Health Care in Women’s Carceral Spaces
Bibliographic record
Abstract
Canada has had a long history of mistreating incarcerated women in their jails. The carceral system was built to fit around the needs of men, neglecting to consider the various health issues that only women face. For many years. federally imprisoned women were held in one deteriorated prison, the Prison for Women (P4W), and were held in abhorrent conditions and experienced many acts of violence. Despite the opening of five more prisons and funding for various programs for women, incarcerated women continue to experience violence and health crises, leaving imprisoned women extremely vulnerable to mental and physical distress. In particular, there is little access to contraceptives and sexual health care, due to a lack of staffing, mistreatment by correctional guards and long waitlists. It is especially important to consider incarcerated mothers, the distress women face while giving birth in prison, as well as the distress they face when separated from their children. Utilizing research from community organizations and academic sources, this literature review will examine how the federal government is neglecting the sexual and maternal care of incarcerated women in Canada, and how this leads to greater risk in health for both incarcerated women and the broader community outside of these spaces.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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".