“Coming Out as Female Has Been a Gradual Process”: Combating Trans Necropolitical Governance in Canadian Corrections
Bibliographic record
Abstract
Abstract This article examines Bianca Lovado’s human rights complaints as the first trans woman transferred from a men’s to a women’s remand facility in British Columbia, Canada. Despite the initial transfer, upon re-arrest, Ms. Lovado was inconsistently placed in men’s and women’s facilities and was denied gender-affirming care between 2015 and 2019. Drawing on theories of biopolitical and queer/trans necropolitical governance, I conduct a thematic analysis of her five complaints against BC Corrections. The paper investigates how, despite human rights legislation protecting gender identity and expression, cisnormative sex-based correctional logics regulate trans prisoners. Building on Foucault’s institutions of power , I identify how cisnormative techniques of power led Ms. Lovado to face necropolitical violence via incorrect prison placement and denial of gender-affirming care. Analyzing how Ms. Lovado uses the tribunal to combat necropolitical violence, this paper illustrates the consequences of sex as an institution of power governing over gender, despite equal protections in Canadian law.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".