A Study on Trade of Complementarity among Xinjiang and Its Neighboring Countries
Why this work is in the frame
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Bibliographic record
Abstract
Using the revealed comparative advantage index and the trade complementarity index, this paper studies the revealed comparative advantages and structural complementarities of export products of Xinjiang and its neighboring countries. The study indicates that, on the view of revealed comparative advantage, the electronic products, machinery and miscellaneous manufactured products made in Xinjiang and China's mainland have significant comparative advantages; on the view of trade complementarity, the trade complementarity indexes of imports among Xinjiang and its neighboring countries are decreasing, while the trade complementarity indexes of exports among Xinjiang and its neighboring countries show are ascending; on the view of the revealed comparative advantage and the trade complementarity, the trade structures among Xinjiang and its neighboring economies are mainly complementary, and subsidiarily competitive.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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