Les nouveaux modèles de qualification fondés sur la flexibilité : entre la professionnalisation et la taylorisation du travail
Bibliographic record
Abstract
Cet article traite des transformations récentes des formes de qualification du travail. Il est le fruit d'une vaste enquête sur la dynamique des emplois dans le secteur manufacturier au Québec. Les auteurs analysent d'abord les modifications cruciales de la dynamique des entreprises. Ensuite, ils examinent les nouvelles qualifications exigées des travailleurs, à savoir les compétences nécessaires pour accomplir les tâches, ainsi que les principaux profils de qualification privilégiés par les employeurs en vue du recrutement. L'article met en relief l'émergence de trois modèles inédits de qualification, tous fondés sur la flexibilité, soit le modèle flexible de type professionnel-conceptuel, le modèle flexible de type taylorisé et le modèle flexible de type adroit-analytique.
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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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.010 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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".