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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Bohn Stafleu van Loghum
2019
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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. |
format | Online Article Text |
id | pubmed-6712147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Bohn Stafleu van Loghum |
record_format | MEDLINE/PubMed |
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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