Analysis on the Relationship Between Social Economic Development and Land Use in Arid Regin of Northwest China—A Case of Jiayuguan City
Bibliographic record
Abstract
Land is the foundation of existence and development.As the key production element,land resources have played a very important role in the social economic development in arid northwest region.This research studied the relationship between social-economic development and land use in Jiayuguan city.The results indicated there are significant correlations among cultivated land,orchard land,construction land,uncultivated land,population and economy development,urbanization,industrialization,restructure and reforestation policy.Besides,affected by economy,the area of construction land has a fluctuation change,and it has been made fully after overcoming difficulties.At last,according to a series of problems about land use,some innovation ideas and stratagem measures were put forward for sustainable land use in the following regional social-economic development in Jiayuguan city.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".