Hypertension Attitude PersPEctives and Needs (HAPPEN): A Real‐World Survey of Physicians and Patients With Hypertension in China
Bibliographic record
Abstract
The Hypertension Attitude PersPEctives and Needs (HAPPEN) survey was a real-world survey of cardiologists, nephrologists, and patients with treated hypertension at level 3 hospitals in China. It aimed to characterize the attitudes and behavior of physicians and patients and to identify possible causes of poor blood pressure (BP) control. Randomly selected participants (100 cardiologists, 30 nephrologists, 400 patients) completed face-to-face interviews investigating BP control rates, consulting behavior, prescribing patterns, and attitudes toward hypertension management. Perceived levels of BP control were high; 70% of physicians and 85% of patients believed that BP targets were achieved, despite only 31% of patients achieving targets. Physician satisfaction with control rates and patient satisfaction with treatment were high. Differences in perceived and actual levels of BP control may be driving therapeutic inertia. In combination with inadequate patient evaluation and support services, therapeutic inertia may contribute to poor BP control among patients with treated hypertension in China.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".