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
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.006 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.026 | 0.024 |
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