Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework

Healthcare is considered as one of the most promising application areas for artificial intelligence and analytics (AIA) just after the emergence of the latter. AI combined to analytics technologies is increasingly changing medical practice and healthcare in an impressive way using efficient algorith...

Full description

Bibliographic Details
Main Authors: Sabrina Azzi, Stéphane Gagnon, Alex Ramirez, Gregory Richards
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/18/6553
id doaj-b03bcc6944824d55825a0d6daa7f3459
record_format Article
spelling doaj-b03bcc6944824d55825a0d6daa7f34592020-11-25T03:56:55ZengMDPI AGApplied Sciences2076-34172020-09-01106553655310.3390/app10186553Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed FrameworkSabrina Azzi0Stéphane Gagnon1Alex Ramirez2Gregory Richards3Department of Informatics and Engineering, Université du Québec en Outaouais, 101, rue Saint-Jean-Bosco, Gatineau, QC J8X 3X7, CanadaDepartment of Administrative Sciences, Université du Québec en Outaouais, 101, rue Saint-Jean-Bosco, Gatineau, QC J8X 3X7, CanadaSprott School of Business, Carleton University, 810 Dunton Tower 1125 Colonel By Drive Ottawa, ON K1S 5B6, CanadaTelfer School of Management, University of Ottawa, 55 Laurier Avenue East Ottawa, ON K1N 6N5, CanadaHealthcare is considered as one of the most promising application areas for artificial intelligence and analytics (AIA) just after the emergence of the latter. AI combined to analytics technologies is increasingly changing medical practice and healthcare in an impressive way using efficient algorithms from various branches of information technology (IT). Indeed, numerous works are published every year in several universities and innovation centers worldwide, but there are concerns about progress in their effective success. There are growing examples of AIA being implemented in healthcare with promising results. This review paper summarizes the past 5 years of healthcare applications of AIA, across different techniques and medical specialties, and discusses the current issues and challenges, related to this revolutionary technology. A total of 24,782 articles were identified. The aim of this paper is to provide the research community with the necessary background to push this field even further and propose a framework that will help integrate diverse AIA technologies around patient needs in various healthcare contexts, especially for chronic care patients, who present the most complex comorbidities and care needs.https://www.mdpi.com/2076-3417/10/18/6553artificial intelligencebig datadata mininghealthcareontologiessmart homes
collection DOAJ
language English
format Article
sources DOAJ
author Sabrina Azzi
Stéphane Gagnon
Alex Ramirez
Gregory Richards
spellingShingle Sabrina Azzi
Stéphane Gagnon
Alex Ramirez
Gregory Richards
Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
Applied Sciences
artificial intelligence
big data
data mining
healthcare
ontologies
smart homes
author_facet Sabrina Azzi
Stéphane Gagnon
Alex Ramirez
Gregory Richards
author_sort Sabrina Azzi
title Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
title_short Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
title_full Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
title_fullStr Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
title_full_unstemmed Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework
title_sort healthcare applications of artificial intelligence and analytics: a review and proposed framework
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-09-01
description Healthcare is considered as one of the most promising application areas for artificial intelligence and analytics (AIA) just after the emergence of the latter. AI combined to analytics technologies is increasingly changing medical practice and healthcare in an impressive way using efficient algorithms from various branches of information technology (IT). Indeed, numerous works are published every year in several universities and innovation centers worldwide, but there are concerns about progress in their effective success. There are growing examples of AIA being implemented in healthcare with promising results. This review paper summarizes the past 5 years of healthcare applications of AIA, across different techniques and medical specialties, and discusses the current issues and challenges, related to this revolutionary technology. A total of 24,782 articles were identified. The aim of this paper is to provide the research community with the necessary background to push this field even further and propose a framework that will help integrate diverse AIA technologies around patient needs in various healthcare contexts, especially for chronic care patients, who present the most complex comorbidities and care needs.
topic artificial intelligence
big data
data mining
healthcare
ontologies
smart homes
url https://www.mdpi.com/2076-3417/10/18/6553
work_keys_str_mv AT sabrinaazzi healthcareapplicationsofartificialintelligenceandanalyticsareviewandproposedframework
AT stephanegagnon healthcareapplicationsofartificialintelligenceandanalyticsareviewandproposedframework
AT alexramirez healthcareapplicationsofartificialintelligenceandanalyticsareviewandproposedframework
AT gregoryrichards healthcareapplicationsofartificialintelligenceandanalyticsareviewandproposedframework
_version_ 1724462980356112384