The Canadian Medical Insurance and the Care of the Elderly A Lesson for Taiwan
Bibliographic record
Abstract
This is a study of the health insurance, especially the care of the elderly in Canada and how these Canadian programs could help Taiwan to develop a qualitative care for its citizens. The characteristics of the Canadian health insurance system as revealed through its upheld principle are namely, universality, accessibility, comprehensiveness, portability and public administration. These principles have served as guidelines to all Canadian health care programs. In regard to the care of the elderly in Canada, the best example is Ontario's program of Human Habitat. This program is based on idea called the Eden Alternative which emphasizes a wholistic atmosphere of a living environment. Home care is another way the Canadian government developed to enhance the elderly's self-worth by helping them live in their own familiar homes with dignity and comfort. Taiwan is contemplating a social program to help her elderly. A monthly cheque similar to the Canadian old age pension is under consideration at the moment. Would Taiwan develop a good qualitative program? If so, the Canadian system could serve as good model for Taiwan to ponder.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 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".