Community-Based Aftercare and Return to Custody in a National Sample of Substance-Abusing Women Offenders
Bibliographic record
Abstract
OBJECTIVES: We evaluated the effectiveness of the Community Relapse Prevention and Maintenance (CRPM) program, developed by Correctional Service Canada to better meet the needs of women offenders with drug problems. METHODS: Using survival analysis, we investigated the association between exposure and nonexposure to CRPM and return to custody among a national sample of women offenders released from 1 of 6 federal institutions across Canada during the period May 1, 1998 to August 31, 2007. RESULTS: After control for other risk factors, women who were not exposed to CRPM were 10 times more likely than were women exposed to CRPM to return to custody 1 year after release from prison, with more than a third returning to prison within the first 6 months. CONCLUSIONS: Aftercare is a critical component of a woman's support system after she leaves prison. Strategies that improve access to community aftercare are imperative for improving the life chances and health of these women.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".