First Diagnose, Then Treat: What Ails the Doha Round?
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 The commonplace tendency is to blame the difficulties of the Doha Round of multilateral trade negotiations on the World Trade Organization (WTO) itself. In contrast, I suggest in the first section of this article that exogenous structural factors, especially changing commodity prices and trade flows, fatally undermined the Round. In the second section, I discount the significance of endogenous institutional factors such as the number of participants, the size of the agenda, or the Single Undertaking, although design failures, notably in the ‘modalities’ for negotiation, did hurt. But what hurt even more was the way the WTO, in common with most multilateral organizations, has not caught up with the shifting centre of gravity in global governance. The trading system is no longer a transatlantic bargain. The regulatory issues on the twenty-first century trade policy agenda will inevitably be negotiated in Geneva, but only after a new trans-Pacific accommodation recognizes China's central role.
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.004 |
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