Expériences de réinstallation des réfugiés syriens à Gatineau au Québec
Bibliographic record
Abstract
Le Québec a accueilli un nombre important de réfugiés syriens depuis 2015. Ces derniers ont été réinstallés grâce au parrainage de l’État et du secteur privé, deux types de parrainage comportant des modes d’accompagnement qui leur sont propres. Alors que les réfugiés parrainés par le secteur privé rejoignent leur parrain là où ils résident, ceux parrainés par l’État sont largement réinstallés hors des grands centres en vertu d’une politique de régionalisation de l’immigration. Nous étudions le cas d’une ville de taille petite, Gatineau, en mettant en lumière le rôle du contexte local dans les expériences d’établissement des réfugiés parrainés par l’État et le secteur privé en lien avec l’apprentissage de la langue et l’intégration en emploi.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.024 | 0.012 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".