Profils des communautés de l'Enquête auprès des peuples autochtones de 2001 [Canada] [HTML]
Bibliographic record
Abstract
Ces profils contiennent de l’information gratuite sur la population des adultes et des enfants ayant une identité autochtone, pour certaines communautés du Canada où la population ayant une identité autochtone est de 200 personnes ou plus, d’après le Recensement de 2001. Ces communautés comprennent les Premières nations, les établissements métis, les communautés inuites, les régions urbaines et les régions rurales. Les données concernant les communautés Nisga’a sont agglomérées à l’échelon de la nation Nisga'a, tout comme les données concernant les communautés faisant partie du Grand conseil des Cris. Toutes les communautés des Premières nations n’ont pu être incluses dans l’échantillon à cause de contraintes opérationnelles. De plus, quelques communautés ont choisi de ne pas participer à l’enquête.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.013 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.025 | 0.023 |
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".