A Critical Appraisal of Western Cape Forum for Intellectual Disability v Government of the Republic of South Africa 2011 5 SA 87 (WCC)
Bibliographic record
Abstract
The 2011 the Western Cape Forum for Intellectual Disability v Government of The Republic of South Africa case flagged a lot of issues faced by persons with disabilities relating to access to education in South Africa. The case tackled certain perceptions about the ineducability of persons with profound and severe disability and the remaining charity-oriented perception by the South African Department of Basic Education. While the court made several important points in advancing universal access to education, the author argues that certain holes in the judgment hinders the existence of judicial finding truly infused with concerns of substantive equality. An example of this short-coming is the court's consideration of reasonableness when the right to basic education is an immediately realisable right. The author also argues that the South African developments in education policy for persons with disability, while positive, is insufficient to truly give effect to substantive equality – the claim to equality being made in the new constitutional dispensation. There is still an attitude that is too permissive of separating students based on abilism. The social model of thinking about requires a complete transformation of the education system that would not require a classification of learners by abilities but have a different constitution so as to accommodate all students and not unduly enable one group over another. The author considers the approaches from Canada and India to explore its responses to education for students with varying levels of ability. Canada's similar conception of equality and India's influence on South African constitutionalism and shared experience with massive equality gaps make these jurisdictions instructive.
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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 | 0.018 | 0.048 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.021 | 0.017 |
| Scholarly communication | 0.018 | 0.006 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.050 | 0.034 |
| Insufficient payload (model declined to judge) | 0.005 | 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".