Generations in Historical Science: The Hvostovs Dynasty
Bibliographic record
Abstract
The thematic justification of the researched problem comes from the need to identify a family basis, linking generations from parents to children transmitting not only traditions and eternal values, but also scientific knowledge, particularly when this knowledge is not simply accepted and perceived, but also implemented professionally, including as a continuation of the life of older generations. The purpose of the article is to examine and catalogue the materials about the Hvostovs Russian dynasty of historians. They are: a leading historian of antiquity at the beginning of the 20th century Mikhail Mikhailovich Hvostov (1872-1920), his son, a prominent Soviet historian of international relations and foreign policy of Russia, academician Vladimir Mikhailovich Hvostov (1905-1972) and his daughter, the doctor of historical sciences, a leading scientific employee of the Institute of world history, Russian Academy of Sciences, the head of the
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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".