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Intelligent health system for investigation and consenting COVID-19 patients and precision medicine

Advancing frontiers of clinical research, we discuss the need for intelligent health systems to support a deeper investigation of COVID-19. We hypothesize that the convergence of the healthcare data and staggering developments in artificial intelligence have the potential to elevate the recovery pro...

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Detalles Bibliográficos
Autor principal: Ahmed, Zeeshan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Future Medicine Ltd 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544483/
https://www.ncbi.nlm.nih.gov/pubmed/34619976
http://dx.doi.org/10.2217/pme-2021-0068
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author Ahmed, Zeeshan
author_facet Ahmed, Zeeshan
author_sort Ahmed, Zeeshan
collection PubMed
description Advancing frontiers of clinical research, we discuss the need for intelligent health systems to support a deeper investigation of COVID-19. We hypothesize that the convergence of the healthcare data and staggering developments in artificial intelligence have the potential to elevate the recovery process with diagnostic and predictive analysis to identify major causes of mortality, modifiable risk factors and actionable information that supports the early detection and prevention of COVID-19. However, current constraints include the recruitment of COVID-19 patients for research; translational integration of electronic health records and diversified public datasets; and the development of artificial intelligence systems for data-intensive computational modeling to assist clinical decision making. We propose a novel nexus of machine learning algorithms to examine COVID-19 data granularity from population studies to subgroups stratification and ensure best modeling strategies within the data continuum.
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spelling pubmed-85444832021-10-28 Intelligent health system for investigation and consenting COVID-19 patients and precision medicine Ahmed, Zeeshan Per Med Perspective Advancing frontiers of clinical research, we discuss the need for intelligent health systems to support a deeper investigation of COVID-19. We hypothesize that the convergence of the healthcare data and staggering developments in artificial intelligence have the potential to elevate the recovery process with diagnostic and predictive analysis to identify major causes of mortality, modifiable risk factors and actionable information that supports the early detection and prevention of COVID-19. However, current constraints include the recruitment of COVID-19 patients for research; translational integration of electronic health records and diversified public datasets; and the development of artificial intelligence systems for data-intensive computational modeling to assist clinical decision making. We propose a novel nexus of machine learning algorithms to examine COVID-19 data granularity from population studies to subgroups stratification and ensure best modeling strategies within the data continuum. Future Medicine Ltd 2021-10-08 2021-09 /pmc/articles/PMC8544483/ /pubmed/34619976 http://dx.doi.org/10.2217/pme-2021-0068 Text en © 2021 The authors https://creativecommons.org/licenses/by/4.0/This work is licensed under the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
spellingShingle Perspective
Ahmed, Zeeshan
Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title_full Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title_fullStr Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title_full_unstemmed Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title_short Intelligent health system for investigation and consenting COVID-19 patients and precision medicine
title_sort intelligent health system for investigation and consenting covid-19 patients and precision medicine
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544483/
https://www.ncbi.nlm.nih.gov/pubmed/34619976
http://dx.doi.org/10.2217/pme-2021-0068
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