Word and Man: on the occasion of centenary of the birth of academician Nikita Ilytch Tolstoy
Bibliographic record
Abstract
The book is dedicated to the memory of academician Nikita Ilytch Tolstoy (1923—1996) and coincided with the centenary of his birth. It involves the papers and memoirs by a wide range of specialists in Slavic studies — N.I. Tolstoy’s colleagues, students and successors from different countries: Russia, Ukraine, Belarus, the Czech Republic, Bulgaria, Serbia, Slovenia, Austria, Germany, France, Canada and Japan. Their articles cover a variety of topics and issues that used to be subjects of N.I. Tolstoy’s scientific interest and were reflected in his works on Slavic lexicology and semasiology, dialectology and areal linguistics, history of Slavic literary languages and literatures, folklore, Slavic traditional culture mythological roots, cultural semiotics, history of Slavic studies. The volume finishes with the publication of another piece of N.I. Tolstoy’s epistolary heritage.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".