Resource-based cities' development path and evolution mechanism in Northeast China——an man-land relationship perspective
Why this work is in the frame
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Bibliographic record
Abstract
Resource-based cities'problems are the focus and dilemma of city problems all around the world.The resource-based cities have profound connotation of man-land relationships.Based on the study of the spatial-temporal characteristics of man-land relationship evolution of resource-based cities in Northeast China,the essay concludes that:the man-land relationship evolution of resource-based cities in Northeast China have experienced four main stages,and become mitigating;industrial structures,urban functions,and spatial distribution show spatial differentiation characteristics significantly.The spatial-temporal differentiation of man-land relationship evolution of resource-based cities in Northeast China is affected by the comprehensive functions of historical bases,technological and institutional changes,spatial location,and differences of resources endowment.
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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 | 0.001 | 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