National evaluation of policies governing funding for wheelchairs and scooters in Canada
Bibliographic record
Abstract
BACKGROUND: Wheelchairs, scooters, and related equipment are essential for the well-being of individuals with limited mobility and impact participation, health, and quality of life. PURPOSE: Our objective was to identify and evaluate policies governing equipment funding for Canadian adults. We reviewed funding legislation and program documentation for adult Canadians (≥18 years of age) covered by their provincial, territorial, or federal health care plan. Documents were obtained online or through administrative staff. Policy evaluation was guided by the Disability Policy Lens from the Canadian Disability Policy Alliance. KEY ISSUES: Coverage ranges from full funding for all individuals within the jurisdiction to programs limited by strict eligibility criteria. Each jurisdiction defines "disability" or "basic/essential need" differently, contributing to further funding disparities. IMPLICATIONS: Funding policies differ substantially across Canada, resulting in unequal access to equipment dependent on province or territory. We identified eligibility, funding, definitions of mobility, repair and replacement, and prescriber requirement benchmarks that represent policy targets for improved access.
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.
How this classification was reachedexpand
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 | 0.002 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".