Bibliographic record
Abstract
XVII начала XVIII вв. произошло окончательное становление российской денежной системы на Стародубщине.The currency system of the malorosia part of the Bryansk region of the XVII-XVIII centuries is conditionally divided in several periods. In the beginning of the XVII century the Russian currency system spread out over that territory. The currency circulation of the malorosia part of the Bryansk region (1618-1648) was actually Polish-Lithuanian. Features of the currency circulation (1648 1685) were conditioned by political events running in that area.In the middle of the third quarter of XVII century the prevailing value of the currency system still belonged to Rech Pospolitaya but starting from 1860 coins of Russian state appeared. Those were russian copper kopecks and efimok with a sign. From the 80-s of XVII to the beginning of XVIII the definitive formation of the Russian currency system was established in Starodubsky region.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.033 | 0.009 |
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".