Psychopathy and Recidivism in Adolescent Sex Offenders
Bibliographic record
Abstract
Psychopathy, as measured by the Hare Psychopathy Checklist-Revised (PCL-R), has emerged as one of the most important factors in understanding and predicting adult criminal behavior, including sex offending. The authors used extensive file information to score a youth version of the PCL-R (the PCL:YV) for 220 adolescent males in an outpatient sex offender treatment program. The authors coded charges and convictions for an average of 55 months following cessation of treatment. The PCL:YV was positively and significantly related to total, violent, and nonviolent reoffense rates. Offenders with a high PCL:YV score and penile plethysmographic evidence of deviant sexual arousal prior to treatment were at very high risk for general reoffending. The results suggest that psychopathy may have much the same implications for the criminal justice system in adolescent offenders as it does in adult offenders.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".