Bibliographic record
Abstract
The article is devoted to the chronological analysis of finds from the ditch (No. 744), found out inside of the trench “The Upper City” at Phanagoria in 2016. First of all, the ditch is interesting to that it is the latest constructions of the such sort, which were characteristic for this district of the city (acropolis) in the second half of the VI–V centuries BC. It is obvious that the such short-lived objects of utility purpose digging in the earth, couldn’t be simultaneous to land constructions (including public houses). Therefore it is possible to assume that generally they appear here during the periods after destruction of houses or on the eve of construction of new buildings. In some cases the thesis can be confirmed with a stratigraphy. The ditches of 470th years BC divided houses of the most ancient construction period (the 2nd half of VI – the first decades of the V centuries BC) and houses of the 2nd quarter – the middle of the V century BC. The ditch No. 744 was filled up at a boundary of the V–IV centuries BC or in the first years of the IV century BC. This dating probably marks the beginning of a new building stage on “The Upper City” in Phanagoria.
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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 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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".