Il Maestro delle Effigi Domenicane, Bernardo Daddi e Puccio di Simone a Santa Marta a Montughi
Bibliographic record
Abstract
There are still a number unresolved areas in the study of the prolific Master of the Dominician Effigies, the anonymous Florentine painter and illuminator active in the second quarter of the fourteenth century. New elements for improving our understanding of the artist's oeuvre appear in two paintings housed in the Galleria dell'Accademia in Florence, with iconography indicating their provenance from a convent of the female order of Umiliate, and specifically from Santa Marta a Montughi, founded in 1343. This hypothesis is supported by documents regarding the suppression of religious institutions effected by the Italian government in 1866, in which the two panels appear together with a polyptych (also of unknown provenance) painted by Bernardo Daddi with the assistance of Puccio di Simone.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".