Bibliographic record
Abstract
The WTO dispute settlement system has been its “crown jewel” during its first 16 years. Members have brought over 400 disputes, half of which have proceeded through to completion or settlement, making the WTO the most prolific international dispute resolution system in the world today. In this time of economic turbulence and uncertainty, it is important to the overall legitimacy and credibility of the WTO to ensure that the dispute settlement system remains strong and effective, able to meet the challenges of the future. As a result of the Uruguay Round negotiations, the dispute settlement system was significantly modified with the creation of the Appellate Body; reverse consensus decisions for establishment of panels, adoption of panel and Appellate Body reports, and authorization of suspension of concessions; as well as specific timeframes for stages of the dispute settlement proceedings. However, many of the operational aspects of the ad hoc panel system were not significantly modified in the Uruguay Round. The panel system has developed by gradual evolution since the first working party was formed in the 1950s. The panel system has served the WTO well in the past, but is it time, after over 60 years’ experience with ad hoc panels, to consider a dispute tribunal for the WTO?
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 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 | 0.004 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".