Interactions Between Indigenous Women Awaiting Childbirth Away From Home and Their Southern, Non-Indigenous Health Care Providers
Bibliographic record
Abstract
We examine patient-provider interactions for Indigenous childbirth evacuees. Our analysis draws on in-depth interviews with 25 Inuit and First Nations women with medically high-risk pregnancies who were transferred or medevacked from northern Quebec to receive maternity care at a tertiary hospital in a southern city in the province. We supplemented the patient data with interviews from eight health care providers. Three themes related to patient-provider interactions are discussed: evacuation-related stress, hospital bureaucracy, and stereotypes. Findings show that the quality of the patient-provider interaction is contingent on individual health care providers' ability to connect with Indigenous patients and overcome cultural and institutional barriers to communication and trust-building. The findings point to the need for further training of medical professionals in the delivery of culturally safe care and addressing bureaucratic constraints in the health care system to improve patient-provider communication and overall relationship quality.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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".