Russian Historical Science in the New Paradigm Conditions
Bibliographic record
Abstract
Based on the review of the methodological transformation in the world humanitaristics, which occurred in the last century, the paper discusses the peculiarities of the development in Russian historical science at the edge of the XX-XXI centuries. The spotlight is the actual problems of history and attempts of the Russian science to “embed” into the context of the new approaches. The paper highlights the civilizational approach and simplification of its understanding, as well as the interpretation of the complexity of “modernism” and “postmodernism” concepts in the sociocultural studies. The central problem is the problem of objectivity of historical knowledge in the glocalization stage and ways to its solution it in the context of the transition from the industrial to the postindustrial society. The scale of its value system is analyzed as a new milestone, which significantly modifies the methodological strategies of the historical science in particular, and the humanitaristics in general. Transdisciplinarity is presented as a new research base in the conditions of a changing paradigm.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.011 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".