A systematic literature review of artificial intelligence in the healthcare sector: Benefits, challenges, methodologies, and functionalities

Article

Ali, Omar, Abdelbaki, Wiem, Shrestha, Anup, Elbasi, Ersin, Ali, Mohammad Abdallah and Dwivedi, Yogesh K. 2023. "A systematic literature review of artificial intelligence in the healthcare sector: Benefits, challenges, methodologies, and functionalities." Journal of Innovation and Knowledge. 8 (1), pp. 1-19. https://doi.org/10.1016/j.jik.2023.100333
Article Title

A systematic literature review of artificial intelligence in the healthcare sector: Benefits, challenges, methodologies, and functionalities

ERA Journal ID213294
Article CategoryArticle
AuthorsAli, Omar, Abdelbaki, Wiem, Shrestha, Anup, Elbasi, Ersin, Ali, Mohammad Abdallah and Dwivedi, Yogesh K
Journal TitleJournal of Innovation and Knowledge
Journal Citation8 (1), pp. 1-19
Article Number100333
Number of Pages19
Year2023
PublisherElsevier
Place of PublicationSpain
ISSN2444-569X
2530-7614
Digital Object Identifier (DOI)https://doi.org/10.1016/j.jik.2023.100333
Web Address (URL)https://www.sciencedirect.com/science/article/pii/S2444569X2300029X
Abstract

Administrative and medical processes of the healthcare organizations are rapidly changing because of the use of artificial intelligence (AI) systems. This change demonstrates the critical impact of AI at multiple activities, particularly in medical processes related to early detection and diagnosis. Previous studies suggest that AI can raise the quality of services in the healthcare industry. AI-based technologies have reported to improve human life quality, making life easier, safer and more productive. This study presents a systematic review of academic articles on the application of AI in the healthcare sector. The review initially considered 1,988 academic articles from major scholarly databases. After a careful review, the list was filtered down to 180 articles for full analysis to present a classification framework based on four dimensions: AI-enabled healthcare benefits, challenges, methodologies, and functionalities. It was identified that AI continues to significantly outperform humans in terms of accuracy, efficiency and timely execution of medical and related administrative processes. Benefits for patients’ map directly to the relevant AI functionalities in the categories of diagnosis, treatment, consultation and health monitoring for self-management of chronic conditions. Implications for future research directions are identified in the areas of value-added healthcare services for medical decision-making, security and privacy for patient data, health monitoring features, and creative IT service delivery models using AI.

KeywordsArtificial intelligence, Healthcare, Systematic literature review, Technology benefits, Technology challenges
ANZSRC Field of Research 2020420308. Health informatics and information systems
460908. Information systems organisation and management
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Byline AffiliationsAmerican University of the Middle East, Kuwait
University of Southern Queensland
Al-Balqa Applied University, Jordan
Swansea University, United Kingdom
Symbiosis International, India
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Shrestha, Anup, Kong, Eric and Cater-Steel, Aileen. 2018. "Managing knowledge and learning for process improvement: a software-mediated process assessment approach for IT service management." Syed, Jawad, Murray, Peter A., Hislop, Donald and Mouzughi, Yusra (ed.) The Palgrave handbook of knowledge management. Houndmills, United Kingdom. Palgrave Macmillan. pp. 621-641
A systematic literature mapping to investigate the role of IT in knowledge stock and transfer
Pant, Aastha, Shrestha, Anup, Kong, Eric and Ally, Mustafa. 2018. "A systematic literature mapping to investigate the role of IT in knowledge stock and transfer." Tanabu, Motonari and Senoo, Dai (ed.) 22nd Pacific Asia Conference on Information Systems (PACIS 2018). Yokohama, Japan 26 - 30 Jun 2018
Interpretation and reporting of process capability results: focus on improvement
