments, predicted PTSD development with performance closely matched to that of the RF and GB models. The CART model achieved an accuracy of 0.641 and an AUC of 0.663, which showed only slightly worse performance compared to the RF and GB models. Its efficiency in utilizing a minimal set of questions for prediction highlights its potential for practical application in early PTSD detection and intervention strategies.<b>Conclusion:</b> The CART framework demonstrates a streamlined and efficient method for predicting PTSD onset in trauma survivors. While showing promise for practical application, further validation and refinement are necessary to enhance its predictive performance and establish its broader utility in early intervention strategies.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2458365"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11837934/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143440360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Myriam V Thoma, Enya Redican, Nathanael Adank, Valerie B Schneemann, Mark Shevlin, Andreas Maercker, Shauna L Rohner
{"title":"ICD-11 posttraumatic stress disorder and complex PTSD: prevalence, predictors, and construct validity in Swiss older adults.","authors":"Myriam V Thoma, Enya Redican, Nathanael Adank, Valerie B Schneemann, Mark Shevlin, Andreas Maercker, Shauna L Rohner","doi":"10.1080/20008066.2024.2445368","DOIUrl":"https://doi.org/10.1080/20008066.2024.2445368","url":null,"abstract":"<p><p><b>Background:</b> This study assessed the prevalence rates, construct validity, predictors, and psychosocial factors linked to ICD-11 posttraumatic stress disorder (PTSD) and complex PTSD (CPTSD), as assessed by the <i>International Trauma Questionnaire</i> (ITQ) in a German-speaking sample of Swiss older adults.<b>Method:</b> Participants were <i>N</i> = 1526 older adults aged 65+ (<i>M<sub>age</sub></i> = 72.34; <i>SD</i> = 6.20 years; age range = 65-95; female = 72.0%). Confirmatory factor analysis (CFA) tested alternative models of the latent structure of the ITQ. Risk factors and psychological outcomes associated with the ITQ subscales were also examined.<b>Results:</b> From the total sample, 86.2% had experienced at least one potentially traumatic event (PTE), with a median of three PTEs per person. Probable PTSD and CPTSD prevalence was 0.4% and 2.4%, respectively. CFA results indicated that a two-factor second-order model best captured the latent structure of the ITQ. Female gender and specific traumas, such as physical and sexual assault, were uniquely associated with PTSD. Fewer, non-specific factors were linked to disturbances in self-organization (DSO; encompassing affective dysregulation, a negative self-view, and difficulties in relationships). The PTSD and CPTSD factors were significantly associated with loneliness, anxiety, depression, and well-being.<b>Conclusions:</b> Results found that despite high trauma exposure among Swiss older adults, the prevalence of ICD-11 PTSD and CPTSD was low, with no significant gender differences. A two-factor second-order model provided the best fit for the ITQ. These findings indicate significant trauma exposure in Swiss older adults and the need for targeted interventions that address the trauma-specific and associated psychosocial challenges (i.e. loneliness, anxiety, depression, well-being) facing older adults.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2445368"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142920805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Exposure to warfare and demoralization: acute stress symptoms and disengaged coping as a mediators.","authors":"Svetlana Baziliansky, Wafaa Sowan","doi":"10.1080/20008066.2024.2449308","DOIUrl":"10.1080/20008066.2024.2449308","url":null,"abstract":"<p><p><b>Background:</b> Demoralization in the face of adversity is a common existential state. However, it has not been examined in reaction to warfare, and the mediators between the extent of exposure to war and demoralization in this context are also unknown.<b>Objective:</b> This study explored the associations of indirect exposure to war, acute stress symptoms, disengaged coping, and demoralization. Additionally, it examined the serial mediation of acute stress symptoms and disengaged coping in the relationship between indirect exposure to war and demoralization.<b>Method:</b> The survey was conducted 4 weeks after the 7 October war broke out and included 393 Israeli citizens (women and men, Jews and Arabs) indirectly affected by the threatening situation in Israel. Questionnaires measured acute stress symptoms, disengaged coping, and demoralization. War-related exposure and demographic data were collected.<b>Results:</b> The analysis revealed that the higher the indirect exposure to war, the higher the acute stress symptoms, use of disengaged coping, and demoralization. Additionally, individuals with acute stress disorder had higher demoralization. The serial mediation model showed partial mediation: acute stress symptoms and the use of disengaged coping mediated the relationships between indirect exposure to war and demoralization (although the direct association between the extent of exposure and demoralization remained significant).<b>Conclusions:</b> In the face of traumatic events, such as warfare, professionals should identify individuals with high levels of acute stress symptoms and provide help to reduce the use of disengaged coping and long-term negative consequences such as demoralization.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2449308"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11731291/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142970244","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Andrea Undset, Tine Jensen, Marianne S Birkeland, Richard Meiser-Stedman, Grete Dyb, Ines Blix
