Informative possibilities of materials on the history of the peoples of South-Eastern Europe on the site "Cossacks of the XV-XXI centuries"
Bibliographic record
Abstract
An article, written on the basis of an electronic source base for researching the history of the South Ukrainian Cossack army in the last quarter of the 18th century (website "Cossacks of the ХV-ХХІ centuries"), examines the history of the close relationship of the Ukrainian Cossacks with the events of political and economic life and the national liberation competitions of the peoples of Moldova, Romania (Wallachia and Northern Dobruja), Bulgaria, Greece, Albania, Serbia, Turkey, Poland, Austria. At the same time, little-studied topics of the fate of the Zaporozhian Cossacks and Cossacks from South-Eastern Europe as part of irregular formations after 1775. The question is raised about the introduction of materials into scientific circulation from archival collections of Austria, Romania, Bulgaria, Greece, Serbia, Croatia, Turkey in order to create comprehensive generalizing studies on the issues under consideration.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".