LAYOUTS OF SETTLEMENTS IN NORTHWESTERN CRIMEA IN THE SECOND HALF OF I C. BC - FIRST QUARTER OF I C. AD
Bibliographic record
Abstract
Статья представляет собой часть серии, посвященной планировкам позднескифских поселений Северо-Западного Крыма. Ее цель - выделение главных характеристик позднескифской застройки в регионе, проверка рабочей гипотезы о преемственности планировок на протяжении всего «позднескифского» периода, сравнение облика поселений Северо-Западного Крыма с синхронными памятниками соседних регионов. Тема настоящей статьи - планировки второй половины I в. до н. э. - первой четверти I в. н. э. Это время можно признать периодом расцвета поселений. Они достигают максимальных размеров, вокруг укреплений формируются «посады». Планировки поселений выглядят упорядоченными. Единицами застройки выступают многокомнатные дома, которые блокируются в кварталы. Характерная черта - использование греческих сооружений. В начале периода поселения укреплены различными оборонительными сооружениями, к концу они полностью или частично теряют свое значение. The paper is one in a series exploring the layout of late Scythian settlements in northwestern Crimea. It is aimed to identify key characteristics of late Scythian buildings in the region, test the working hypothesis on continuity of layouts throughout the entire ‘late Scythian’ period, and compare the look of settlements in northwestern Crimea with that of contemporaneous sites in the neighboring regions. This paper focuses on settlement layout in the second half of the 1 century BC - first quarter of the 1 century AD. Settlements of that period reached peak in their development. Settlements reached maximum size, with trading quarters (suburbs) appearing around fortified settlements. The layout of a settlement appears to follow a regular pattern. Housing units are buildings with many rooms constructed in residential quarters. Settlement development is characterized by use of Greek constructions. Early in the period settlements were fortified with various defensive structures which lost their importance partly or completely.
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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 | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| 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".