Once More unto the Breach: Confronting the Standard of Review (Again) and the Imperative of Correctness Review when Interpreting the Scope of Refugee Protection
Bibliographic record
Abstract
The Supreme Court of Canada’s standard of review jurisprudence has been marked by the ascendancy of reasonableness as the presumptive standard of review of decisions involving an administrative tribunal’s interpretation and application of its home statute. To the extent that this approach would lead to the reasonableness review of administrative decision-makers’ interpretation of the scope and meaning of provisions of the Immigration and Refugee Protection Act that implement the basic human rights conferred in international conventions to which Canada is a party, it must be changed. Interpretations of the scope of the Refugee Convention and Convention Against Torture raise questions of law of central importance to the legal system and outside the relative expertise of decision-makers under the Act. Such questions warrant uniform and consistent answers that can ultimately only be provided by national courts. Moreover, given the serious impact of refugee protection decisions on the claimants’ life, liberty and security of the person, tolerating divergent interpretations of basic human rights through reasonableness review is arbitrary and contrary to the rule of law. Accordingly, the potential for inconsistent interpretations must be resolved decisively through correctness review.
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 | 0.139 | 0.304 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.014 | 0.063 |
| Scholarly communication | 0.029 | 0.024 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.033 | 0.040 |
| Insufficient payload (model declined to judge) | 0.002 | 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".