P-Wave Area Predicts New Onset Atrial Fibrillation in Mitral Stenosis: A Machine Learning Approach

P-Wave Area Predicts New Onset Atrial Fibrillation in Mitral Stenosis: A Machine Learning Approach

Introduction: Mitral stenosis is associated with an atrial cardiomyopathic process, leading to abnormal atrial electrophysiology, manifesting as prolonged P-wave duration (PWD), larger P-wave area, increased P-wave dispersion (PWDmax—PWDmin), and/or higher P-wave terminal force on lead V1 (PTFV1) on...

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Bibliographic Details
Main Authors: Gary Tse, Ishan Lakhani, Jiandong Zhou, Ka Hou Christien Li, Sharen Lee, Yingzhi Liu, Keith Sai Kit Leung, Tong Liu, Adrian Baranchuk, Qingpeng Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-05-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
mitral stenosis
mitral valve
P-wave area
decision tree
machine learning
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2020.00479/full

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