Implementation of a community‐based hypertension control program in Matanzas, Cuba
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
Increased blood pressure is a leading risk factor for death worldwide, and improving the control of hypertension is a major health goal to reduce non-communicable disease. Thus, in 2016, as part of a regional effort between the Pan American Health Organization and Cuban Ministry of Public Health to reduce cardiovascular risk and disease, a community demonstration project was implemented to enhance hypertension control. The intervention project was in a population of 25 868 people served by the Carlos Verdugo Martínez Polyclinic in Matanzas, Cuba. The project implemented interventions currently recommended in the World Health Organization HEARTS modules, including a standardized clinical training program with certification for blood pressure measurement, routine screening for hypertension in clinics and in the community, a simple directive pharmacologic treatment algorithm, and a registry with performance reporting and feedback. Qualitative and quantitative program monitoring and evaluation was established. In a 2010 national survey, the prevalence of hypertension and the rate of hypertension control were estimated to be 31% and 36%, respectively. Following less than one year of the full implementation of the program, the prevalence of hypertension, proportion of the hypertensive population registered as having hypertension, proportion of those drug-treated who were controlled, and estimated population rate of control were 30%, 90%, 68%, and 58%, respectively. Based on these positive results, the program has been expanded to include another demonstration program initiated in a second region. In addition, preliminary efforts to disseminate and scale-up aspects of the program to the full Cuban population have started.
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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 | 0.001 | 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 | 0.001 |
| 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 it