Canada – Export Credits and Loan Guarantees for Regional Aircraft (WT/DS222/R) A Comment
Bibliographic record
Abstract
This panel report represents another installment in the long-standing litigation between Canada and Brazil over subsidization of sales of commuter jets by both countries. The report addresses a set of claims by Brazil closely related to prior claims concerning the practices of the Export Development Corporation as well as industrial policy entities in the Canadian province of Quebec. Brazil specifically challenged certain recent transactions where these federal and provincial entities provided certain kinds of financing assistance in connection with the sale of Bombardier aircraft (namely to Air Wisconsin, Atlantic Coast Airlines, Comair, Kendell, and Air Nostrum). For the most part the panel applied existing jurisprudence on export subsidies to the factual record. In particular, the panel applied a “private investor principle”, verifying in all instances whether the conditions that were granted by the export development and industrial policy agencies were more favorable than the conditions that were available from alternative private sources.
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.002 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.020 | 0.009 |
| Insufficient payload (model declined to judge) | 0.016 | 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".