Management of Land Resources with Consideration of Agricultural Land Zoning Indices
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
Land management as a state system of measures aimed at providing the population with food, providing other sectors of the national economy with raw materials at the optimal level of investment in resources and their maximum return in compliance with environmental goals, as well as programs to ensure standards and requirements for land use of agricultural enterprises aimed at acquiring ecologically clean crop and livestock products while preserving natural resources.The management of land resources of agricultural enterprises based on agricultural zoning indicators is proposed, which provides information on regionalized crops and crop rotation types that are most suitable for growing at a particular agricultural enterprise, implementation of technological measures for land use and protection, the level of impact on productivity, and use efficiency of land by an agricultural enterprise.Criteria features of land zoning types that shape agrarian zoning, identification of their impact on the development of agricultural enterprises in the land management system have been identified.The component structure of agrarian zoning as a branch zoning of lands in the agrarian sector of the economy has been singled out and disclosed to improve management actions to form a competitive agricultural producer.Given the classification features of the elements of ecological zoning, which are part of the agricultural zoning, there are restrictions on the cultivation of certain crops on the territory of the agricultural enterprise, taking into account its local characteristics.Economic indicators in performing the economy such as specialization, concentration, and skillful integration of production will help increase the efficiency of land use of agricultural producers.Social and economic classification features of agricultural zoning will determine the level of employment and integration of labor.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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