Una miniatura giuridica bolognese della meta del Trecento nella fototeca della \nFondazione Longhi
Bibliographic record
Abstract
Two pictures in the photo archive of the Fondazione Longhi in Florence reproduce a one-column miniature depicting a ‘University class’. The miniature is there said to decorate the Vat.lat. 1456 and is attributed to the famous Illustratore, the main Bolognese illuminator of the second quarter of the fourteenth century. The miniature actually embellish the beginning of a text by the jurist Baldo degli Ubaldi in the Vat.lat. 2233 (fol. 167). This manuscript opens with a two-column miniature representing a ‘University class by Giovanni di Andrea’ already attributed to the Illustratore. I prefer to consider this illumination as a work of a follower of the Illustratore, the Master of 1346. Also the miniature in the Longhi photos can be attributed to the same artist. This artist’s work represents a tendency starting at the middle of the fourteenth century to normalise the fantastic and expressive outbreaks of Bolognese Trecento art in a more plain and direct style.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.065 | 0.009 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".