Manor of the Early Scythian Time from the Western Bilsk Fortified Settlement
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The article considers one of the aspects of adaptation of the population to the natural conditions and landscape of the developed territory of the left-bank forest-steppe, taking into account social and household needs and occupations. For the first time ever, a comprehensive study of the available materials from the excavation of ashhill 28 from the Western Bilsk fortified settlement and application of layout and spatial modeling method have offered various options for the scientific reconstruction of a dugout as a residential center of sedentary population. The volumetric-spatial construction of a residential building is based on planigraphic, stratigraphic observations, and the conclusions of researchers about the climatic, topographic features of the microregion. The manor existed in the first quarter of the 6 th century BC.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.015 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it