Disability and Employment Policy in Canada: National Policy Variation for Working Age Individuals
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 analyses and compares disability policies for working-age individuals in Canada with a focus on the mode of policy provision and type of measure to determine the degree to which direct funding is used in this country. To consider policy diversity in this federal system, policies are compared using a mixed-methods approach. Using quantitative methods, federal, provincial and territorial policies are first compared using hierarchical cluster analysis. This provides evidence of three distinct clusters in Canada according to policy provision and measure type. In a second, qualitative analysis, the disability strategies of four provinces’ (British Columbia, Ontario, Newfoundland and Labrador and Quebec) are compared, to determine over arching policy orientations. Findings indicate that policy provision in Canada largely favours money over services. Furthermore, most provinces emphasize either health or integration measures over substantive measures. Despite these commonalities, significant variation persists across Canada. This extends to poverty and disability reduction strategies with two of the four provinces having a broader orientation while the other two provinces focus specifically on employment as a means of social inclusion. The article concludes with a discussion on the state of employment policies for individuals with a disability in Canada.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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