Besoins en logement des collectivités des Premières nations du Québec
Bibliographic record
Abstract
Cette étude offre un aperçu des besoins en logement des ménages autochtones vivant dans les collectivités des Premières nations du Québec en 2001. Plus du tiers des ménages autochtones vivant dans ces collectivités ont mentionné que leur logement n’était pas adéquat. L’estimation des besoins et de la demande future de logements dans les réserves pour la période de 25 ans allant de 2002 à 2026 tient compte des conditions actuelles d’habitation, de la mise aux normes canadiennes, du vieillissement du parc, de la structure des familles et des perspectives démographiques. Les investissements nécessaires supplémentaires par rapport aux sommes déjà prévues se chiffrent à plus de 2 milliards de dollars.
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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 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".