Correctional Transgender Policy in Canada’s Federal Prison System
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Since December 2017, Canada's federal correctional system provides prisoners the opportunity to be assigned to living units according to their self-identified gender. Still organized around sex, conceptually and spatially, prison policies and procedures surrounding transgender prisoners require navigation to adhere to the rights of all prisoners. Based on interviews conducted between October 2019 and October 2021 with 74 correctional officers (COs) from the Canadian federal prison system, we discuss how correctional officers view and operationalize Canada's transgender policy to understand its unintended consequences for both prisoners and prison staff. Unintended consequences revolve around the potential risk for prisoner victimization, prisoner pregnancy, lack of adequate housing, strip search complications, officers' fear of being labeled transphobic, and uncertainty and discretion; all having effects on staff wellness. The policy, although well-intended, may potentially compromise prisoner safety, making correctional work even more stressful.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 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 it