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Cross-Cultural Validation of Manual and Automated Methods for Extracting Trauma Memory Features and Predicting PTSD in Young Populations

Research on Child and Adolescent Psychopathology·June 11Open Access
Psychology, ClinicalPractice changingPost-Traumatic Stress DisorderCross-Sectional StudyPsychological AssessmentAdolescentPediatricLIWCTAACO NLPTrauma Memory Quality Questionnaire

Summary

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What was studied

This cross-cultural study pooled data from 407 children and adolescents (ages 6–17) exposed to acute trauma, recruited from emergency departments in South Africa (n=222) and the UK (n=185). About one month post-trauma, it compared three narrative-based approaches (manual coding, LIWC word-count, NLP/TAACO) versus self-report questionnaires (TMQQ/ACTMQQ) for measuring trauma memory disorganisation and sensory qualities, and their ability to predict concurrent PTSD severity.

Key findings

Self-reported trauma memory disorganisation and sensory vividness consistently predicted PTSD severity in both countries (SA: sensory β=0.35, f²=0.27; disorganisation β=0.22, f²=0.04; UK: sensory β=0.37, f²=0.24; disorganisation β=0.29, f²=0.11). By contrast, all narrative-based indices (manual coding, LIWC, NLP) failed to predict PTSD in either sample and showed no meaningful convergence with self-report measures. Self-report predicted PTSD across all UK age groups but only in adolescents ≥12 years in the South African sample.

Study limitations

- isiXhosa narratives were translated into English before analysis, potentially distorting the linguistic features that NLP and LIWC tools are designed to detect. - Cross-sectional design limits conclusions about long-term PTSD trajectories; longitudinal replication is needed. - South African participants' broader cumulative trauma histories were not captured, which may have influenced memory processing and self-report validity in younger children.

Clinical implications

Brief self-report tools (e.g., TMQQ/ACTMQQ) are reliable, cross-culturally valid screens for PTSD risk in trauma-exposed youth and should be preferred over narrative coding in clinical and research settings. Clinicians in LMIC contexts should note that self-report may underestimate PTSD risk in children under 12, where culturally adapted, developmentally tailored tools are still needed.

Related Questions

Explore related topics

What are the best validated self-report tools for screening PTSD in children after acute trauma?How reliable is narrative analysis for predicting PTSD severity in adolescents?Are trauma memory assessment tools validated for use in low- and middle-income country settings?

Publication Details

Year
2026
Journal
Research on Child and Adolescent Psychopathology
Sample Size
n=407
Source
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