Examining Indigenous food sovereignty as a conceptual framework for health in two urban communities in Northern Ontario, Canada
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
While land is a nexus for culture, identity, governance, and health, as a concept land is rarely addressed in conversations and policy decisions about Indigenous health and well-being. Indigenous food sovereignty, a concept which embodies Indigenous peoples' ability to control their food systems, including markets, production modes, cultures and environments, has received little attention as a framework to approach Indigenous health especially for Indigenous people living in urban spaces. Instead, discussions about Indigenous food sovereignty have largely focused on global and remote and rural communities. Addressing this gap in the literature, this article presents exploratory work conducted with Waasegiizhig Nanaandawe'iyewigamig and Shkagamik-Kwe Health Centre, two Indigenous-led Aboriginal Health Access Centres in urban service centers located in Northern Ontario, Canada.
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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 | 0.003 | 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