Recherche-action et changement social : une expérience de collaboration entre des chercheurs et des militants retraités
Bibliographic record
Abstract
Un groupe de chercheurs mène une expérience de recherche-action avec des militants retraités. Au cours du processus de recherche-action les groupes militants contactés, appartenant à des obédiences politiques et syndicales diverses, s’unissent et imposent à leurs organisations des stratégies nouvelles pour la défense des retraités. Le groupe de chercheurs et de militants oriente ensuite son action vers les populations concernées et organise des pressions auprès du ministère compétent. Le texte présente l’évolution du groupe et propose quelques réflexions stratégiques et méthodologiques en situant son approche parmi les courants d’intervention sociologique actuels.
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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 | 0.029 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.036 | 0.030 |
| Scholarly communication | 0.012 | 0.009 |
| Open science | 0.003 | 0.024 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.007 | 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".