'Australia - Apples': How the WTO appellate body dealt with the application of jurisprudence from the 'Continued Suspension' dispute
Bibliographic record
Abstract
This article deals with the issues raised during the 'Australia - Measures affecting the Importation of Apples from New Zealand' ('Australia - Apples') appeal about the application of the standard of review guidance set down by the Appellate Body in 'US/Canada - Continued Suspension of Obligations in the EC - Hormones Dispute' ('US/Canada - Continued Suspension'). In 'US/Canada - Continued Suspension' the Appellate Body made what appeared to be a clear statement of what is expected of panels conducting a review of the consistency of a Member's risk assessment with the Member's obligations under the 'World Trade Organization Agreement on Sanitary and Phytosanitary Measures' ('SPS Agreement'). The 'Australia - Apples' dispute was being conducted before a World Trade Organization Panel when this detailed guidance was provided by the Appellate Body. Australia's appeal from the Panel's findings was the first occasion on which the Appellate Body had the opportunity to return to what it had said on the appropriate standard of review. This article describes the developments in this area of the law, the arguments made and the issues arising in Australia's appeal of the Panel's findings in 'Australia - Apples'. It considers approaches taken to applying this guidance, such as how to assess the expert judgments and scientific opinions of risk assessors where these form the basis of the risk assessment in question. The article also describes how the Appellate Body treated the Panel's attempts to apply the guidance. Finally, the article analyses the development, if any, of the jurisprudence on the standard of review that may be evident from the Appellate Body's approach in 'Australia - Apples'.
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.
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 | 0.110 | 0.135 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.022 |
| Scholarly communication | 0.029 | 0.017 |
| Open science | 0.005 | 0.014 |
| Research integrity | 0.043 | 0.034 |
| Insufficient payload (model declined to judge) | 0.004 | 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".