Reviewing the limitations of publicly funded adult developmental services in Ontario: exposing ableist assumptions within the administrative process
Bibliographic record
Abstract
This paper considers the ways that publicly funded developmental services for adults with developmental disabilities in southern Ontario are limited in how they support clients. This paper is informed by field research conducted in the summer of 2019, which was composed of semi-structured interviews, focus groups, and a policy review. Informed by parent advocates who are the main caregivers of their adult children labelled with intellectual and developmental disabilities, this paper claims that the administrative processes of the Ontario ministry that manages and funds adult disability services relate to broader exclusionary patterns among adults with developmental disabilities. I explore this claim by reviewing how common ableist assumptions of people with developmental disabilities are ingrained in the policies and administrative processes of these services. I contribute to ongoing discussions among Critical Disability Scholars of the ways that disability as a social category can be articulated outside of ableist assumptions.
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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 | 0.074 | 0.102 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.026 | 0.042 |
| Scholarly communication | 0.018 | 0.011 |
| Open science | 0.005 | 0.011 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".