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
Etienne Sigaut, agent de la compagnie des Messageries Maritimes à Shanghaï a réalisé entre 1943 et 1947 des cahiers de croquis inédits. Ces cahiers, conservés au Musée national de la Marine, sont consacrés aux différents modèles de jonques de commerce et de pêche observées dans le port de Shanghaï. Auteur d’un article sur l’œuvre de l’Amiral Pâris, Sigaut s’inscrit dans la continuité de celui-ci. Fondés sur des enquêtes personnelles et accordant une part importante à l’expression graphique, les cahiers de croquis constituent une remarquable série de monographies complétant les recherches menées par Audemard, Donnelly et Worcester, avec qui Sigaut a entretenu des relations étroites. Cette documentation est présentée en soulignant les méthodes de travail de Sigaut et leur apport à la connaissance de l’architecture navale chinoise
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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