An Inconvenient Truth: A Sustainable Healthcare System Requires Chronic Disease Prevention and Management Transformation
Bibliographic record
Abstract
Canada's initial success at shortening wait times will not transform our healthcare system unless it is matched with equal success in the prevention and management of chronic diseases. A growing body of evidence highlights the significant gap between recommended care and actual care received for those at risk for or living with chronic illnesses. This quality gap not only results in significant preventable morbidity and mortality but also lengthens wait times for healthcare services and threatens the sustainability of our healthcare system. A national strategy on chronic disease prevention and management (CDPM) that leverages the federal, provincial and territorial (FPT) response to wait times will not only transform chronic illness care but also help to ensure the sustainability of our healthcare system. We begin this paper by highlighting some of the facts behind this inconvenient truth. We then review and provide examples of several best practices in CDPM. We suggest that these best practices provide the foundation for a national CDPM strategy and argue that the FPT mandate for wait times be expanded to encompass CDPM and result in "care guarantees." We conclude with a high-level preliminary analysis of costs and benefits of this strategy to transform CDPM in Canada.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".