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Emerging role of artificial intelligence in cardiac electrophysiology

Artificial intelligence (AI) and machine learning (ML) have significantly impacted the field of cardiovascular medicine, especially cardiac electrophysiology (EP), on multiple fronts. The goal of this review is to familiarize readers with the field of AI and ML and their emerging role in EP. The cur...

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Autores principales: Kabra, Rajesh, Israni, Sharat, Vijay, Bharat, Baru, Chaitanya, Mendu, Raghuveer, Fellman, Mark, Sridhar, Arun, Mason, Pamela, Cheung, Jim W., DiBiase, Luigi, Mahapatra, Srijoy, Kalifa, Jerome, Lubitz, Steven A., Noseworthy, Peter A., Navara, Rachita, McManus, David D., Cohen, Mitchell, Chung, Mina K., Trayanova, Natalia, Gopinathannair, Rakesh, Lakkireddy, Dhanunjaya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9795267/
https://www.ncbi.nlm.nih.gov/pubmed/36589314
http://dx.doi.org/10.1016/j.cvdhj.2022.09.001
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author Kabra, Rajesh
Israni, Sharat
Vijay, Bharat
Baru, Chaitanya
Mendu, Raghuveer
Fellman, Mark
Sridhar, Arun
Mason, Pamela
Cheung, Jim W.
DiBiase, Luigi
Mahapatra, Srijoy
Kalifa, Jerome
Lubitz, Steven A.
Noseworthy, Peter A.
Navara, Rachita
McManus, David D.
Cohen, Mitchell
Chung, Mina K.
Trayanova, Natalia
Gopinathannair, Rakesh
Lakkireddy, Dhanunjaya
author_facet Kabra, Rajesh
Israni, Sharat
Vijay, Bharat
Baru, Chaitanya
Mendu, Raghuveer
Fellman, Mark
Sridhar, Arun
Mason, Pamela
Cheung, Jim W.
DiBiase, Luigi
Mahapatra, Srijoy
Kalifa, Jerome
Lubitz, Steven A.
Noseworthy, Peter A.
Navara, Rachita
McManus, David D.
Cohen, Mitchell
Chung, Mina K.
Trayanova, Natalia
Gopinathannair, Rakesh
Lakkireddy, Dhanunjaya
author_sort Kabra, Rajesh
collection PubMed
description Artificial intelligence (AI) and machine learning (ML) have significantly impacted the field of cardiovascular medicine, especially cardiac electrophysiology (EP), on multiple fronts. The goal of this review is to familiarize readers with the field of AI and ML and their emerging role in EP. The current review is divided into 3 sections. In the first section, we discuss the definitions and basics of AI, ML, and big data. In the second section, we discuss their application to EP in the context of detection, prediction, and management of arrhythmias. Finally, we discuss the regulatory issues, challenges, and future directions of AI in EP.
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spelling pubmed-97952672022-12-29 Emerging role of artificial intelligence in cardiac electrophysiology Kabra, Rajesh Israni, Sharat Vijay, Bharat Baru, Chaitanya Mendu, Raghuveer Fellman, Mark Sridhar, Arun Mason, Pamela Cheung, Jim W. DiBiase, Luigi Mahapatra, Srijoy Kalifa, Jerome Lubitz, Steven A. Noseworthy, Peter A. Navara, Rachita McManus, David D. Cohen, Mitchell Chung, Mina K. Trayanova, Natalia Gopinathannair, Rakesh Lakkireddy, Dhanunjaya Cardiovasc Digit Health J Review Artificial intelligence (AI) and machine learning (ML) have significantly impacted the field of cardiovascular medicine, especially cardiac electrophysiology (EP), on multiple fronts. The goal of this review is to familiarize readers with the field of AI and ML and their emerging role in EP. The current review is divided into 3 sections. In the first section, we discuss the definitions and basics of AI, ML, and big data. In the second section, we discuss their application to EP in the context of detection, prediction, and management of arrhythmias. Finally, we discuss the regulatory issues, challenges, and future directions of AI in EP. Elsevier 2022-09-27 /pmc/articles/PMC9795267/ /pubmed/36589314 http://dx.doi.org/10.1016/j.cvdhj.2022.09.001 Text en © 2022 Heart Rhythm Society. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Kabra, Rajesh
Israni, Sharat
Vijay, Bharat
Baru, Chaitanya
Mendu, Raghuveer
Fellman, Mark
Sridhar, Arun
Mason, Pamela
Cheung, Jim W.
DiBiase, Luigi
Mahapatra, Srijoy
Kalifa, Jerome
Lubitz, Steven A.
Noseworthy, Peter A.
Navara, Rachita
McManus, David D.
Cohen, Mitchell
Chung, Mina K.
Trayanova, Natalia
Gopinathannair, Rakesh
Lakkireddy, Dhanunjaya
Emerging role of artificial intelligence in cardiac electrophysiology
title Emerging role of artificial intelligence in cardiac electrophysiology
title_full Emerging role of artificial intelligence in cardiac electrophysiology
title_fullStr Emerging role of artificial intelligence in cardiac electrophysiology
title_full_unstemmed Emerging role of artificial intelligence in cardiac electrophysiology
title_short Emerging role of artificial intelligence in cardiac electrophysiology
title_sort emerging role of artificial intelligence in cardiac electrophysiology
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9795267/
https://www.ncbi.nlm.nih.gov/pubmed/36589314
http://dx.doi.org/10.1016/j.cvdhj.2022.09.001
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