Indigenous Australians, Intellectual Disability and Incarceration: A Confluence of Rights Violations
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: This article reviews the health and wellbeing of Aboriginal and Torres Strait Islander Australians with intellectual disability in the Australian prison system through a human rights lens. There is an information gap on this group of Australian prisoners in the health and disability literature and the multi-disciplinary criminal law and human rights law literature. This article will consider the context of Indigenous imprisonment in Australia and examine the status of prisoner health in that country, as well as the status of the health and wellbeing of prisoners with intellectual disability. It will then specifically explore the health, wellbeing and impact of imprisonment on Indigenous Australians with intellectual disability, and highlight how intersectional rights deficits (including health and human rights deficits) causally impact the ability of Indigenous Australians with intellectual disability to access due process, equal recognition and justice in the criminal justice and prison system. A central barrier to improving intersectional and discriminatory landscapes relating to health, human rights and justice for Indigenous Australian inmates with intellectual disability, and prisoners with intellectual disability more broadly in the Australian context, is the lack of sufficient governance and accountability mechanisms (including Indigenous-led mechanisms) to enforce the operationalisation of consistent, transparent, culturally responsive, rights-based remedies.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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