Link to the Land and Mino-Pimatisiwin (Comprehensive Health) of Indigenous People Living in Urban Areas in Eastern Canada
Bibliographic record
Abstract
Mino-pimatisiwin is a comprehensive health philosophy shared by several Indigenous peoples in North America. As the link to the land is a key element of mino-pimatisiwin, our aim was to determine if Indigenous people living in urban areas can reach mino-pimatisiwin. We show that Indigenous people living in urban areas develop particular ways to maintain their link to the land, notably by embracing broader views of “land” (including urban areas) and “community” (including members of different Indigenous peoples). Access to the bush and relations with family and friends are necessary to fully experience mino-pimatisiwin. Culturally safe places are needed in urban areas, where knowledge and practices can be shared, contributing to identity safeguarding. There is a three-way equilibrium between bush, community, and city; and mobility between these places is key to maintaining the balance at the heart of mino-pimatisiwin.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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".