Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 it