Upholding Respect and Dignity? A Comparative Critical Analysis of Transgender Inmate Policy
Bibliographic record
Abstract
Progression has been made towards transgender inclusivity in social spaces; however, criminalized transgender folk have not reaped the benefits. Since the 2017 enactment of Bill C-16, adding “gender identity or expression” as a protected ground in the Canadian Human Rights Act (1985), the Correctional Service of Canada has lacked solidarity in transgender inmate policy. This study employs a comparative analysis, drawing upon transgender inmate policies in the UK and Australia to inform CSC’s policy. This is done through a Queer criminological and critical legal scope to go beyond critical assessment to promoting substantive equality. Expected themes include a “respect and dignity” principle targeting the unique care transgender offenders require, the medical model the policies employ, and mentions of potential security risks. Likely policy recommendations include further assessment of violence transgender inmates face to uphold “respect and dignity,” criticisms of the medical model, and balancing security of all incarcerated people.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".