An Incremental Approach to Filling Protection Gaps in Equality Rights for Persons with Disabilities
Bibliographic record
Abstract
Abstract The Convention on the Rights of Persons with Disabilities (CRPD) guarantees that persons with disabilities (‘PWD’) are to be equal before and under the law. There are almost identical equality guarantees in the Canadian Charter of Rights and Freedoms and Hong Kong's mini constitution – the Basic Law. Australia boasts similar legislative equality guarantees for PWD. The CRPD Committee has interpreted the right broadly, whereas constitutional courts have taken a proportionality approach, balancing the right to substantive equality against competing concerns. The tension between these methods of rights protection means the CRPD is being positioned as an alternative model of rights protection, but it is not an alternative mechanism for enforcement. This article calls on the Committee to modify its guidance to make suggestions to state parties as to how incremental advances in rights protection can be immediately implemented, even if in the short-term, these advances fall short of full inclusion.
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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 | 0.031 | 0.052 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.007 | 0.015 |
| Open science | 0.006 | 0.016 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.013 | 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".