Pour un débat éclairé sur la politique canadienne du multiculturalisme : une analyse de la nature des organismes et des projets subventionnés (1983-2002)
Bibliographic record
Abstract
Cet article vise à éclairer les débats relatifs à la Politique canadienne du multiculturalisme par une analyse de l’évolution de l’attribution des subventions du programme du multiculturalisme, selon la nature des organismes et des projets sélectionnés pour la période 1983-2002. Les résultats montrent que, dans un contexte de réduction radicale des sommes attribuées pendant cette période, les organismes multiethniques, notamment ceux issus des minorités visibles, se sont imposés comme les principaux bénéficiaires. Par ailleurs, dans la foulée des changements d’orientation de la politique, les initiatives visant la compréhension interculturelle, l’adaptation institutionnelle et la sensibilisation du public au racisme dominent clairement les objectifs plus traditionnels de maintien des langues et des cultures d’origine, ou de soutien aux besoins spécifiques des communautés.
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.009 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".