Alternative Methods of Appellate Review in Trade Remedy Cases: Examining Results of U.S. Judicial and NAFTA Binational Review of U.S. Agency Decisions from 1989 to 2005
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
When the United States and Canada agreed to replace U.S. judicial review of trade remedy cases with a new dispute mechanism under Chapter 19 of the Canada‐U.S. Free Trade Agreement (now the North American Free Trade Agreement), the U.S. Congress and trade negotiators stipulated that the new dispute settlement panels would apply the U.S. law and standard of review in the same manner as U.S. courts. This requirement was embodied in the text of the agreement and has at least nominally been applied by Chapter 19 panels ever since. Empirical analysis of 17 years of decisions now allows a conclusion with a high degree of confidence that Chapter 19 panels are far more likely than U.S. courts to overturn U.S. agency decisions. Not only that, but Chapter 19 panels have produced outcomes more favorable to Canadian importers than have U.S. courts. This outcome illustrates that the facial legal terms of an international agreement may give a misleading impression of how it will actually be implemented, and suggests that greater attention must be paid to how it will be interpreted and by whom.
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.
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 | 0.003 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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