Bibliographic record
Abstract
The World Trade Organization’s (WTO’s) reliance on consensus, once valued for inclusivity and legitimacy, has become a source of deep paralysis. Under this practice, any of the 166 Members can block a decision, as shown by the veto of India, Türkiye and South Africa of the decision on the inclusion in Annex 4 of the WTO Agreement of the 2024 Investment Facilitation for Development Agreement . Such obstruction, often driven by unrelated grievances, prevents over three-quarters of Members from advancing plurilateral initiatives and undermines even basic functions, such as appointing Appellate Body members. The article highlights how consensus is defended by many, particularly the ACP and African Groups, as a safeguard for smaller and vulnerable economies against power politics. They argue the consensus principle is “non-negotiable”. By contrast, the sponsors of the Singapore Communication, including the European Union and China, denounce the abuse of consensus and call for its reform. The “responsible consensus” proposal suggests that Members blocking consensus should justify this action, engage in dialogue, and accept differentiated commitments. Critics of this proposal, however, warn that “responsible” is a vague concept and risks altering the essence of WTO decision-making. This debate encapsulates a broader struggle: how to reconcile inclusivity with effectiveness. Preserving consensus without reform risks paralysis, but changing it raises fears of eroding equality among Members.
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 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 | 0.101 | 0.122 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.013 | 0.054 |
| Scholarly communication | 0.022 | 0.023 |
| Open science | 0.004 | 0.013 |
| Research integrity | 0.021 | 0.027 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".