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
Il y avait l' poque quelque chose d'utopique, mais aussi de foncirement gnreux chez Comenius qui appelait de ses voeux, au XVII e sicle, la cration d'un trait de l'art d' enseigner parfaitement tout tous : Nous avons l'audace, nous, de promettre une Grande Didactique, je veux dire un trait de l'art complet d' enseigner tout tous. Et de l' enseigner de telle sorte que le rsultat soit infaillible. Et de l' enseigner vite, c' est--dire sans aucun dgot et sans aucune peine pour les lves et pour les matres, mais plutt avec un extrme plaisir pour les uns et pour les autres. Et de l' enseigner solidement, et non superficiellement et en paroles, mais en promouvant les lves la vraie culture scientifique, littraire et artistique, aux bonnes moeurs, la pit. (p. 33)
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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