Letters to the authorities as the modus vivendi of the Russian professorship and as a constant of Russian Culture (cross-cutting sociological & historicо-philological view)
Bibliographic record
Abstract
The article is devoted to the interdisciplinary study of “letters to the authorities” of the Russian scientific and pedagogical community in the XVIII–XXI centuries. The phenomenon of constant is postulated in the conditions of the two-hundred-year history of the relationship between the Russian government and the Russian scientific and pedagogical community as a consequence of tradition and mentality within the framework of Russian linguoculture. The constant epistolary formats are analyzed — letters to the tsar (XVIII — early XX century), letters to leaders or the head of state (XX — early XXI century), letters to the press, so-called “open letter” (XX — the beginning of the XXI century), letters on the Internet — blogs and posts as a stylistic continuation of the “open letter” (the first quarter of the XXI century).
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.007 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".