Planes, Trains and Automobiles: The Impact of the WTO ‘Court’ on Canada in its First Ten Years
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Observers interested in the nature and scope of judicial policy-making traditionally focused on the extent to which domestic courts shaped national policy arrangements. With the emergence of more robust international tribunals, however, many are raising questions about the degree to which foreign judges are influencing domestic legal regimes. This project addresses one corner of this debate by analysing the impact of the WTO ‘court’ on Canada. The legal challenges have provoked considerable controversy as the country has lost, either in whole or in part, each case brought against it. Moreover, there has been widespread public concern about these disputes as many have involved significant social issues. Yet despite the country’s successive defeats before the WTO ‘court’, the policy impact of the trade tribunal has been relatively modest. Contrary to suggestions, the WTO dispute settlement mechanism has not superimposed some form of neo-liberal order on the Canadian state via its judicial decision-making process.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it