Trade Remedy Actions in NAFTA: Agriculture and Agri‐Food Industries
Bibliographic record
Abstract
The economic rationale for trade remedy law, while always weak, is undermined by the formation of free trade areas. However, due to political pressure, first CUSFTA and then NAFTA have continued the use of domestic antidumping and countervailing duty laws. With the lowering of border protection, it was feared that there would be an explosion of trade remedy law as NAFTA was implemented. This article examines data on the use of anti‐dumping and countervailing duty investigations in agriculture, and analyses the incidence between NAFTA partners before and after the implementation of free trade, and compared to the incidence with other countries. Given the cost of current AD and CVD suits, options are explored for alternative methods to resolve AD and CVD suits. Evaluation of options hinges on goals held for dispute resolution within NAFTA. Given continued political opposition to eliminating AD and CVD processes, increasing the options for resolving these suits may reduce their overall costs.
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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 | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.005 | 0.002 |
| 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".