Fig 1.
Overall workflow for prediction risk of HTN.
Table 1.
Names, descriptions, and categorizations of the 13 common features selected using four feature selection methods.
Table 2.
Performance of the five ML models and their stacking models with two-class balancing.
Fig 2.
ROC curves of the six predictive models.
Fig 3.
SHAP values: Impact of risk factors on prediction outcome.
Table 3.
Comparison of prediction performance of exiting models for hypertension risk prediction.