Anne Gillet et Diane-Gabrielle Tremblay (dir.), Les Recherches partenariales et collaboratives, Rennes/Québec, Presses universitaires de Rennes/Presses de l’Université du Québec, 2017, 336 p.
Bibliographic record
Abstract
Fruit de plusieurs années d’échanges et de rencontres entre différents chercheurs français, suisses et québécois, cet ouvrage collectif propose de faire un état des approches et travaux récents sur les recherches qualifiées de « partenariales et collaboratives » (RPC), c’est-à-dire impliquant des chercheurs et des acteurs du monde socio-économique, que cela soit dans le milieu associatif, avec des collectivités publiques locales ou avec des institutions privées. Le pari est réussi pour un vol...
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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; both teacher heads agree on what is shown here.
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".