{"title":"Maladaptive appraisals and posttraumatic stress reactions in young terror survivors across 8 years: a random intercepts cross-lagged analysis.","authors":"Andrea Undset, Tine Jensen, Marianne S Birkeland, Richard Meiser-Stedman, Grete Dyb, Ines Blix","doi":"10.1080/20008066.2025.2459462","DOIUrl":"10.1080/20008066.2025.2459462","url":null,"abstract":"<p><p><b>Background:</b> Though there is substantial support for the importance of maladaptive appraisals for the development of posttraumatic stress reactions (PTSR), little is known about the long-term temporal relationship between maladaptive appraisals and PTSR beyond the first year after a traumatic event.<b>Objective:</b> We aimed to investigate three research questions: (1) Does the level of maladaptive appraisals change over time? (2) Are maladaptive appraisals and PTSR concurrently related to each other in the long term? (3) What is the direction of the temporal relationship between maladaptive appraisals and PTSR?<b>Method:</b> The participants were young survivors after the terror attack at Utøya island in Norway in 2011. We included data measured at 14-15 months, 30-32 months, and 102-108 months post trauma. The participants (<i>N</i> = 315) were all younger than 25 years at the time of the attack (mean age was 18.4, SD = 2.3), and 48.3% were female. The aims were investigated using correlations, paired t-tests, random intercept cross-lagged panel models (RI-CLPM), and cross-lagged panel models (CLPM).<b>Results:</b> We found a significant decrease in PTSR severity from 14-15 months to 30-32 months, and there was a significant increase in the mean level of maladaptive appraisals from 30-32 months to 102-108 months post trauma. Maladaptive appraisals and PTSR were highly associated across the three time points. Stable individual differences seem to account for most of the longitudinal relationship between maladaptive appraisals and PTSR, and we did not find clear indications of a direction of the temporal relationship between the variables.<b>Conclusions:</b> Our results indicate that the level of maladaptive appraisals can be quite stable once established, that they remain associated with PTSR, and that the long-term relationship between maladaptive appraisals and PTSR in the years following a trauma may best be explained by stable individual differences.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2459462"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11812114/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143381905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nils Hüttermann, Francesco Pahnke, Karl-Heinz Renner, Jan Philipp Krüger, Ulrich Wesemann
{"title":"Cumulative incidence of mental disorders in military personnel after 20 years of war in Afghanistan and 10 years in Mali - a comparison.","authors":"Nils Hüttermann, Francesco Pahnke, Karl-Heinz Renner, Jan Philipp Krüger, Ulrich Wesemann","doi":"10.1080/20008066.2025.2477422","DOIUrl":"10.1080/20008066.2025.2477422","url":null,"abstract":"<p><p><b>Background:</b> This study compares the mental health effects of deployment on soldiers that have been deployed to Afghanistan and Mali. The psychiatric disorders among Mali veterans represent a previously unstudied area, particularly when compared to the larger and more thoroughly researched group of Afghanistan veterans. This comparison will help shed light on the unique challenges faced by soldiers deployed in Mali.<b>Aims:</b> To gain better insight, all German armed forces personnel who were deployed to Mali before 2023 are compared with the total sample that was deployed to Afghanistan. Because there were more critical incidents per deployed soldier, the cumulative incidence rates of all mental disorders are expected to be higher among Afghanistan veterans.<b>Methods:</b> All <i>N </i>= 111,157 German soldiers who were deployed to Afghanistan (<i>n </i>= 93,000; 2001-2021) or Mali (<i>n </i>= 18,157; 2013-2022) were included. According to the Central Registry, which records all soldiers with documented deployment-related mental disorders, the number for these two missions was <i>n </i>= 2,652 (Afghanistan: <i>n </i>= 2,458; Mali: <i>n </i>= 194; female: <i>n </i>= 183; 6.9%). The cumulative incidence between the two deployments was compared using χ² tests. In addition, the frequency of diagnosis among affected soldiers was compared.<b>Results:</b> The cumulative incidence of all deployment-related mental disorders was higher among Afghanistan veterans (2.6% to 1.1%; OR = 2.51, 95% CI: [2.17, 2.91]). Afghanistan veterans had a higher cumulative incidence of PTSD, anxiety disorders, affective disorders and substance abuse, with ORs ranging from 1.6 to 4.1. PTSD was more common among Afghanistan veterans, while anxiety disorders were most common among Mali veterans.<b>Conclusion:</b> Mali veterans had significantly lower cumulative incidence rates for all mental disorders, but showed a shift in frequency towards more anxiety disorders. These findings have implications for optimising mental health training before and after deployments in Mali and similar areas.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2477422"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11915723/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143647804","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Olivia Metcalf, Karen E Lamb, David Forbes, Meaghan L O'Donnell, Tianchen Qian, Tracey Varker, Sean Cowlishaw, Sophie Zaloumis
{"title":"Predicting high anger intensity using ecological momentary assessment and wearable-derived physiological data in a trauma-affected sample.","authors":"Olivia Metcalf, Karen E Lamb, David Forbes, Meaghan L O'Donnell, Tianchen Qian, Tracey Varker, Sean Cowlishaw, Sophie Zaloumis","doi":"10.1080/20008066.2025.2472485","DOIUrl":"10.1080/20008066.2025.2472485","url":null,"abstract":"<p><p><b>Background:</b> Digital technologies offer tremendous potential to predict dysregulated mood and behavior within an individual's environment, and in doing so can support the development of new digital health interventions. However, no prediction models have been built in trauma-exposed populations that leverage real-world data.<b>Objective:</b> This project aimed to determine if wearable-derived physiological data can predict anger intensity in trauma-exposed adults.<b>Method:</b> Heart rate variability (i.e. a commercial wearable stress score) was combined with ecological momentary assessment (EMA) data collected over 10 days (<i>n</i> = 84). Five summary measures from stress scores collected 10 min prior to each EMA were selected using factor analysis of 24 candidates.<b>Results:</b> A high area under the receiver operating curve (AUC) was found for a logistic mixed effects model including these measures as predictors, ranging 0.761 (95% CI:0.569-0.921) to 0.899 (95% CI:0.784-0.980) across cross-validation methods.<b>Conclusions:</b> While the predictive performance may be overly optimistic due to the outcome prevalence (13.8%) and requires replication with larger datasets, our promising findings have significant methodological and clinical implications for researchers looking to build novel prediction and treatment approaches to respond to posttraumatic mental health.</p>","PeriodicalId":12055,"journal":{"name":"European Journal of Psychotraumatology","volume":"16 1","pages":"2472485"},"PeriodicalIF":4.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11948352/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143709246","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}