Why the study?
Do machine learning models improve the accuracy of early heart disease detection?
Population
Patients evaluated for heart disease and heart failure
Comparison
Machine learning models for heart disease… vs Comparison among different machine learning models
Design
Other
Authors
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ML models warrant further testing for heart disease detection; leaves open any clinical benefit pending prospective validation.
Do machine learning models improve the accuracy of early heart disease detection?
Machine learning models, particularly those utilizing XGBoost and SVM, offer potential tools for clinicians to improve the early detection and diagnosis of heart disease.
Nagavelli et al. (2022) studied this question.