The Mechanism of the State Regulation of Sustainable Development of Rural Areas
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 sustainable development of rural areas is a factor of national security in modern Russia. Existing measures of state support are aimed at modernization of agricultural production with the purpose of overcoming the systemic crisis of agriculture and ensuring food security of the country. The effectiveness of measures aimed at social development of rural areas has led to some strengthening of social infrastructure, but had no significant impact on the depopulation of the rural population due to the high natural attrition and migration, the cause of which lies in low quality of rural life and unpopularity of rural lifestyle and agricultural labor. The solution of mentioned problems in most regions of the country necessitates revision of the current policy of sustainable development of rural areas. The present study argues the main drawbacks of the implemented state programs and represents suggestions for improvement of the mechanism of the state regulation of sustainable development of rural areas in Russia.
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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 | 0.001 | 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 | 0.001 | 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