PROCEEDINGS OF THE INTERNATIONAL ROUND TABLE IN MEMORY OF PROFESSOR NIKOLAI L. MUSKHELISHVILI
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
On October 13, 2023, within the framework of the VI Congress of the Russian Religious Studies Society, an international round table in memory of professor Nikolai Lvovich Muskhelishvili was held at the Orthodox St. Tikhon‘s University for the Humanities in Moscow. Due to the hybrid format of presentations, the round table was attended by former colleagues of Nikolai L. Muskhelishvili from Russia, Italy, Great Britain, Canada and Ukraine. The roundtable was moderated by Mikhail Maksimovich Bazlev and Alexey Viktorovich Yudin. The article contains edited materials presented by the participants of the round table, restored and edited from the record. Their purpose is to attempt to restore the image of professor Muskhelishvili, the tasks he set and the meanings that unfolded around him and thanks to him.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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