Sixteenth-century tiles with the Starykoń coat of arms from the royal castles of Wawel and Ojców in the light of the results of comparative analysis and physical and chemical studies
Bibliographic record
Abstract
The article presents the results of a comparative analysis and laboratory tests of three heraldic tiles with the Starykoń coat of arms from the first quarter of the 16th century, discovered in the royal castles of Wawel and Ojców. These tiles are characterised by an almost striking similarity to each other. In light of the analyses conducted, it is highly probable that these tiles were manufactured using the same matrix. However, due to certain discrepancies, it can be reasonably assumed that they were not produced during the same firing process. The Starykoń coat of arms is linked to the Szafraniec family of Pieskowa Skała, one of the most eminent families of the Polish Middle Ages and early Modern Times. It is possible that the production of the tiles under discussion in this work may be linked to the highly educated humanist Hieronim Szafraniec, who enjoyed the favour of King Sigismund the Old and was strongly associated with the royal court.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".