Bibliographic record
Abstract
More on Stefano Cernotto. Following an earlier paper, this contribution presents a group of further paintings by Stefano Cernotto. With these new additions, the number of works attributed to him rises to about 50. They further support the idea that the painter was a pupil of Titian, and not a close follower of Bonifacio Veronese, as traditionally believed. In a couple of cases, a date or the period of time in which they were created, is suggested by their features: a canvas in Ottawa with St Sebastian and St Roch may refer to the plague of 1528, whereas another at Woburn Abbey seems to coincide with the ‘Maniera moderna’ coming to Venice from Rome and Florence in 1539–1540. Of further interest is the fact that we now have a group of copies after Stefano Cernotto, something that earlier seemed inconceivable. The reason for this is that their prototype was a lost painting either by Titian himself (known in 1815 in the famous Albarelli collection in Verona), or by Cernotto, but reputed to be by Titian. This raises the question of the fluctuations of Cernotto’s fame over the centuries, and the degree to which he has been confused with other members of Titian’s workshop.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.081 | 0.019 |
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".