Bibliographic record
Abstract
The latest decision of the Appellate Body in Canada - Renewable Energy (412, 426) 1 establishes criteria for the determination of a subsidy granted through public procurement. In particular, the decision establishes criteria for the determination of whether the supplier of goods or services to the government has received a 'benefit', which is a prerequisite for the existence of a subsidy pursuant to Article 1.1 (b) of the Agreement on Subsidies and Countervailing Measures of the WTO ('SCM Agreement'). Although the dispute was about a prohibited subsidy scheme with a local content requirement, in its discussion, the Appellate Body relies heavily on the rule established under Article 14.1(d) of this agreement, which applies to the calculation of a 'benefit' for the purpose of a countervailing duty investigation. This provision reads in relevant part as follows: [A]ny . . . method [for the calculation of a benefit in countervailing duty investigation] shall be consistent with the following guidelines: (d) the . . . purchase of goods by a government shall not be considered as conferring a benefit unless . . . the purchase is made for more than adequate remuneration. The adequacy of remuneration shall be determined in relation to prevailing market conditions for the good . . . in question in the country of . . . purchase (including price, quality, availability, marketability, transportation and other conditions of purchase or sale).
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 | 0.020 | 0.046 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.028 |
| Scholarly communication | 0.014 | 0.018 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.018 | 0.016 |
| Insufficient payload (model declined to judge) | 0.015 | 0.003 |
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".