Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ÉDUCATION INTERVENTIONP romouvoir le transfert des connaissances et contribuer à la formation continue des enseignantes et des enseignants et autres professionnelles et professionnels de l'éducation, voilà la raison d'être de la collection Éducation-Intervention des Presses de l'Université du Québec.Appuyée sur les plus récents constats de la recherche dans le domaine de l'éducation, cette collection offre une variété d'ouvrages qui utilisent un langage accessible et qui posent un regard dynamique sur les défis actuels qui caractérisent l'éducation.Juste équilibre entre connaissances et pistes d'intervention, elle saura répondre aux besoins des acteurs de l'éducation désireux de parfaire leurs pratiques.La collection Éducation-Intervention est dirigée par Nadia Rousseau, forte d'une grande expérience de recherche et de transfert des connaissances et très active dans la valorisation des résultats de la recherche.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.718 | 0.142 |
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 it