Le point de vue des Innus de Sept-Îles, Uashat et Maliotenam sur les relations entre Autochtones et Allochtones en milieu urbain
Bibliographic record
Abstract
L’article expose les résultats d’une recherche qualitative portant sur le point de vue de vingt-quatre participants innus d’Uashat, Maliotenam et Sept-Îles sur les relations entre Autochtones et Allochtones en milieu urbain. La démarche s’appuie sur une approche clinique et interculturelle, dont la perspective holiste concorde avec les façons autochtones d’aborder le savoir et la connaissance. Malgré une marginalisation toujours à l’oeuvre, les données démontrent que les Innus sont résolument engagés dans un processus de réappropriation et constituent d’ores et déjà un acteur social incontournable pour la gouvernance de la ville.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".