Regulatory transparency, developing countries and the WTO
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
The tension in the WTO between adaptation to globalization and integration of developing countries is illustrated by one of the central norms of the regime, transparency. Experts believe democratic governance and efficient markets are both enhanced when autonomous administrative agencies are open about what they doing. WTO requirements for regulatory transparency may prove to be more straightforward for OECD countries than developing countries. The future of the WTO as a legitimate and effective international organization depends on finding modes of regulation accessible to all its Members. A review of how Canada, Brazil, South Africa, Thailand, and Uganda implement the transparency requirements of the agreements on basic telecommunications, and sanitary and phytosantitary measures found that regulatory independence and transparency are increasingly prevalent in telecommunications, but much less so in food safety. Transparency between countries appears easier than transparency within countries, and economic regulation seems easier to adapt to international norms than social regulation.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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