Bibliographic record
Abstract
Nous posons dans le cas d’une monographie française (les syndicats Sud) la question de la régénérescence démocratique du syndicalisme bureaucratique. Malgré des référents politiques communs, notamment le souci de rénovation « démocratique » via la recherche de proximité avec la base, le réveil de l’action revendicative met aux prises des logiques d’action et des porte-parole opposés au nom du réveil de sensibilités politiques divergentes, mais tous héritiers d’une même culture politique soixante-huitarde. Dimensions collectives et individuelles se mêlent donc à des problèmes de structure du syndicalisme, partagé entre deux conceptions contradictoires du contrôle (salarial ou social) ou de la démocratie (directe et indirecte). Le procès d’institutionnalisation contredit la réactivation des référentiels politiques du syndicalisme français, tandis que le procès d’individuation sociale accentue le rôle des individus dans un contexte de rareté de l’action collective.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.007 | 0.029 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 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".