Improving access to Indigenous medicine for patients in hospital-based settings: a challenge for health systems in northern Canada
Bibliographic record
Abstract
In this commentary, we argue that Indigenous patients in the Northwest Territories (NWT) have a right to access traditional medicine and related practitioners as a part of the continuum of medical care. Indigenous people make up over half of the NWT population, spread over vast geographic areas with representation from First Nations, Inuit and Métis (FNIM) people. Ensuring barrier-free access to traditional medicine and providers in a culturally respectful environment is a challenge that requires structural transformation in the territorial health system. The ongoing transmission of knowledge about Indigenous traditional medicine in Northern Canada and the collective survival of Northern peoples is a testament to the applicability of traditional medicines in a self-determined wellness system. Through a discussion of the barriers to policy development and implementation, this commentary aims to elevate Indigenous perspectives and offer recommendations for integrating traditional medicines into Northern health systems.
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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 | 0.007 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.025 | 0.017 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.009 | 0.015 |
| 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".