The Trade Implications of the Post-Moratorium European Union Approval System for Genetically Modified Organisms
Bibliographic record
Abstract
Trade in genetically modified (GM) products remains a major issue in international trade. In 1999, the EU imposed a temporary import ban on genetically modified organisms. In the wake of aWorld Trade Organization (WTO) case brought by the US and Canada against the import ban - which the EU lost - the EU put in place a new regulatory regime for GM products. As of March 2012, the operation of this new import regime has not been formally assessed. The first GM-crops are just now working their way through the post-moratorium regulatory system and an assessment of the operation of the regime is timely. The results of this assessment suggest that the EU's approval system is only partially based in science and thus, the potential for political interference remains. Hence, the new EU regulatory regime for GM products makes investments in trade related activities pertaining to GM products very risky.
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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 | 0.021 | 0.050 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.010 |
| Scholarly communication | 0.017 | 0.009 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.016 | 0.010 |
| Insufficient payload (model declined to judge) | 0.006 | 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".