Bibliographic record
Abstract
Chapter 19 of the North American Free Trade Agreement (NAFTA) replaced court review of U.S. antidumping and countervailing duties with binding review by special binational panels of trade experts. It requires these panels to apply the same standard of review that U.S. courts use in trade remedy cases. Despite the centrality of this requirement to the Chapter 19 panel system, these panels have not adhered to this mandate. Chapter 19 panels overturn U.S. agency rulings much more often than the courts. In fact, they apply two different standards of review: exacting scrutiny where foreign producers and governments appeal, and near-absolute deference to agencies when U.S. industries appeal. In contrast, panels have shown great deference to Canadian agency determinations (which almost invariably find dumping exists) and favor Canadian industries seeking duties as often as foreign producers seeking their reduction or elimination. Previously suggested explanations - that Chapter 19 appeals involve different facts, that U.S. courts are inept, or that U.S. industries have captured U.S. agencies - fail to explain these phenomena. Rather, these discrepancies result from conflicting views about trade laws within the U.S. government, the relatively greater incentive of the Canadian government to control the Chapter 19 process through panel appointments and political action, and a procedural structure that makes it easy for panelists to override the U.S. legislative process. Proponents of free trade have, with some reason, warmly received Chapter 19. These discrepancies, however, may reduce the credibility of international dispute settlement and impede negotiations of other agreements.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.060 | 0.131 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.013 | 0.005 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.018 | 0.008 |
| Open science | 0.006 | 0.005 |
| Research integrity | 0.018 | 0.009 |
| Insufficient payload (model declined to judge) | 0.071 | 0.115 |
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".