Divo Ti Vyin? Where Are You From? Red River Métis Knowledge as Pedagogy
Bibliographic record
Abstract
This article explores the integration of Red River Métis cultural identity into pedagogy, emphasizing the benefits for diverse students in the Canadian context. Using personal narratives and historical connections, it highlights the implications of land-based learning and critical historical analysis to infuse Indigenous perspectives into the elementary educational environment. The article investigates the historical and cultural roots of the Red River Métis, the impact of colonialism on their identity, and the role of Métis matriarchy in cultural continuity. Including Métis histories in the classroom is used to advocate for relational, land-based, and community-oriented pedagogies that honour Indigenous knowledge and promote reconciliatory education. The article also discusses the role of land acknowledgements and community-based events in creating inclusive connections to Indigenous epistemologies. By incorporating Métis pedagogies, educators can create inclusive, collaborative, and reflective learning experiences that support all students in understanding complex historical issues pertinent to their local geography and the broader Canadian society.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.012 | 0.021 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".