Les formes d’action syndicale en matière environnementale
Bibliographic record
Abstract
Si les liens entre environnement et organisations syndicales ont été trop peu étudiés, les données disponibles montrent une relation difficile ou du moins particulière entre ces deux thèmes. Prenant appui sur une étude empirique que nous avons mise en oeuvre, le présent article contribue à éclairer la compréhension de la relation entre ces thèmes en identifiant des formes d’action syndicale en environnement. L’analyse et la sélection de plus d’une cinquantaine d’initiatives à travers le monde prenant la forme d’organisations syndicales nous ont en effet conduits à proposer une typologie des formes de l’action syndicale en environnement. Dans les lignes qui suivent, nous nous proposons de présenter cette typologie et de l’illustrer en nous appuyant sur des exemples tirés de notre étude.
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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 | 0.005 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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".