Spatial Agglomeration and Spatial Organizational Association of Top 100 Enterprises in Shenyang
Why this work is in the frame
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Bibliographic record
Abstract
Minimum spanning tree and alternative parametric method were respectively employed to analyze the spatial agglomeration and spatial organizational associations of top 100 enterprises in Shenyang city. Results revealed that:(i)The headquarters of top 100 enterprises had a characteristic of spatial agglomeration,and showed obvious spatial differentiation;(ii)The top 100 enterprises presented some certain characteristics of new industrial space;(iii)The spatial organization network of top 100 enterprises was integrated by associations in the east-west extending mode,radiation mode and scatter mode;(iv) Equipment manufacturing played a key role in the spatial agglomeration and spatial organizational associations;(v) East-west direction was the major direction which the industry of Shenyang had extended to.
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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) | 0.001 | 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