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The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases

This narrative review delves into the potential of artificial intelligence (AI) in predicting, stratifying risk, and personalizing treatment planning for congenital heart disease (CHD). CHD is a complex condition that affects individuals across various age groups. The review highlights the challenge...

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Detalles Bibliográficos
Autores principales: Mohsin, Syed Naveed, Gapizov, Abubakar, Ekhator, Chukwuyem, Ain, Noor U, Ahmad, Saeed, Khan, Mavra, Barker, Chad, Hussain, Muqaddas, Malineni, Jahnavi, Ramadhan, Afif, Halappa Nagaraj, Raghu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cureus 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469091/
https://www.ncbi.nlm.nih.gov/pubmed/37664359
http://dx.doi.org/10.7759/cureus.44374
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author Mohsin, Syed Naveed
Gapizov, Abubakar
Ekhator, Chukwuyem
Ain, Noor U
Ahmad, Saeed
Khan, Mavra
Barker, Chad
Hussain, Muqaddas
Malineni, Jahnavi
Ramadhan, Afif
Halappa Nagaraj, Raghu
author_facet Mohsin, Syed Naveed
Gapizov, Abubakar
Ekhator, Chukwuyem
Ain, Noor U
Ahmad, Saeed
Khan, Mavra
Barker, Chad
Hussain, Muqaddas
Malineni, Jahnavi
Ramadhan, Afif
Halappa Nagaraj, Raghu
author_sort Mohsin, Syed Naveed
collection PubMed
description This narrative review delves into the potential of artificial intelligence (AI) in predicting, stratifying risk, and personalizing treatment planning for congenital heart disease (CHD). CHD is a complex condition that affects individuals across various age groups. The review highlights the challenges in predicting risks, planning treatments, and prognosticating long-term outcomes due to CHD's multifaceted nature, limited data, ethical concerns, and individual variabilities. AI, with its ability to analyze extensive data sets, presents a promising solution. The review emphasizes the need for larger, diverse datasets, the integration of various data sources, and the analysis of longitudinal data. Prospective validation in real-world clinical settings, interpretability, and the importance of human clinical expertise are also underscored. The ethical considerations surrounding privacy, consent, bias, monitoring, and human oversight are examined. AI's implications include improved patient outcomes, cost-effectiveness, and real-time decision support. The review aims to provide a comprehensive understanding of AI's potential for revolutionizing CHD management and highlights the significance of collaboration and transparency to address challenges and limitations.
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spelling pubmed-104690912023-09-01 The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases Mohsin, Syed Naveed Gapizov, Abubakar Ekhator, Chukwuyem Ain, Noor U Ahmad, Saeed Khan, Mavra Barker, Chad Hussain, Muqaddas Malineni, Jahnavi Ramadhan, Afif Halappa Nagaraj, Raghu Cureus Cardiology This narrative review delves into the potential of artificial intelligence (AI) in predicting, stratifying risk, and personalizing treatment planning for congenital heart disease (CHD). CHD is a complex condition that affects individuals across various age groups. The review highlights the challenges in predicting risks, planning treatments, and prognosticating long-term outcomes due to CHD's multifaceted nature, limited data, ethical concerns, and individual variabilities. AI, with its ability to analyze extensive data sets, presents a promising solution. The review emphasizes the need for larger, diverse datasets, the integration of various data sources, and the analysis of longitudinal data. Prospective validation in real-world clinical settings, interpretability, and the importance of human clinical expertise are also underscored. The ethical considerations surrounding privacy, consent, bias, monitoring, and human oversight are examined. AI's implications include improved patient outcomes, cost-effectiveness, and real-time decision support. The review aims to provide a comprehensive understanding of AI's potential for revolutionizing CHD management and highlights the significance of collaboration and transparency to address challenges and limitations. Cureus 2023-08-30 /pmc/articles/PMC10469091/ /pubmed/37664359 http://dx.doi.org/10.7759/cureus.44374 Text en Copyright © 2023, Mohsin et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Cardiology
Mohsin, Syed Naveed
Gapizov, Abubakar
Ekhator, Chukwuyem
Ain, Noor U
Ahmad, Saeed
Khan, Mavra
Barker, Chad
Hussain, Muqaddas
Malineni, Jahnavi
Ramadhan, Afif
Halappa Nagaraj, Raghu
The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title_full The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title_fullStr The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title_full_unstemmed The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title_short The Role of Artificial Intelligence in Prediction, Risk Stratification, and Personalized Treatment Planning for Congenital Heart Diseases
title_sort role of artificial intelligence in prediction, risk stratification, and personalized treatment planning for congenital heart diseases
topic Cardiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469091/
https://www.ncbi.nlm.nih.gov/pubmed/37664359
http://dx.doi.org/10.7759/cureus.44374
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