Enforcing Institutional Regulations in Prison Settings
Bibliographic record
Abstract
Although gambling is permitted in free society, it is prohibited in all detention facilities under the jurisdiction of the Province of Quebec. In this article, the authors focus on correctional officers’ opinions concerning this regulation, as well as their reasons for choosing whether or not to enforce it. The absence of disciplinary reports issued in this regard confirms that coercion is rarely, if ever, used to counter this activity. When interventions do occur, they are aimed less at the act of betting than at the associated undesirable behaviors, such as disturbing the peace in the cellblock. Many of the guards interviewed see gambling as a positive leisure activity, in the sense that it generates negative impacts only occasionally. It even makes their work easier because pleasure eases tensions and helps maintain tranquility in the block. Since this activity does not usually jeopardize the safety of the correctional population or the prison staff, it is often used as a conciliation tool, which is evidence of the guards’ discretionary power.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.005 | 0.002 |
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; both teacher heads agree on what is shown here.
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".