Tendances récentes de la négociation collective dans l'industrie du papier au Québec
Bibliographic record
Abstract
Cet article examine les développements récents de la négociation collective et de l'organisation du travail dans l'industrie québécoise du papier. L'analyse des négociations menées ces dernières années par les syndicats du papier affiliés à la CSN révèle le caractère central des stratégies de flexibilisation du travail chez les employeurs, et de protection de l'emploi du côté syndical. La flexibilité fonctionnelle constitue l'aspect essentiel des changements en cours dans cette industrie depuis la fin des années 1980, les employeurs cherchant à améliorer l'efficacité productive par une rationalisation des tâches et une réduction des emplois. Dans certaines usines, la réorganisation du travail a suscité un renouveau de l'action syndicale à travers l'implication des salariés et de leur syndicat dans la gestion de l'entreprise.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".