КЕРАМИКА ПОСЕЛЕНИЯ ГОВЯДИНОВО (ИЗ ИССЛЕДОВАНИЙ В.И. СМИРНОВА, 1925-1926, 1928 ГГ.)
Bibliographic record
Abstract
The paper considers ceramics obtained as a result of works on the settlement Goviadinovo held by Kostroma scientifi c society under the leadership of V.I. Smirnov in 1925-1926, 1928. Settlement Goviadinovo is the monument of a multiple settling, the main complex of ceramics from it corresponds with the second half of the II Millennium BC. The review of materials of the settlement allows examine the issues related to the cultural situation in the territory of the Kostroma lowland in the Late Bronze Age. The author makes a conclusion about the presence of some mixed features in ceramics of the Late Bronze Age, obviously manifested as a result of contacts of population groups and the infl uence of diff erent traditions of ceramics manufacturing. The author also attempts to highlight its individual features and analyzes the ceramics of the second – the beginning of the third quarter of the I Millennium AD.
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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 | 0.001 | 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 | 0.002 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".