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
Dealing with citizenship education as a part of formal education, I argue that the international human rights culture and human rights education can serve as a fundamental reference for contemporary citizenship education and that conflict pedagogy is an adequate teaching strategy. I try to draw a picture of how such education can be perceived from a pedagogical and didactical point of view, making a set of recommendations to actualize this perspective on values and citizenship education. Dans l’optique que l’éducation à la citoyenneté est une composante de l’éducation formelle, je mets en évidence que la culture internationale des droits humains et que l’éducation aux droits de l’homme peuvent servir de référence fondamentale. Je démontre aussi que la pédagogie de la résolution des conflits est une stratégie d’enseignement adéquate. Je dresse le portrait de la perception d’une telle éducation du point de vue pédagogique et didactique, tout en formulant une série de recommandations en vue d’actualiser cette perspective à l’éducation aux valeurs et à la citoyenneté.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 | 0.000 |
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