The Economics of public health care reform in advanced and emerging economies
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Health care reform will be a key fiscal policy challenge in both advanced and emerging economies in coming years. In the advanced economies, the health sector has been one of the main drivers of government expenditure, accounting for about half of the rise in total spending over the past forty years. These spending pressures are expected to intensify over the next two decades, reflecting the aging of the population, income growth, and continued technological innovations in health care. These spending increases will come at a time when countries need to undertake fiscal consolidation to reduce public debt ratios in the wake of the global financial crisis. In the emerging economies, health care reform is also a key issue, given substantial lags in health indicators and limited fiscal resources. For these economies, the challenge will be to expand public coverage without undermining fiscal sustainability. This book provides new insights into these challenges and potential policy responses, with cross-country analysis and case studies
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it