Regionalization as an Opportunity for Meaningful Indigenous Participation in Healthcare: Comparing Canada and New Zealand
Bibliographic record
Abstract
In Canada and New Zealand, policies support Indigenous participation in the planning and delivery of community-based primary health services. However, these services represent only a fraction of the health services accessed by Indigenous peoples. In New Zealand, legislation enacted in 2000 introduced mechanisms to ensure that Māori have a voice in the decisions made by health boards. In Canada, neither policies nor legislation currently ensure that Aboriginal communities are represented in provincial health systems or regional health boards. The New Zealand experience shows that adding mechanisms of participation to legislation and policies creates opportunities for Māori and health boards to engage in discussions about how to best allocate resources to reduce disparities between Māori and non-Māori health outcomes. In Canada, this dialogue may not occur. Requiring that such mechanisms be created in all Canadian jurisdictions would establish meeting places for dialogue, and assist in closing policy and access gaps that remain.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".