К истории возвращения волжских калмыков в Россию: взгляд сквозь века
Bibliographic record
Abstract
In 2005 the president of Kalmyk Republic K. Ilumzhinov initiated the national project directed on association of all Kalmyk people. The president offered to overcome historical split of the Kalmyk people (which happened in 1771 century as a result of the escape a part of the Kalmyks in Tsin China) by means of the integration of the Chinese Kalmyks living in China PRC with Volga's kalmyks. Taking into account the fact of forthcoming and political event that is not important only for Kalmyk Republic, but also for Russia as a whole. It is rather urgent to address to history and to explore how the question about returning of the Kalmyks in Russia was solved between Russian and Tsin China in the end of the XVIII century. Author using wide range of archives data examines the decision of the «torgout question» in Russian-Chinese relations in the last quarter of the XVIII century.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".