Special Schooling for Indigenous Students: a New Form of Racial Discrimination?
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 Recent reports on Indigenous education have revealed that high proportions of students have been placed in special classes for intellectual disability or behaviour disorders. This is not an isolated phenomenon. Indigenous students in Canada and Romani children in Europe are also disproportionately represented in special schooling. This paper asks whether systemic racism, which fails to perceive cultural differences between the ethos of Australian educational systems and the experiences and abilities of Indigenous students, is the catalyst for placing many Indigenous students in special schooling, away from the mainstream. The paper applies an analysis based on anti-discrimination law to argue that while allocation on the basis of intellectual disability or behaviour disorders may not be deliberate racism, the criteria developed for the allocation may be measuring conformity to the dominant culture. If the policies underlying this segregation are unreasonable in the circumstances, they could constitute indirect racial discrimination against Indigenous students. Educational authorities could be liable in law, even though the effect on Indigenous students is unintentional and said to be for the students’ “own good”.
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.
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 | 0.001 | 0.000 |
| 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) | 0.000 | 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 it