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A primer in artificial intelligence in cardiovascular medicine

Driven by recent developments in computational power, algorithms and web-based storage resources, machine learning (ML)-based artificial intelligence (AI) has quickly gained ground as the solution for many technological and societal challenges. AI education has become very popular and is oversubscri...

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Autores principales: Benjamins, J. W., Hendriks, T., Knuuti, J., Juarez-Orozco, L. E., van der Harst, P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Bohn Stafleu van Loghum 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6712147/
https://www.ncbi.nlm.nih.gov/pubmed/31111458
http://dx.doi.org/10.1007/s12471-019-1286-6
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author Benjamins, J. W.
Hendriks, T.
Knuuti, J.
Juarez-Orozco, L. E.
van der Harst, P.
author_facet Benjamins, J. W.
Hendriks, T.
Knuuti, J.
Juarez-Orozco, L. E.
van der Harst, P.
author_sort Benjamins, J. W.
collection PubMed
description Driven by recent developments in computational power, algorithms and web-based storage resources, machine learning (ML)-based artificial intelligence (AI) has quickly gained ground as the solution for many technological and societal challenges. AI education has become very popular and is oversubscribed at Dutch universities. Major investments were made in 2018 to develop and build the first AI-driven hospitals to improve patient care and reduce healthcare costs. AI has the potential to greatly enhance traditional statistical analyses in many domains and has been demonstrated to allow the discovery of ‘hidden’ information in highly complex datasets. As such, AI can also be of significant value in the diagnosis and treatment of cardiovascular disease, and the first applications of AI in the cardiovascular field are promising. However, many professionals in the cardiovascular field involved in patient care, education or science are unaware of the basics behind AI and the existing and expected applications in their field. In this review, we aim to introduce the broad cardiovascular community to the basics of modern ML-based AI and explain several of the commonly used algorithms. We also summarise their initial and future applications relevant to the cardiovascular field.
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spelling pubmed-67121472019-09-13 A primer in artificial intelligence in cardiovascular medicine Benjamins, J. W. Hendriks, T. Knuuti, J. Juarez-Orozco, L. E. van der Harst, P. Neth Heart J Review Article Driven by recent developments in computational power, algorithms and web-based storage resources, machine learning (ML)-based artificial intelligence (AI) has quickly gained ground as the solution for many technological and societal challenges. AI education has become very popular and is oversubscribed at Dutch universities. Major investments were made in 2018 to develop and build the first AI-driven hospitals to improve patient care and reduce healthcare costs. AI has the potential to greatly enhance traditional statistical analyses in many domains and has been demonstrated to allow the discovery of ‘hidden’ information in highly complex datasets. As such, AI can also be of significant value in the diagnosis and treatment of cardiovascular disease, and the first applications of AI in the cardiovascular field are promising. However, many professionals in the cardiovascular field involved in patient care, education or science are unaware of the basics behind AI and the existing and expected applications in their field. In this review, we aim to introduce the broad cardiovascular community to the basics of modern ML-based AI and explain several of the commonly used algorithms. We also summarise their initial and future applications relevant to the cardiovascular field. Bohn Stafleu van Loghum 2019-05-20 2019-09 /pmc/articles/PMC6712147/ /pubmed/31111458 http://dx.doi.org/10.1007/s12471-019-1286-6 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Review Article
Benjamins, J. W.
Hendriks, T.
Knuuti, J.
Juarez-Orozco, L. E.
van der Harst, P.
A primer in artificial intelligence in cardiovascular medicine
title A primer in artificial intelligence in cardiovascular medicine
title_full A primer in artificial intelligence in cardiovascular medicine
title_fullStr A primer in artificial intelligence in cardiovascular medicine
title_full_unstemmed A primer in artificial intelligence in cardiovascular medicine
title_short A primer in artificial intelligence in cardiovascular medicine
title_sort a primer in artificial intelligence in cardiovascular medicine
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6712147/
https://www.ncbi.nlm.nih.gov/pubmed/31111458
http://dx.doi.org/10.1007/s12471-019-1286-6
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