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 article attempts to identify a new vase-painter. In his works he usually didn’t even mark the mouths of the figures on the B-sides of the vessels; therefore we suggest calling him the Silence Painter. Here enumerated are 20 pelikai, including a fragmented one, that were supposedly painted by him. The vessels were divided into four groups according to their size and subjects. Some of the subjects are discussed in detail. The Silence Painter worked in the middle — the third quarter of the 4th century BCE. Some of his vessels were discovered in Olynthus, Lesbos and Karia, but the main customers lived in the North Pontic region, where fifteen pelikai were found. Their subjects and compositions are typical for the Kerch style. The Silence Painter was a mediocre craftsman, who used themes and designs that had been already invented by his predecessors.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.016 | 0.020 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.008 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.036 | 0.021 |
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