Сельское Хозяйство России в Условиях Санкций (Russian Agriculture in Conditions of Sanctions)
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.
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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 | 0.001 |
| 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 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".