Innovations en milieu de travail dans le secteur manufacturier au Québec
Bibliographic record
Abstract
Sur la base d'un sondage téléphonique mené auprès de la direction des établissements manufacturiers de 50 employés et plus au Québec, cette contribution se penche sur la diffusion des innovations organisationnelles. Les résultats présentés sont organisés autour de cinq configurations de changements, se distinguant par une logique organisationnelle spécifique, à laquelle sont associées des performances économiques et sociales ainsi que des pratiques de gestion des ressources humaines et de relations de travail. Ils confirment l'émergence d'un nouveau paradigme technico-productif, sans qu'il soit possible de conclure à une véritable transformation du travail, étant donné la faible diffusion des configurations participatives, qui affichent néanmoins les meilleures performances, en s'appuyant sur les pratiques de ressources humaines et de relations de travail les plus novatrices.
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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 | 0.004 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".