First Nations Women’s Encounters with Mainstream Health Care Services
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Health care encounters are important areas for study because they reflect social, political, economic, and ideological relations between patients and the dominant health care system. This study examines mainstream health care encounters from the viewpoint of First Nations women from a reserve community in northwestern Canada. Perspectives from critical medical anthropology and the concept of cultural safety provided the theoretical orientation for the study. Critical and feminist ethnographic approaches were used to guide in-depth interviews conducted with 10 First Nations women. Findings were organized around two broad themes that characterized women's descriptions of "invalidating" and "affirming" encounters. These narratives revealed that women's encounters were shaped by racism, discrimination, and structural inequities that continue to marginalize and disadvantage First Nations women. The women's health care experiences have historical, political, and economic significance and are reflective of wider postcolonial relations that shape their everyday lives.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it