Bibliographic record
Abstract
Cet ouvrage sociologique porte un regard critique sur l'économie sociale et solidaire en France.Par l'entremise d'un travail de déconstruction, Matthieu Hély et Pascale Moulévrier interrogent plusieurs idées reçues de l'économie sociale et solidaire (ESS) afin de mettre en évidence le « flou » qu'elle entretient avec le nouvel esprit du capitalisme et son rôle dans la reconfiguration des formes d'intervention de l'État.Pour rendre compte de la complexité des processus par lesquels l'ESS se positionne et se constitue comme « alternative », les auteurs passent par le quotidien des agents--les interactions, les pratiques et les discours--ainsi que l'histoire sociale des institutions.Plus particulièrement, ils choisissent comme point d'entrée le travail et les mécanismes d'appropriation de logiques.
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 | 0.014 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.010 | 0.054 |
| Scholarly communication | 0.022 | 0.021 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.017 | 0.026 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".