La prévention de l’échec scolaire: Une notion à redéfinir
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
La prevention est un theme recurrent visite et revisite depuis des decennies, mais compris differemment si l’on est fonctionnaire, politicien, administrateur scolaire ou enseignant. Cette recurrence fait que la prevention est presque un mythe, une legende urbaine. Les auteurs du rapport Parent, avant d’implanter la reforme de l’enseignement public, s’inquietaient deja de la question de l’echec scolaire et de la prevention. Comme en France, l’ecole publique au Quebec est concue pour les classes laborieuses (Martinez, 2003). La prevention dans nos societes occidentales releve de la pensee magique et le monde scolaire n’y echappe pas. Ce constat d’emblee peut paraitre peremptoire et sans nuances. Nous allons au fil de ce texte demontrer le bien-fonde de cette affirmation.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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