Positioning and development path of urban agglomerations of the Guanzhong-Tianshui economic zone under the background of low garbon economy
Bibliographic record
Abstract
Urban agglomeration is an important carrier of the national economy,it is an important indicator to measure the socio-economic development level of a country or a region,it's also an important spatial form and development poles of the urban and regional economic development,it has become the principal pattern of the development of China's urbanization.The interaction between the various cities of urban agglomeration can produce the integral economic benefits which the single city can not produce,thereby to achieve a win-win situation in which 1 +1 2.Under the background of low carbon economy,China's urban agglomeration will definitely carry out a new round accelerated development.This article analyzes the main features and development foundation of Guanzhong-Tianshui economic zone in the process of urban agglomeration development,by a comparative study of five major city groups in mid-west China,in the end it comes up with the development approach of urban agglomeration
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".