Bibliographic record
Abstract
La crise de l’autorité scolaire a été décrite de nombreuses fois, mais pour en comprendre l’origine et la nature, il faut s’interroger plus profondément sur le rôle de l’école dans notre culture et son histoire. L’idée de progrès comme l’a montré Umberto Eco contient déjà la mise en cause de l’autorité. La modernité éducative a, ensuite, contribué à remettre en cause la légitimité de l’école. Dans la mesure où, à la scolarisation de la société, s’est ajouté l’apprentissage tout au long de la vie, l’individu étant considéré comme responsable de lui-même, l’école a perdu son rôle de formation. Aujourd’hui, les technologies de la communication amplifient un processus d’infantilisation des sujets qui trouve sa source bien en amont. L’autonomie n’est qu’apparente dans cet environnement qui ignore les besoins des enfants, en donnant l’illusion de la liberté aux adultes.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.017 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.017 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".