Costs and determinants of privately financed home-based health care in Ontario, Canada
Bibliographic record
Abstract
The Canadian context in which home-based healthcare services are delivered is characterised by limited resources and escalating healthcare costs. As a result, a financing shift has occurred, whereby care recipients receive a mixture of publicly and privately financed home-based services. Although ensuring that care recipients receive efficient and equitable care is crucial, a limited understanding of the economic outcomes and determinants of privately financed services exists. The purposes of this study were (i) to determine costs incurred by families and the healthcare system; (ii) to assess the determinants of privately financed home-based care; and (iii) to identify whether public and private expenditures are complements or substitutes. Two hundred and fifty-eight short-term clients (<90 days of service utilisation) and 256 continuing care clients (>90 days of utilisation) were recruited from six regions across the province of Ontario, Canada, from November 2003 to August 2004. Participants were interviewed by telephone once a week for 4 weeks and asked to provide information about time and monetary costs of care, activities of daily living (ADL), and chronic conditions. The mean total cost of care for a 4-week period was $7670.67 (in 2004 Canadian dollars), with the overwhelming majority of these costs (75%) associated with private expenditures. Higher age, ADL impairment, being female, and a having four or more chronic conditions predicted higher private expenditures. While private and public expenditures were complementary, private expenditures were somewhat inelastic to changes in public expenditures. A 10% increase in public expenditures was associated with a 6% increase in private expenditures. A greater appreciation of the financing of home-based care is necessary for practitioners, health managers and policy decision-makers to ensure that critical issues such as inequalities in access to care and financial burden on care recipients and families are addressed.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".