Behari, Suren, Cater-Steel, Aileen, Shrestha, Anup and Soar, Jeffrey. 2018. "Interpretation and reporting of process capability results: focus on improvement." Stamelos, Ioannis, O’Connor, Rory v., Rout, Terry and Dorling, Alec (ed.) 18th International Conference on Software Process Improvement and Capability Determination (SPICE 2018). Thessaloniki, Greece 09 - 10 Oct 2018 Cham, Switzerland. https://doi.org/10.1007/978-3-030-00623-5_12
A software artefact to support standard-based process assessment: evolution of the TIPA® framework in a design science research project
Barafort, Beatrix, Shrestha, Anup, Cortina, Stephane and Renault, Alain. 2018. "A software artefact to support standard-based process assessment: evolution of the TIPA® framework in a design science research project." Computer Standards and Interfaces. 60, pp. 37-47. https://doi.org/10.1016/j.csi.2018.04.009
Benefits and relevance of International Standards in a design science research project for process assessments
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Rout, Terry. 2018. "Benefits and relevance of International Standards in a design science research project for process assessments." Computer Standards and Interfaces. 60, pp. 48-56. https://doi.org/10.1016/j.csi.2018.04.011
Cloud computing-enabled healthcare opportunities, issues, and applications: a systematic review
Ali, Omar, Shrestha, Anup, Soar, Jeffrey and Wamba, Samuel Fosso. 2018. "Cloud computing-enabled healthcare opportunities, issues, and applications: a systematic review." International Journal of Information Management. 43, pp. 146-158. https://doi.org/10.1016/j.ijinfomgt.2018.07.009
Perceived potential for value creation from cloud computing: a study of the Australian regional government sector
Ali, Omar, Soar, Jeffrey and Shrestha, Anup. 2018. "Perceived potential for value creation from cloud computing: a study of the Australian regional government sector." Behaviour and Information Technology. 37 (12), pp. 1157-1176. https://doi.org/10.1080/0144929X.2018.1488991
Knowledge management: (potential) future research directions
Hislop, Donald, Murray, Peter A., Shrestha, Anup, Syed, Jawad and Mouzughi, Yusra. 2018. "Knowledge management: (potential) future research directions." Syed, Jawad, Murray, Peter A., Hislop, Donald and Mouzughi, Yusra (ed.) The Palgrave handbook of knowledge management. Houndmills, United Kingdom. Palgrave Macmillan. pp. 691-703
On valuation of smart grid architectures: an enterprise engineering perspective
Razo-Zapata, Ivan S., Shrestha, Anup and Proper, Erik. 2017. "On valuation of smart grid architectures: an enterprise engineering perspective." Reinhartz-Berger, I., Gulden, J., Nurcan, S., Guédria, W. and Bera, P. (ed.) Enterprise, Business-Process and Information Systems Modeling. (BPMDS 2017, EMMSAD 2017). Essen, Germany 12 - 13 Jun 2017 Switzerland. https://doi.org/10.1007/978-3-319-59466-8_22
Analysis of the Total Cost of Ownership for Cloud Computing Technology Adoption: A Case Study of Regional Municipal Government Sector
Ali, Omar and Shrestha, Anup. 2017. "Analysis of the Total Cost of Ownership for Cloud Computing Technology Adoption: A Case Study of Regional Municipal Government Sector." Riemer, Kai, Indulska, Marta and Tuunainen, Virpi Kristiina (ed.) 28th Australasian Conference on Information Systems (ACIS 2017). Hobart, Australia 04 - 06 Dec 2017 Hobart, Australia.
Facilitating Knowledge Transfer for Innovation: Towards a Decision Support System to Identify Knowledge Stock in the ICT Profession
Shrestha, Anup, Kong, Eric and Collins, Paul. 2017. "Facilitating Knowledge Transfer for Innovation: Towards a Decision Support System to Identify Knowledge Stock in the ICT Profession." Riemer, Kai, Indulska, Marta and Tuunainen, Virpi Kristiina (ed.) 28th Australasian Conference on Information Systems (ACIS 2017). Hobart, Australia 04 - 06 Dec 2017 Hobart, Australia.
An Assessment Framework to Determine the Strategic Value of IT Architectures in Smart Grids
Razo-Zapata, Ivan S., Shrestha, Anup and Proper, Erik. 2017. "An Assessment Framework to Determine the Strategic Value of IT Architectures in Smart Grids." Riemer, Kai, Indulska, Marta and Tuunainen, Virpi Kristiina (ed.) 28th Australasian Conference on Information Systems (ACIS 2017). Hobart, Australia 04 - 06 Dec 2017 Hobart, Australia.
