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)
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 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).
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 it