Epidemiology of Valvular Heart Disease in Asia Pacific Region
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
Valvular heart disease poses a significant health burden in the Asia-Pacific region, with its epidemiology varying widely across countries caused by diverse socioeconomic and health care situations. Rheumatic heart disease remains prevalent, especially in low- to middle-income areas, while degenerative valvular diseases are emerging in developed regions caused by an aging population. Significant disparities in access to health care and intervention result in variable clinical outcomes. In the past decade, transcatheter interventions have revolutionized the management of patients with valvular heart disease globally. In the Asia-Pacific region, the uptake and development of transcatheter valvular interventions has been slow until recent years. Continued collaboration across the Asia-Pacific region is essential to mitigate the impact of the upcoming surge of valvular heart disease in this diverse and rapidly changing area.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.004 |
| 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