The evolution of the TIPA framework: towards the automation of the assessment process in a design science research project
Barafort, Beatrix, Shrestha, Anup and Cortina, Stephane. 2017. "The evolution of the TIPA framework: towards the automation of the assessment process in a design science research project." Mas, Antonia, Mesquida, Antoni, O'Connor, Rory V., Rout, Terry and Dorling, Alec (ed.) 17th International Conference on Software Process Improvement and Capability Determination (SPICE 2017). Palma de Mallorca, Spain 04 - 05 Oct 2017 Cham, Switzerland. https://doi.org/10.1007/978-3-319-67383-7_9
The role of international standards to corroborate artefact development and evaluation: experiences from a design science research project in process assessment
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Rout, Terry. 2017. "The role of international standards to corroborate artefact development and evaluation: experiences from a design science research project in process assessment." Mas, Antonia, Mesquida, Antoni, O'Connor, Rory V., Rout, Terry and Dorling, Alec (ed.) 17th International Conference on Software Process Improvement and Capability Determination (SPICE 2017). Palma de Mallorca, Spain 04 - 05 Oct 2017 Cham, Switzerland. https://doi.org/10.1007/978-3-319-67383-7_32
Level of policy for cloud computing adoption in Australian regional municipal governments: an exploratory study
Ali, Omar, Yong, Jianming, Soar, Jeffrey and McClymont, Hoda. 2015. "Level of policy for cloud computing adoption in Australian regional municipal governments: an exploratory study." Arabnia, Hamid R., Gravvanis, George A., Solo, Ashu M. G. and Tinetti, Fernando G. (ed.) 2015 International Conference on Grid & Cloud Computing and Applications (GCA'15). Las Vegas, United States 27 - 30 Jul 2015 United States.
Managing the risks of data security and privacy in the cloud: a shared responsibility between the cloud service provider and the client organisation
Lane, Michael, Shrestha, Anup and Ali, Omar. 2017. "Managing the risks of data security and privacy in the cloud: a shared responsibility between the cloud service provider and the client organisation." Bright Internet Global Summit 2017. Seoul, Korea 08 - 10 Dec 2017
Conducting software-mediated assessments for improvement
Shrestha, Anup. 2017. "Conducting software-mediated assessments for improvement." Sharing experiences of business computing between Australia and Korea (2017). Hobart, Australia 06 Dec 2017
Decision support systems for IT service management
Cater-Steel, Aileen, Valverde, Raul, Shrestha, Anup and Toleman, Mark. 2016. "Decision support systems for IT service management." International Journal of Information and Decision Sciences. 8 (3), pp. 284-304. https://doi.org/10.1504/IJIDS.2016.078588
Innovative decision support for IT service management
Shrestha, Anup, Cater-Steel, Aileen and Toleman, Mark. 2016. "Innovative decision support for IT service management." Journal of Decision Systems. 25 (Supplement 1), pp. 486-499. https://doi.org/10.1080/12460125.2016.1187424
Evaluation of software mediated process assessments for IT service management
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Rout, Terry. 2015. "Evaluation of software mediated process assessments for IT service management." Rout, Terry, O’Connor, Rory V. and Dorling, Alec (ed.) 15th International Conference on Software Process Improvement and Capability Determination (SPICE 2015). Gothenburg, Sweden 16 - 17 Jun 2015 Cham, Switzerland. https://doi.org/10.1007/978-3-319-19860-6_7
Software-mediated process assessment in IT service management
Cater-Steel, Aileen, Tan, Wui-Gee, Toleman, Mark, Rout, Terry and Shrestha, Anup. 2013. "Software-mediated process assessment in IT service management." Woronowicz, Tanja, Rout, Terry, O'Connor, Rory and Dorling, Alec (ed.) 13th International Conference on Software Process Improvement and Capability Determination (SPICE 2013). Bremen, Germany 04 - 06 Jun 2013 Berlin, Germany. https://doi.org/10.1007/978-3-642-38833-0_17
An empirical analysis of SNS users and their privacy and security awareness of risks associated with sharing SNS profiles (online identities)
Lane, Michael Steven and Shrestha, Anup. 2011. "An empirical analysis of SNS users and their privacy and security awareness of risks associated with sharing SNS profiles (online identities)." Rotchanakitumnuai, Siriluck and Kaewkitipong, Laddawan (ed.) 11th International Conference on Electronic Business: Borderless e-Business for the Next Decade (ICEB 2011). Bangkok, Thailand 28 Nov - 02 Dec 2011 Bangkok, Thailand.
