Into the Wasteland: Applying Equality Principles to Medical Inadmissibility in Canadian Immigration Law
Bibliographic record
Abstract
Le principe bien ancr6 qui ressort des lois et de la jurisprudence et fait que des privileges et non des droits sont accord6s aux 6trangers concourt, avec les 616ments sociaux, biom6dicaux et 6conomiques rattach6s aux handicaps, a former un mur quasi insurmontable pour les personnes handicap6es qui tentent de s'installer au Canada. L'auteur 6tudie l'opportunit6 d'une analyse pouss6e en mati re d'6quit6 afin que le terrain hostile qu'est le droit de l'immigration au Canada devienne accessible aux personnes handicap6es et conclut que les injustices du droit doivent faire 1' objet d'un examen beaucoup plus minutieux par toutes les couches de la soci6t6 pour qu'un changement soit possible.
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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 | 0.011 | 0.034 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.024 | 0.050 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.008 | 0.008 |
| Insufficient payload (model declined to judge) | 0.008 | 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 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".