Access to Health Care and Workers’ Compensation for Precarious Migrants in Quebec, Ontario and New Brunswick
Bibliographic record
Abstract
Le statut d’immigration est un élément clé pour déterminer si un individu est admissible aux services de santé couverts par l’assurance publique. Les statuts d’immigration assignés aux personnes qui ne sont ni immigrants reçus ni citoyens peuvent être considérés comme particulièrement « précaires » puisque ces individus bénéficient de moins de certitude quant à leur possibilité de rester au Canada et de participer aux bénéfices de la société canadienne. Dans cet article, nous examinons la relation entre le fait d’être un individu au statut d’immigration « précaire » et l’accès aux soins de santé assuré par le régime public. L’étude porte sur les régimes d’assurance maladie et d’indemnisation pour les accidents du travail et les maladies professionnelles fédéraux et provinciaux applicables en Ontario, au Québec et au Nouveau-Brunswick, et ce, par le biais de la législation et de la jurisprudence. [...]
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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 | 0.001 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".