Lead Letter from the Excavations of Area ‘O-Western’ at the Berezan Settlement in 2017
Bibliographic record
Abstract
In 2017, during excavations of an ancient Greek settlement-site on the island of Berezan in the mouth of the Dnieper and Bug estuary, the expedition of the State Hermitage found a letter on a twice folded lead plate. This letter, on the plate broken on left and right, contains eight lines scratched in boustrophedon style. It was discovered in the fill of a household pit located ca 50 m from the place where, in 1982, a fragmentary lead letter also of the 2nd quarter of the 6th century BC was found. Both the archaeological context (e.g. Attic pottery and ‘proto-Thasian’ amphorae were absent in the pit) and the palaeographic peculiarities of the inscription allow us to date the find under consideration to the 1st half or even the 2nd quarter of the 6th century BC. This is the early pit-dwelling period in the occupation of the Berezan settlement. Despite the poor state of preservation of the letter here published, it may be concluded that it probably belongs to letters of economic contents, in particular, to a correspondence between a merchant who conducted large-scale exporting operations on the Berezan and his counteragent.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.004 |
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".