De la carte au territoire: Portée et usages des outils cartographiques au sein de la Première Nation des Pekuakamiulnuatsh Entrevue avec Michel Nepton, membre de la Première Nation des Pekuakamiulnuatsh et conseiller en aménagement du territoire
Bibliographic record
Abstract
Messages clés La cartographie figure aujourd’hui à la tête des outils mobilisés par les communautés autochtones à des fins de revendication, de négociation, d’affirmation et de transmission des savoirs. La portée et les défis que pose l’utilisation de ces outils gagnent à être observés de l’intérieur, à travers l’usage qu’en font les communautés elles‐mêmes. Ces enjeux sont abordés à travers l’expérience d’un conseiller en aménagement du territoire à Pekuakamiulnuatsh Takuhikan (Conseil de la communauté de Mastheuiatsh).
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.017 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".