Две находки архаических костяных накладок на ножны из Северного Причерноморья
Bibliographic record
Abstract
The paper deals with the finds of bone plates for scabbard mouth found in 2015 in the North Black Sea Region. Two bone plates for the same scabbard were found in Myrmekion in a layer of the first quarter of the 5th century BC. An onlay from an excavation site at the Berezan Island is dated to the second half of the 6th century BC. The scabbards decorated with these plates were made for the sword of makhaira (kopis) type. These finds support the idea that the abundance of this type of swords in the North Black Sea Region had existed from the Archaic period. A finding of a sword of the Greek type in a layer of a site at the Bosporus proves that Greek colonists continued to use a Greek set of weapons which disproves an opinion about the widespread adoption of the barbarian offensive weapons set.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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; both teacher heads agree on what is shown here.
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".