Models of Disability, Work and Welfare in Australia
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 In discourse around disability there has been a shift away from a ‘medical model’, which perceives disability as an individual problem to be ‘cured’ or contained, towards a ‘social model’. The latter focuses on the relationship between people with disabilities and their social environment, locating the required interventions within the realm of social policy and institutional practice. Drawing upon a small qualitative study conducted in Melbourne, this article argues that recent plans by the Australian government to introduce mutual obligation requirements for recipients of the Disability Support Pension (DSP) sit in tension with this shift from the medical to the social models of disability. Mutual obligation is based on the assumption that income support recipients need to be taught how to be more ‘self‐reliant’, to ‘participate’ in society more fully and to become ‘active’, rather than ‘passive’, citizens. This language appears to overlap with that used to articulate a social model, which places emphasis on participation in the community and attempts a shift away from reliance on the medical profession. However, examples from interviews conducted with current and former DSP recipients demonstrate that, in practice, mutual obligation is likely to reinforce a medical model of disability, frame DSP recipients as ‘conditional’ citizens and ignore the obligations of the state and society regarding access and inclusiveness for people with disabilities.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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