Mound Group on the Southwestern Edge of the “Soldatskaya Slobodka” Microdistrict in the City of Kerch (Preliminary Review Based on the Results of Excavations in 2022)
Bibliographic record
Abstract
The article provides a brief overview of the excavation results of a group of burial mounds situated on the edge of Soldatskaya Slobodka microdistrict in Kerch performed in 2022. In total, five barrows have been explored. The main burial complexes are represented by cremations accompanied by funeral repast, a stone crypt with a dromos, a cist and a stone crypt with a short ground dromos. They date from the end of the fifth to the beginning of the fourth centuries BC and the third quarter of the fourth century BC. There were only few secondary burials; they supposedly were committed between the third and fourth quarters of the fourth century BC, in the end of the fourth century or in the beginning of the third century BC and in the second half of the second century AD
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How this classification was reachedexpand
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".