Constructivism, Embedded Liberalism and Anti-Dumping Canadian Public Interest Query as Case Study of Embedded Liberalism
Bibliographic record
Abstract
The majority of proposals for international anti-dumping reform focus almost entirely on the relevant economic factors - consumer welfare losses and gains. Therefore, almost all proposals come to the exact same conclusion; in light of the enormous welfare losses suffered by domestic consumers, international anti-dumping law should be repealed in its entirety, or at least replaced by some form of international competition law. However, this analysis views the issue of anti-dumping law through the constructivist lens, and more specifically, the embedded liberalism view of international trade law. From this perspective, economics alone does not grasp the constitutive realities at play in anti-dumping law; domestic perspectives of legitimacy and fairness shape the contours of international anti-dumping law and these constitutive norms espouse a view that protectionism, in a variety of different shapes and forms, is as much a part of international trade law as the traditional laissez-faire liberalist approach. This article concludes that public interest inquiries, which form part of a small number of countries' anti-dumping laws, embrace the constitutive realities at play in antidumping law and provide an opportunity for development of legitimate international antidumping reform. This article examines the Canadian approach to public interest inquiry in anti-dumping, including recent developments.This article concludes that the current Canadian experience demonstrates that embracing a public interest inquiry as part of anti-dumping reform may provide true hope for future development based on an embedded liberalism view of international trade relations.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.034 | 0.041 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".