Bibliographic record
Abstract
First time in the scholarship, this paper has analysed Byzantine imported monograms from mediaeval Sougdaia, which appeared on glazed vessels of the Elaborate Incised Ware produced in Constantinople or its environs. With the mediation of Genoese traders, a small number of this pottery was delivered to the markets of the cities in the Crimean peninsula, Sougdaia in particular. So far, many-year-long archaeological excavations discovered seven monograms of the kind, which belonged to three widely known Byzantine types. It should be mentioned that, as it has already been stated in the scholarship, the monograms with the name Michael predominate, though the other types are very few in number. Two typologically similar signs more, showing a double cross with diamond-shaped rays, are traditionally interpreted not as monograms but as ornamental elements typical of the war in question. Using the analysis of analogies and similar images, an attempt has been made to analyse and interpret this sign. All the finds under study originate from four archaeological contexts of mediaeval Sougdaia. Three of them possess a reliable dating to the third quarter of the fourteenth century, and the fourth specimen existed from the mid-fourteenth century to 1475.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".