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 focus of this paper in the series is Switzerland. The Swiss health care system has previously been identified as a system that provides some of the best outcomes when compared with other developed nations that maintain universal approaches to health care insurance. The Swiss health care system has also been identified as highly responsive and one in which waiting times are not considered to be a problem. A careful examination of the Swiss health care system will provide insights and information that will be useful in the Canadian debate over the future of Medicare.Health system performance — Canada compared to Switzerland: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 Swiss health care system broadly performs at a level similar, if not superior, to that in Canada. Specifically, the Canadian health care system outperforms Switzerland's in five of 13 measures examined: one of three measures of in-hospital mortality, two of three measures of primary care performance, and two of six measures of patient safety. Conversely, the Swiss health care system outperforms Canada's in eight measures: infant mortality, two of three measures of in-hospital mortality, one of three measures of primary care performance, and four of six measures of patient safety.Lessons for Canada:The combination of superior access to health care and potentially superior outcomes from the health care process with fewer resources suggests there is much Canadians can learn from the Swiss model. It must be recognized that emulating the Swiss approach to health care would require substantial reform of the Canadian system including, most significantly, a shift from a tax-funded government insurance scheme to a system of independent competitive insurers within a statutory enrollment framework. While that may be a large undertaking, the evidence suggests there may be significant benefits to doing so.The Swiss health care system departs from the Canadian model in the following important ways:•Cost sharing for all forms of medical services•Private provision of acute care hospital and surgical clinic services•Activity-based funding for hospital care•Permissibility of privately funded parallel health care•A system of statutory independent insurers providing universal services to their insured populations on a largely premium-funded basis (commonly known as a social insurance system), with individual choice of insurers and some personalization of insurance coverage
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".