Revisiting NGO Participation in WTO and Investment Dispute Settlement: From Procedural Arguments to (Substantive) Public Interest Considerations
Bibliographic record
Abstract
Summary A nuanced analysis of relevant decisions suggests that some investment dispute settlement tribunals have gone beyond the World Trade Organizations (WTO) largely procedural approach to non-governmental organization (NGO) participation in their proceedings and have adopted a relatively more substantive approach. This article suggests that this difference of approach stems from three characteristic differences between international trade and foreign investment — the political economy of the international trade and foreign investment orders, the substantive effects of trade and investment activities, and their dispute settlement mechanisms. However, these general differences are by themselves insufficient to justify excluding a substantive public interest approach to NGO participation at the WTO, especially in view of the fact that WTO tribunals have conceded limited participatory privileges to these non-state actors.
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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 | 0.064 | 0.072 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.011 | 0.052 |
| Scholarly communication | 0.027 | 0.021 |
| Open science | 0.006 | 0.012 |
| Research integrity | 0.022 | 0.027 |
| Insufficient payload (model declined to judge) | 0.005 | 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".