A Demonstration of the Regional Structure of China's Imports and Exports with Its Symmetry
Why this work is in the frame
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Bibliographic record
Abstract
This paper analyses on the regional structure of China's imports and exports with Balance index, Herfindahl-Hirschman index, Diversity index and Evenness index. This paper comes to a conclusion that the whole and inside regional structure of exports in the ten regions are becoming better, the whole regional structure of imports in the ten regions are becoming better, while the inside regional structure of imports in the ten regions are becoming worse, the symmetry between Mainland China and Canada is the best, the symmetry between Mainland China and Taiwan and Hong Kong is the worst, and so on. So China should carry out the exportation stratagem of multi-market, the importation stratagem of multi-market and the stratagem of FDI.
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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