Metal Products of the Bolshiye Kuchugury Hillfort (stray finds of 1950—1970s)
Why this work is in the frame
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Bibliographic record
Abstract
The author analyzes metal products found at the hillfort of Bolshiye Kuchugury in 1950—1970 as stray finds. Among them, of interest are a few iron tools for woodworking and agriculture, a mortar and a bracelet with benevolent inscriptions, a gold ring, and a silver ingot-sauma. The analysis of the cultural and chronological attribution of the discoveries showed that their dating doesn’t go beyond the second half of the 14th — first quarter of the 15th century. The latter doesn’t agree with the view of a number of researchers, according to which the hillfort of Bolshiye Kuchugury (Ordu city) existed until the middle — third quarter of the 15th century. Trade development of population of the hillfort of Bolshiye Kuchugury is indicated by the discoveries of silver ingots-sauma. Products similar to the ones from “Kuchugury” were distributed across large territories of the Golden Horde. Absence of such discoveries at synchronous monuments in the Lower Dnieper region may indicate that their appearance in the region was not the result of trade links. Some of the products find direct analogies among the sites in the Volga region (Bulgar ulus) and moved along with the population of the Mamay Horde.
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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 | 0.011 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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