A macroeconomic review of dentistry in Canada in the 2000s.
Bibliographic record
Abstract
OBJECTIVES: To describe trends in expenditures on dental health care services, the number of dental health care professionals and self-reported dental visits and cost barriers to dental care in Canada from 2000 to 2010. METHODS: Data on licensed dental professionals; total expenditures on dental care, both public and private; and mean per capita amount spent on dental care were obtained from the Canadian Institute for Health Information. Information on self-reported dental visits and cost barriers to dental care were collected from the Canadian Community Health Surveys and the Canadian Health Measures Survey. To compare Canada with other countries, data from the Organisation for Economic Co-operation and Development (OECD) were used. RESULTS: From 2000 to 2010, the number of licensed dental professionals increased by 35%, with a particularly large rise in the number of dental hygienists (61%). Total real expenditures on dental care, after adjusting for inflation, increased by 56%, while the percentage of dental care expenditures paid by private insurance and through public funds decreased. Mean per capita expenditures increased from $233.94 in 2000 to $327.84 in 2010. Compared with other OECD countries, Canada ranked among the highest in mean per capita spending on dental care, but among the lowest in terms of public share. The proportion of people reporting a dental visit in the past year increased from 60.3% in 2001 to 75.5% in 2009, and those reporting cost barriers increased from 15% in 2001 to 17% in 2009. CONCLUSIONS: The dental care market appears to be growing, with increases in licensed dental professionals, total and mean per capita dental care expenditures and self-reported dental visits. However, these increases are not necessarily associated with greater effectiveness in meeting population needs and outcomes, such as equity in financing, delivery and improvements in oral health. Concerns with the financing of dental care and related issues of access may have implications for the future of dental care in Canada.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.020 | 0.048 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".