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
Le concept de justice sociale ressort clairement comme étant primordial dans l’exercice du leadership des directions d’écoles, et ce, particulièrement en milieu défavorisé. Cet article examine d’abord le contexte du programme de recherche dans lequel s’inscrit l’étude dont il présente des données. Il rappelle ensuite la littérature sur le concept de justice sociale en éducation et présente les données d’une étude menée auprès de quarante-cinq directions d’écoles primaires de milieux défavorisés de l’île de Montréal. Amenées à parler de leur travail de direction, celles-ci ont clairement exprimé qu’elles trouvent nécessaire d’exercer un tel leadership, entre autres pour contrer les préjugés des intervenants de l’école à l’égard des familles et des élèves, et d’utiliser divers moyens pour le faire. L’article décrit enfin comment les directions disent exercer ce leadership.
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 | 0.002 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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