Non-Association Conditions among Released Women: Implications for Successful Community Reintegration
Bibliographic record
Abstract
Abstract In addition to standard parole conditions, parolees under federal community supervision may be subject to special conditions as determined by the Parole Board of Canada; such conditions are intended to manage factors associated with criminogenic risk and need. One set of special conditions places restrictions on parolees’ social relationships and associations, which can include general restrictions (e.g., non-association with individuals involved in crime) or specific restrictions (e.g., no contact with one’s victim or co-accused). Drawing on case files of women under community supervision (n= 43), we explore how non-association and no contact orders shape community release experiences. We suggest that such conditions can have wide-reaching effects on women’s social lives and reintegration (e.g., in the areas of social support, employment, and housing), thereby, at times, complicating women’s attempts to construct post-institutional lives and identities. We consider how association conditions illustrate the broader tension between parole requirements and reintegration.
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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 | 0.006 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 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".