La recherche partenariale au Québec : tendances et tensions au sein de l’université
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
L’article tente dans une première partie de produire un classement des pratiques de recherche partenariale ayant cours dans les universités au Québec. Sans être une investigation systématique, elle puise dans diverses disciplines des sciences sociales et dans divers domaines de recherche. Deux tendances semblent se dessiner, l’une plus proche de la vision émancipatrice et l’autre plus axée sur les stratégies d’innovation sociale. La réflexion se poursuit par l’exposition, en seconde partie d’article, de trois nouveaux enjeux engendrés par l’essor de la recherche partenariale au sein de l’institution universitaire : la tension avec la recherche traditionnelle, la démarcation du savoir universitaire des autres types de savoirs et, enfin, l’éthique 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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it