La participation entravée des femmes. Le cas des processus d’innovation démocratique au Pays basque
Bibliographic record
Abstract
Cet article vise à identifier les obstacles rencontrés par les femmes dans leurs projets de participation au sein des espaces d’innovation démocratique déployés dans la Communauté Autonome du Pays basque (État espagnol). À partir d’une approche dialectique, nous analysons les façons dont le système sexe-genre à domination masculine y est reproduit. Nous revenons sur les quatre principaux ensembles d’obstacles identifiés comme contraignant la participation des femmes dans les processus d’innovation démocratique analysés, à savoir : les structures sociales institutionnalisées, les éléments liés à une absence de pouvoir symbolique, l’organisation formelle du dispositif démocratique et les structures sociales incorporées. Nous insisterons, en conclusion, sur la nécessité d’agir sur ces dernières pour contribuer à la neutralisation progressive du système de domination masculine dont les normes se trouvent reproduites au sein des dispositifs d’innovations démocratiques.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".