Obstructed Gynecology: Inaccess to Reproductive Health Care for Incarcerated Women as a Violation of Section 7 of the Charter
Bibliographic record
Abstract
Substandard prison health care in Canada has long been the subject of research, debate, and policy analysis. For nearly forty years, Senator Kim Pate and her associates have uncovered myriad human rights abuses occurring inside Canadian prisons and have urged governments to take action. The extent to which this substandard health care specifically impacts the reproductive freedom of incarcerated women has yet to be the subject of meaningful academic consideration. It has been argued by many that the conditions of Canadian prisons engage the Charter of Rights and Freedoms. This paper, in its limited scope, conceives of reproductive freedom as encapsulated by the section 7 Charter right to life, liberty, and security of the person. It is a novel analysis of how each of these three constitutional rights might be engaged by the current state of reproductive health care in prison.
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.013 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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".