Bibliographic record
Abstract
This paper is part of a series that examines the way health services are funded and delivered in other nations. The nations profiled all aim to achieve the noble goal of Canada’s health care system: access to high quality care regardless of ability to pay. How they organize to achieve that goal differs markedly from the Canadian approach. So do their performances and results.The Swedish health care system provides some of the best outcomes when compared with other developed nations that maintain universal approaches to health care insurance. Long considered a mecca of socialist thought, it is valuable to examine how the Swedes have structured their universal access health care system to help inform the Canadian debate over the future of Medicare.Health system performance — Canada compared to Sweden: Looking at factors such as the ability of the health care system to provide healthy longevity, low levels of mortality from disease, and effective treatment for both chronic and terminal illnesses, it seems the Swedish health care system broadly performs at a level similar to if not superior to that in Canada. Specifically, the Canadian health care system outperforms the Swedish health care system in six of 17 measures examined: one of three cancer survival rates, two of three measures of primary care performance, and three of six measures of patient safety. Conversely, the Swedish health care system outperforms the Canadian health care system in nine measures: infant mortality, mortality amenable to health care, all three measures of in-hospital mortality, one of three measures of primary care performance, and three of six measures of patient safety.Lessons for Canada: The combination of similar if not superior access to health care and similar if not superior outcomes from the health care process with 26% fewer resources committed to health care suggests there is much Canadians can learn from the Swedish health care system. A Swedish-style approach to health care in Canada would primarily require important changes to financial flows within provincial tax-funded systems and a greater reliance on competition and private ownership. It would not require a marked departure from the current tax-funded, provincially managed, federally supported health care system in Canada.The Swedish health care system departs from the Canadian model in the following important ways: Cost sharing for all forms of medical services; Salary payment for physicians; Some private provision of acute care hospital services; Activity-based funding for hospital care; Broad private parallel health care sector with dual practice.
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 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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.005 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.006 | 0.010 |
| Insufficient payload (model declined to judge) | 0.014 | 0.003 |
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".