Consumer Arbitration in the Evolving Canadian Landscape
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
The prevalence of consumer arbitration as the dispute resolution mechanism of choice for business in North America' may be at risk, at least north of the border.In the three most populous Canadian provinces, Quebec, Ontario, and British Columbia, legislators and judges have declared clauses imposing arbitration unenforceable, preserving consumers' access to courts and, perhaps more significantly, access to class actions.In so doing, these jurisdictions stand in stark contrast to the Supreme Court of Canada, which recently extended its pro-arbitration posture from the commercial to the consumer law realm by enforcing an arbitration clause in an online consumer contract, thereby putting an end to the consumer's attempt to file a class action against the vendor.Absent the contrary provincial laws, this judgment would have signaled convergence between the U.S. and Canada on consumer arbitration,
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it