No Matter Your Age, “It’s Your Life, It’s Your Choice”: Compulsory Persuasion and Informal Rehabilitative Support in Youth and Adult Intensive Supervision Programs
Bibliographic record
Abstract
Although existing literature identifies that public protection and risk reduction are the primary goals of intensive supervision programs (ISP), little is known about how or whether rehabilitation of high-risk offenders is prioritized outside of enforcing court-mandated conditions. Using qualitative semi-structured interviews and focus groups within two Canadian metropolitan ISPs, our study explores how rehabilitative support is offered to youth and adult high-risk offenders in the absence of formal conditions. Using the framework of late-modern rehabilitation and compulsory persuasion, we draw on themes of offender responsibilization and coercion to interrogate the provision of informal rehabilitative support. Our findings indicate that officers negotiate "voluntary agreements" with select high-risk offenders, which hierarchicalizes them into two groups: those worthy of informal support and those who "choose" not to want to rehabilitate. We also find that youth and adults are treated similarly despite substantive differences between the types of crimes committed.
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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 | 0.004 | 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 | 0.008 | 0.007 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".