Lacroix, R., Haeck, C., Montmarquette, C. et Tremblay, R. E. (2023), La sous-scolarisation des hommes et le choix de profession des femmes , Presses universitaires de Montréal, 230 p.
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
In the educational sciences faculty at the Saint Joseph University of Beirut (USJ), a support programme based on emotions with positive valence was delivered to eight educators who were opposed to their teaching being regulated following a student evaluation (EEE). The approach implemented enabled some of them to soften their position so as to see the formative aspect of the EEE, while others continued to oppose the regulation. The article questions the role played by emotions in teacher support, encouraging educators to soften their resistance, after providing reassurance. Based on a comprehensive exploratory approach, this study is part of a qualitative approach with a view to understanding the change initiated with respect to the EEE, following a support programme focusing on emotions.
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 | 0.008 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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