‘Not disabled enough’: Episodic disabilities and the Ontario Disability Support Program
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
Persons living with episodic disabilities who apply for long-term income assistance in Ontario, Canada are often denied eligibility because of the questionable legitimacy of their shifting medical conditions. Since there are no official categories for persons with episodic disabilities to fit in because they are not entirely well (and employable) nor entirely sick (and unemployable), they are judged as ‘not disabled enough’ within the existing parameters of assistance. Drawing on a series of longitudinal, semi-structured interviews with eight respondents in Toronto, all of whom applied for, but were denied, long-term assistance, we examine the tension between how episodic disabilities are embodied versus the manner in which ‘disability status’ is legislatively constructed. Implications reconsidering the logistics of fixed categories and strategies addressing the wider spectrum of the experience of disability for policy are addressed.Keywords: disability, episodic, Ontario Disability Support Program, ODSP, definitions, embodiment, legitimate
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.012 |
| 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