The Roles of Childhood Maltreatment and Psychopathy in Sexual Recidivism of Treated Sex Offenders
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 The Intensive Treatment Program for Sexual Offenders (ITPSO) at the Correctional Service of Canada (CSC) provides cognitive-behavioral group treatment to federally incarcerated sex offenders. Follow-up data for 81 of these men were examined, looking at psychopathy and childhood maltreatment history as potential predictors of recidivism using Survival Analysis. Offenders who had been placed in foster care as a child were more likely to recidivate; however when PCL-R Factor 2 scores (a history of antisocial behavior) were entered, they predicted over and above foster care history. Childhood physical abuse predicted sexual recidivism; however, childhood sexual abuse and PCL-R scores did not predict sexual recidivism. PCL-R Factor 2 scores predicted violent recidivism. Key Words: Psychopathychildhood maltreatmentsex offendingsex offender treatment
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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