Balancing Positive Outcomes with Vicarious Traumatization: Participants' Experiences with Group Treatment for Long-Term Effects of Childhood Abuse
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT A total of 30 adult survivors of childhood abuse were interviewed approximately 6 months after completing a 6-week inpatient program for traumatic stress recovery. Their progress was assessed by standardized instruments that measured PTSD symptoms, general psychiatric symptoms, trauma-related beliefs, and self-esteem at discharge, 3, 6, and 12 months posttreatment. Most interviewees spoke positively about their treatment experience, and were maintaining gains at 6-month follow-up. Six (20%) of the interviewees, however, reported some negative effects from their participation in process groups, including vicarious traumatization (VT). Compared with the other 24 interviewees, the six who reported VT had more previous hospitalizations, and poorer scores on measures of treatment gains at the 6-month follow-up, as assessed by the standardized measures. Implications for screening survivors for group treatment are discussed.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it