Le mouvement des académies solidaires en Turquie
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
Cet article est un récit analytique basé sur des témoignages primaires concernant le Mouvement des Académies Solidaires qui a émergé à la suite des purges des Académiciens de la Paix en Turquie. Il examine le Mouvement sous l’angle de la signification et de la possibilité d’une subjectivité académique révolutionnaire, montre son originalité académique et organisationnelle, et analyse son déclin face aux problèmes auxquels il est confronté. Les Académies Solidaires, en tant qu’initiatives radicales qui transcendent la légalité existante, ont créé des environnements de connaissance et d’apprentissage en commun, mais elles ont régressé parce qu’elles n’ont pas pu transformer cette expérience en un projet capable de résoudre les problèmes d’organisation interne et de relation avec l’environnement social.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it