Сельское Хозяйство России в Условиях Санкций (Russian Agriculture in Conditions of Sanctions)
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
Russian Abstract: Россия 7 августа 2014 г. ввела ограничения на ввоз продовольствия из стран ЕС, США, Канады, Норвегии и Австралии (далее – антисанкции) в ответ на санкции в отношении России, связанные с политическими событиями на Украине.Этот шаг был воспринят многими внутри страны, тем более – за рубежом, с удивлением, поскольку Россия на момент введения антисанкций продолжала оставаться крупным импортером продовольствия.English Abstract: Russia has introduced restrictions for import of food from EU countries, the USA, Canada, Norway and Australia (further – anti-sanctions)on August 7, 2014 in response to the sanctions against Russia connected with political events in Ukraine.This step has been apprehended by many within the country, especially – abroad, with surprise as Russia at the time of introduction of anti-sanctions continued to remain the large importer of food.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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