The Chinese Enigma: Impacts of WTO Accession Upon Canadian and U.S. Exports and Imports
Bibliographic record
Abstract
China's accession to the World Trade Organization (WTO) is an important milestone in the integration of this nation into the world economy. Substantial reduction in trade barriers by China, one of the world's largest and most rapidly growing economies, is expected to have a significant impact, both on China itself and on the global economy. In assessing likely impacts on trade between China and North America of China joining the WTO, a priori one might expect new opportunities for China in labor intensive activities/products, while for the United States and for Canada one might expect added export market opportunities, as China grows, in activities/products that require land, resources and capital. However, the extent to which China and its trading partners will benefit from China's increasing integration into the global economy will largely depend on the internal changes in policy and infrastructure that may be adopted by China. China has embarked on a process of economic reform, but the speed and extent to which this continues to be pursued will affect this nation's ability to capitalize on its comparative advantages and to meet new challenges that are associated with the opportunities of access to a larger market. The difficulty of forecasting such internal changes means that China continues to be a major source of uncertainty in projecting world markets and trade flows. This uncertainty is particularly evident for trade in agricultural products
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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".