Les instruments d’une politique de changement social : information juridique et communication dans les politiques d’égalité
Bibliographic record
Abstract
Fondée sur un travail de sociologie historique des institutions dédiées à la\npromotion de la cause des femmes dans l’Etat en France et au Québec, cette contribution\ns’intéresse aux instruments d’action publique dans lesquels se sont matérialisées les politiques\nd’égalité dans leurs deux premières décennies (1970-1990). Les dispositifs d’information\njuridique et de communication sont plus spécifiquement étudiés en tant que révélateurs de\ndeux caractéristiques essentielles des politiques d’égalité, analysées ici en termes de politique\ndes droits (l’information juridique entendant faciliter l’accès aux droits et l’effectivité de ces\nderniers) et de politique des symboles (par une manipulation de symboles, et notamment\nd’images, visant à favoriser une transformation du statut social des femmes).
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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 | 0.010 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.007 | 0.027 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".