System-Level Reform in Healthcare Delivery for Patients and Populations Living With Chronic Disease
Bibliographic record
Abstract
Healthcare in Canada has generally not kept pace with the evolving needs of patients since the creation of medicare in the 1960s. Budgets for hospitals, physicians and prescription drugs make up the bulk of spending in health, despite the need for better prevention and management of chronic disease, the needed expansion of home-based care services and the call for reform of front-line primary care. Over the past decade, a number of Canadian health authorities have adopted the US-based Institute for Healthcare Improvement Triple Aim philosophy (better population health, better patient experience and better per capita cost of care) in order to build system-level change. The Atlantic Healthcare Collaboration was one attempt to initiate system-level reform in healthcare delivery for patients living with chronic disease.
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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 | 0.011 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.011 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.041 | 0.050 |
| Insufficient payload (model declined to judge) | 0.007 | 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".