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
<kcb:p>Pour la première fois, un ouvrage collectif traite de la bande dessinée francaise et francophone d'un point de vue linguistique et didactique. 17 contributions de romanistes, d'expert.e.s en bandes dessinées et d'enseignant.e.s de FLE présentent un tour d'horizon de ce vaste domaine, allant de classiques comme Tintin, Astérix ou Les Schtroumpfs à des publications plus récentes comme Les Cahiers d'Esther, Les Vieux Fourneaux ou la BD de non-fiction féministe. Les contributions linguistiques analysent la grammaire de l'oral mise en scène (négation, dislocations, etc.), différentes variétés (langage des jeunes, francais québécois) et des problèmes de traduction. Les contributions didactiques montrent le potentiel de la BD pour l'enseignement du FLE au lycée et à l'université (notamment dans les pays germanophones).</kcb:p> <kcb:p/>
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 | 0.004 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.029 | 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