Travailleurs immigrants et santé et sécurité du travail
Bibliographic record
Abstract
Ce numéro Travailleurs immigrants et santé et sécurité du travail (SST) veut apporter un modeste éclairage sur le cumul des précarités liées aux conditions de SST au travail, au statut migratoire, aux liens fragiles d’emploi, à la faiblesse des revenus, à la non-reconnaissance des compétences et à l’incapacité d’exercer ses droits. Les travaux de SST ici regroupés s’intéressent aux travailleurs ayant divers profils : des résidents permanents embauchés par les petites entreprises manufacturières, des travailleurs étrangers temporaires employés dans les secteurs saisonniers et des travailleurs d’agences de location de main-d’œuvre, appelés aussi des travailleurs intérimaires. Les lecteurs sont invités à poser un regard critique sur les inégalités sociales de santé chez les travailleurs immigrants engendrées par les pratiques non adaptées de SST.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.027 | 0.003 |
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".