An Assemblage of the Mid-6th Century BC Well from the Berezan Excavations of 1963/1964
Bibliographic record
Abstract
The article is devoted to the assemblage of finds from the well excavated by the State Hermitage archaeological mission under the direction of K.S. Gorbunova in 1963–1964 on the Berezan island. Transport amphorae are represented by the Samian, Lesbian and Klazomenian production. In addition, fragments of handles belonging to Cypriot basket-handle amphorae appear in the same deposit. The filling of the well contained the significant number of complete and fragmented tableware vessels of the Corinthian, Chian, Attic, North and South Ionian production. The dating of painted pottery fits into the narrow chronological limits of the beginning – early third quarters of the 6th century BC. The deposit of the well is close to the ’border’ deposits and structures precedent to the early stage of the mass construction of stone-and-mudbrick houses in the third quarter of the 6th century BC. Probably, the well is synchronous with the dugouts of the second quarter of that century but it was filled up in the course of the rapid urbanization of the colony in the 540s BC or slightly later.
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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 | 0.007 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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".