Bibliographic record
Abstract
This contribution proposes a new attribution in favour of Agnolo Gaddi, an important Florentine master that was active in the last quarter of the XIV century. Here we discuss a panel portraying the ‘Saint Julian and Saint Benedict’, donated by the De Piro family to the Cathedral Museum of Mdina, Malta, in 1995. The painting, wrongly exhibited as the work of an anonymous Florentine author dated around 1420, shows all the typical features of Gaddi’s style. A comparison is established with the cycle of frescoes of the Castellani chapel in Santa Croce, painted by Gaddi in the first half of the ninth decade of the XIV century, in order to give a specific chronological ambience to the Maltese painting. Furthermore, we propose that the panel could originally be a part of the polytptych of the ‘Madonna’ Contini, held at the Galleria degli Uffizi in Florence.'
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.007 |
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; both teacher heads agree on what is shown here.
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".