Science-based Risk Regulation under the SPS Agreement of the WTO: An Appraisal Post-<i>US/Canada Continued Suspension of Obligations in the EC-Hormones</i> Dispute
Bibliographic record
Abstract
Abstract: The SPS Agreement is the result of a negotiated compromise between the minimization of negative trade effects and the protection of human, animal, and plant life or health. These seemingly contradictory purposes along with the textual indeterminacy of the agreement led to several interpretative challenges during the dispute settlement process, resulting in the development of the rich jurisprudence under the SPS agreement. It is in this connection, this study seeks to examine the major rulings under the SPS agreement for evaluation of the scope of regulatory discretion vested with the national authorities to establish the appropriate level of protection vis-á-vis the basic rights and obligations of the member states. The study summarizes the key achievements of the SPS case-laws in the progressive development of the SPS regime.
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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 | 0.022 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.009 | 0.018 |
| Scholarly communication | 0.014 | 0.002 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".