Evaluating the “Reasoning and Rehabilitation” Program for Young Offenders
Bibliographic record
Abstract
The effectiveness of the Reasoning and Rehabilitation (R and R) program with juvenile offenders in an English prison was evaluated using reconviction and reimprisonment at eighteen months post-release as outcomes. A group of offenders who completed the program (n = 31) were compared with a group of offenders who did not receive the program (n = 31). The comparison group was created by retrospectively matching offenders by offence type, sentence length, age, and number of previous convictions. A small reduction in reconviction during the first eighteen months after release was found for the treatment group, although the difference was not significant. A slightly larger reduction in reimprisonment for the treatment group was found, but again the difference was not statistically significant. No significant differences were observed between the survival curves for the two groups. These findings contrast with more positive outcomes reported by large-scale studies of the R and R program with adult males in the UK and Canada. Possible explanations for these findings are discussed.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 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".