Indigenous Women’s Resistance of Colonial Policies, Practices, and Reproductive Coercion
Bibliographic record
Abstract
This analysis of urban Indigenous women's experiences on the Homeland of the Métis and Treaty One (Winnipeg, Manitoba, Canada), Treaty Four (Regina, Saskatchewan, Canada), and Treaty Six (Saskatoon, Saskatchewan, Canada) territories illustrates that Indigenous women have recently experienced coercion when interacting with healthcare and social service providers in various settings. Drawing on analysis of media, study conversations, and policies, this collaborative, action-oriented project with 32 women and Two-Spirit collaborators demonstrated a pattern of healthcare and other service providers subjecting Indigenous women to coercive practices related to tubal ligations, long-term contraceptives, and abortions. We foreground techniques Indigenous women use to assert their rights within contexts of reproductive coercion, including acts of refusal, negotiation, and sharing community knowledge. By recognizing how colonial relations shape Indigenous women's experiences, decision-makers and service providers can take action to transform institutional cultures so Indigenous women can navigate their reproductive decision-making with safety and dignity.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.017 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| 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".