semantic_scholarYonsei medical journal2026-08-01
Machine Learning-Based Risk Stratification Model to Guide Cardiopulmonary Exercise Training in Cardiovascular Patients.
Hawon Na, G. Lee, Young Jae Kim, K. Kim, Ju Kang Lee
TL;DR: A machine-learning model was established to categorize exercise-related risk types during cardiopulmonary rehabilitation, serving as a decision-support tool for the safe and effective training of cardiovascular patients.
PURPOSE In cardiovascular patients, precise risk stratification is crucial for minimizing exercise-related risks and optimizing treatment efficacy during cardiac rehabilitation. Existing classification criteria vary among organizations, necessitating a comprehensive assessment of…