Heads You Win, Tails I Lose: The Paradox of Canada's Lack of Support for First Nations' Traditional Healers
Bibliographic record
Abstract
Historical First Nations – Canadian relations are marked by a range of contradictions—places where opposition, inconsistency and tension dictate how the state regulates First Nations everyday life. Lack of support for traditional healers is one paradox in this relationship. Tacit denial of recognition and support for traditional healing in Canada constitutes a hidden paradox not evident to those on the sidelines of this daily life. Even though practiced for thousands of years before European contact, First Nations traditional healing practices have yet to gain full support from the government of Canada. There is a contradiction between Canada's support for international initiatives such as the World Health Organization's (WHO) Social Determinants of Health model and its lack of support for traditional healers within First Nations at home. This article explores this paradox and critiques it from an Indigenous knowledge (IK) perspective through an articulation of the holistic First Nations worldview.
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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 | 0.001 | 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 | 0.013 | 0.009 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".