Map of Archaeological Sites Tracts Adzhiel in the Eastern Crimea, According to Different Sources
Bibliographic record
Abstract
Publication devoted to the study, by means of geo-information system, of one of the districts of the Kerch Peninsula - Tracts Adzhiel - the territory adjacent to the gully Adzhiel and her sleeves. The important ways of migration of the Scythians and other peoples from Europe to Asia, probably, passed there in ancient times. And also there are located one of the largest on the peninsula ancient fortified settlement “Belinskoye”, as well as many other monuments. The study of the territory was carried out on the squares of the graticule military topographic maps of the General Headquarters of the Soviet Union a scale of 1: 100,000. As the information sources, were used old topographic maps Russia of the end XIX century, scale 1: 42,000 (the so-called “verstovka” - 1 “versta” - 1066,8 m in one inch), maps of the General Headquarters of the Soviet Union, scale 1: 25,000, aerial photographs of the 70-es of XX century, space images of Google Earth, the data presented in scientific publications and reports. The results lead to the conclusion that on the survey area in the XIX century there were at least 150 barrows of which are currently on satellite images clearly visible only 22 and at least 12 other types of archaeological sites - settlements, ground necropols, fortifications, most of which were not previously the subject to archaeological excavations. The detailed study of these objects is planned already on the ground in the course of future work.
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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 | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.018 | 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; 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".