A fractal study on the scale structure of the urban system in Jilin Province
Why this work is in the frame
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Bibliographic record
Abstract
This paper commences with the application of the fractal theory on study of urban systems. Based on the fractal dimension of Hausdorff,the fractal dimension of the scale structure was calculated with Zipf rule in Jilin Province.It was showed that this region's urban systems have the fractal properties.And it also showed that fractal theory fits the calculation and analysis on the scale structure of urban system in Jilin Province.According to the fractal properties,the paper analyzed the distribution characteristic and existent problems of the scale structure of urban system.On the basis of calculating and analyzing the scale structure of urban system with fractal theory,the paper puts forward some suggestions of the urban systems of the Jilin Province.
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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 | 0.000 | 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