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
Dans le Maine-et-Loire, le village de Béhuard est depuis des siècles un lieu de dévotion à la Vierge et de pèlerinage. L’attention portée par Louis XI à la chapelle lui a valu une renommée dans toute la très catholique province d’Anjou. À la fin du XIXe siècle plusieurs achats d’ornements liturgiques ont permis le remplacement de ceux qui étaient usés ; mais c’est le couronnement de la statuette votive par autorisation papale en 1923, qui a entraîné la commande de nombreuses chapes, chasubles et dalmatiques dont la fabrication a été confiée au soyeux lyonnais Perret. Malgré les difficultés d’identification et l’absence d’archives, il est maintenant certain qu’une partie de ces vêtements a été remise aux Clarisses de Mazamet qui les ont ornées de belles broderies, ce dont elles font état dans le journal de la communauté.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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