KURGAN-LIKE HIGHTS IN THE TERRITORY OF WOJCIECHOWKA CEMETERY (based on the study results in 2013)
Bibliographic record
Abstract
Studies of the Wojciechowka cemetery began in 1924, continued in 1948– 1949, and renewed by the Fastov Archaeological Expedition in 2011–2013. Most of the excavated barrows are dated by the mid- third quarter of the 2nd millennium BC, and refer to the classical horizons of the Komarov culture of the Tshinets cultural circle. In 2013 three kurgan-like heights were studied in different places of the site, containing materials from the Late Bronze Age – the Early Iron Age. One mound was a ritual complex, possibly a cenotaph; the other two turned out to be natural hills into which the objects of the indicated periods were sunk. The research of 2013 significantly extended the chronological range of the site’s existence, and also allows raising the question of using landscape features during performing ritual activities in the cemetery
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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 | 0.000 |
| 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) | 0.007 | 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".