The Perceived Impact of Trauma-Focused Research on Forensic Psychiatric Patients With Lifetime Victimization Histories
Bibliographic record
Abstract
This study examined the perceived costs, benefits, and motivations for participating in individual trauma-focused interviews among forensic psychiatric patients ( N = 74). The majority of our participants were male, and 100% endorsed adverse childhood experiences (e.g., abuse, neglect) or exposure to potentially traumatic events (e.g., assault). Levels of posttraumatic avoidance (41.9%), reexperiencing (59.5%), and increased arousal (51.3%) were high. In line with previous studies, our findings suggest an overall positive research experience in this sample. In spite of extensive histories of lifetime victimization we did not find an association between victimization, posttraumatic symptomatology, and a negative research experience. Our findings suggest that participation in trauma-focused research is not only possible with, but also potentially beneficial for forensic patients.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.037 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.011 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".