Word and Man: on the occasion of centenary of the birth of academician Nikita Ilytch Tolstoy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.013 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it