Guilt by Association: Ezokola’s Unfinished Business in Canadian Refugee Law
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
Abstract Guilt by association is an insufficient ground on which to deny international refugee protection. This was the finding in Ezokola v. Canada, a landmark case holding that Article 1F(a) of the Refugee Convention requires a “voluntary, knowing and significant contribution” to a crime or criminal purpose before a refugee claimant can be excluded from protection on the basis of alleged involvement in international crimes. However, the same kinds of underlying acts that were before the Supreme Court of Canada in Ezokola – and are routinely considered under the Article 1F(a) exclusion framework – are also assessed under a second, distinct part of Canada's refugee system called the inadmissibility framework. This article explores the relationship between exclusion and inadmissibility, and demonstrates critical differences in the scope of each framework. We ultimately conclude that Canada's inadmissibility provisions bar asylum seekers from refugee protection on grounds broader than those permitted under Article 1F(a). This renders Canada's refugee claims system fundamentally inconsistent with the Refugee Convention and means that the business started in Ezokola urgently needs to be finished.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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