International regime conflict in trade and environment: the Biosafety Protocol 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
Trade and environment constitute regimes in international relations: they are vehicles for cooperation between nation states that permit governments to address various subjects such as commercial non-discrimination, reduction of pollution, reciprocity and sustainable development. The issues of food safety and agricultural biotechnology (i.e., genetically modified organisms or GMOs) have been raised in both regimes, and have been managed in different and arguably inconsistent manners. In the trade regime, food safety and ag-biotech are mainly subject to the US-backed principle of ‘scientific risk assessment’ established in the WTO's Sanitary and Phytosanitary Agreement, while in the environment regime they would likely be addressed through the more politically based ‘precautionary principle’, promoted by the EU and represented in the Cartagena Protocol on Biosafety. Both the trade and environment regimes are rules-based, but conflict between them diminishes the force of precision and obligation needed to make rules effective. Furthermore, there is a danger that regime conflict could expand, thereby reducing the opportunity to promote an optimal relationship between science and society in the future.
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 | 0.000 |
| Science and technology studies | 0.000 | 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