Counterfactuals and Contingency in WTO Dispute Settlement History
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
Abstract With the benefit of hindsight, much scholarship across political science, law, and economics has told the story of the international trade regime as if it had been pulled all along by a definite aim. By contrast, this article emphasizes the contingent aspects of the trade regime's development, looking especially to its dispute settlement mechanism. The very creation of the Appellate Body had by no means a certain outcome, and once created, the tribunal's evolution was largely unanticipated by states. An often-overlooked actor played a key role in that development: the WTO Secretariat. Drawing on recent findings, this article lays out the full extent of the Secretariat's role in dispute settlement, which remains largely hidden from view, and deliberately so. From appointing adjudicators and managing their remuneration, to providing them with legal arguments and drafting final rulings, the Secretariat of the WTO looms larger than in any comparable tribunal. Making its influence more transparent, I argue, would go a long way to returning the system to the shape it was designed to have at its outset.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.009 | 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