Bibliographic record
Abstract
The paper examines a small series of two-handled gray-clay vases and lekanes from the Maeotian sites of the Kuban region. All the vessels were made on rapidly rotating pottery wheels. Greek amphorae, found together with the vessels in the same burials, allow us to determine precise chronological framework for each complex and vessel type. The main common specific feature of the vases type is two vertical arched handles located on the rim. These vessels were produced under the influence of ancient pottery and come in two types: type 1 – on a high hollow pallet; type 2 – on a low ring pallet. Vases of type 1 date back to the end of the first quarter to the second quarter of the 4th century BC. The chronology of vases of the second type is limited to the end of the first quarter – the end of the 4th century BC. The two double-handled bowls that in details repeat the exact shape of the Greek lekane of the late 5th – early 4th century BC belong to a specific type of the studied tableware. The Maeotian lekanes come from burials of the first quarter of the 4th century BC. The established time frame of the gray-clay vases and lekanes of the Maeotian culture enables their use in determining chronology of the burials which contain no amphorae or other material suitable for precise dating.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 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) | 0.005 | 0.001 |
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".