Spatial interactions and express of town system in dry inland river basin based on gravity and field spread model
Bibliographic record
Abstract
The ecological environment,population distribution,urban and rural economic development in the Shiyang River Basin were studied combined with the environmental ecology,physics,statistics,city planning,regional analysis and the theory of sustainable development.With comprehensive application of remote sensing data and related statistical data.Remote sensing and GIS models were established based on internal radiation,gravitational and electric field model.Through the construction of urban and rural scale evaluation index to reflect the urban scale and radiation range.Gravity model was used to analyze the linking degree between urban and rural and the gathering capability of the towns in the basin system.Using field spread model to analyze the radiation effect between towns.Based on the above research achievement,we thoroughly discussed the integrated mode for the coordinated development of urban and rural system in Shiyang River basin,thereby providing references for comprehensive management of the ecological environment,the integration of urban and rural development and the sustainable development of economic society of the Shiyang River Basin.
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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 | 0.000 | 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 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".