Recalibrating the WTO Dispute Settlement System: Towards New Standards of Appellate Review
Bibliographic record
Abstract
ABSTRACT This paper analyses the legal nature of the dispute settlement system in the World Trade Organization. It places the Panel stage at the heart of it and stresses the crucial role of the World Trade Organization Secretariat. It submits proposals for structural reform. It qualifies Panel reports as a product of a legal agency process in global administrative law. It consequently recalibrates the role of the Appellate Body with a view to bring about checks and balances. This paper explores the neglected role of standards of review of the Appellate Body vis-à-vis Panels. While securing a continued leading role of the Appellate Body on constitutional issues and fundamental principles of the system, it suggests a more deferential standard of reasonableness in reviewing Panel findings on World Trade Organization rules.
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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 | 0.414 | 0.510 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.010 | 0.004 |
| Science and technology studies | 0.007 | 0.029 |
| Scholarly communication | 0.032 | 0.021 |
| Open science | 0.009 | 0.010 |
| Research integrity | 0.017 | 0.015 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".