Итоги проведения Второй Международной школы молодых ученых в области экономики и права на Юге России
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 given school for young scientists has become a platform for the exchange of scientific knowledge between young and experienced scientists, practitioners, representatives of power structures. Including before its participants were representatives of CEMI RAS, Moscow state University, St. Petersburg state University, Financial University under the Government of the Russian Federation, Public chamber of the Russian Federation, foreign universities (University of new Brunswick (Canada); well-known scientists from leading universities of the South of Russia. The main organizers of this school were the Krasnodar branch of Financial University under the Government of the Russian Federation, the Krasnodar regional public charitable Foundation of Scientific and educational initiatives of Kuban
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 | 0.012 | 0.006 |
| Meta-epidemiology (narrow) | 0.007 | 0.006 |
| Meta-epidemiology (broad) | 0.007 | 0.005 |
| Bibliometrics | 0.005 | 0.012 |
| Science and technology studies | 0.005 | 0.010 |
| Scholarly communication | 0.008 | 0.011 |
| Open science | 0.023 | 0.012 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.017 | 0.048 |
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