A measurement model to link process operational measures to risks associated with attainment of business critical success factors
Behari, Suren, Cater-Steel, Aileen, Shrestha, Anup and Soar, Jeffrey. 2016. "A measurement model to link process operational measures to risks associated with attainment of business critical success factors." 6th International Engaged Management Scholarship Conference (EMS 2016). Paris, France 08 - 11 Sep 2016
Software-mediated process assessment for IT service capability management
Shrestha, Anup, Cater-Steel, Aileen, Tan, Wui-Gee and Toleman, Mark. 2014. "Software-mediated process assessment for IT service capability management." Avgerou, Chrisanthi and Te'eni, Dov (ed.) 22nd European Conference on Information Systems (ECIS 2014): Digital Work, Digital Life. Tel Aviv, Israel 09 - 11 Jun 2014 Tel Aviv, Israel.
How to communicate evaluation work in design science research? An exemplar case study
Shrestha, Anup, Cater-Steel, Aileen and Toleman, Mark. 2014. "How to communicate evaluation work in design science research? An exemplar case study." Tan, Felix and Bunker, Deborah (ed.) 25th Australasian Conference on Information Systems (ACIS 2014). Auckland, New Zealand 08 - 10 Dec 2014 Auckland, New Zealand.
A decision support tool to define scope in IT service management process assessment and improvement
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Tan, Wui-Gee. 2013. "A decision support tool to define scope in IT service management process assessment and improvement." vom Brocke, Jan, Hekkala, Riitta, Ram, Sudha and Rossi, Matti (ed.) 8th International Conference on Design Science at the Intersection of Physical and Virtual Design (DESRIST 2013). Helsinki, Finland 11 - 12 Jun 2013 Germany. Springer. https://doi.org/10.1007/978-3-642-38827-9_21
Improved media management through cloud computing technology
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2016. "Improved media management through cloud computing technology." 20th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2016). Nanchang, China 04 - 06 May 2016 United States. https://doi.org/10.1109/CSCWD.2016.7566004
Building a software tool for transparent and efficient process assessments in IT service management
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Tan, Wui-Gee. 2014. "Building a software tool for transparent and efficient process assessments in IT service management." Tremblay, M. C., VanderMeer, D., Rothenberger, M., Gupta, A. and Yoon, V. (ed.) 9th International Conference on Design Science Research in Information Systems and Technologies (DESRIST 2014): Advancing the Impact of Design Science: Moving from Theory to Practice. Miami, United States 22 - 23 May 2014 Germany. Springer. https://doi.org/10.1007/978-3-319-06701-8_16
The perceived benefits of cloud computing technology for regional municipal governments and barriers to adoption
Ali, Omar Massoud Salim Hassan. 2016. The perceived benefits of cloud computing technology for regional municipal governments and barriers to adoption. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
Cloud computing adoption in regional councils
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2016. Cloud computing adoption in regional councils. University of Southern Queensland.
An investigation of anticipated benefits of cloud computing adoption in Australian regional municipal governments
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2015. "An investigation of anticipated benefits of cloud computing adoption in Australian regional municipal governments." The Services Transactions on Cloud Computing. 3 (3), pp. 13-24.
Virtualising process assessments to facilitate continual service improvement in IT service management
Shrestha, Anup, Cater-Steel, Aileen and Toleman, Mark. 2015. "Virtualising process assessments to facilitate continual service improvement in IT service management." 26th Australasian Conference on Information Systems (ACIS 2015). Adelaide, Australia 30 Nov - 04 Dec 2015 Adelaide, South Australia.
Factors to be considered in Cloud computing adoption
Ali, Omar, Soar, Jeffrey, Yong, Jianming and Tao, Xiaohui. 2016. "Factors to be considered in Cloud computing adoption." Web Intelligence. 14 (4), pp. 309-323. https://doi.org/10.3233/WEB-160347
The issue of reliability in software mediated process assessments
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark, Rout, Terry and Behari, Suren. 2016. "The issue of reliability in software mediated process assessments." Clarke, Paul M., O'Connor, Rory V., Rout, Terry and Dorling, Alec (ed.) Software Process Improvement and Capability Determination 16th International Conference, SPICE 2016. Dublin, Ireland 09 - 10 Jun 2016 Switzerland. https://doi.org/10.1007/978-3-319-38980-6_15
Collaborative cloud computing adoption in Australian regional municipal government: an exploratory study
Ali, Omar, Soar, Jeffrey, Yong, Jianming, McClymont, Hoda and Angus, Daniel. 2015. "Collaborative cloud computing adoption in Australian regional municipal government: an exploratory study." Fortino, Giancarlo, Shen, Weiming, Barthès, Jean-Paul A., Luo, Junzhou, Li, Wenfeng, Ochoa, Sergio F., Abel, Marie-Hélène, Guerrieri, Antonio and Ramos, Milton Pires (ed.) 19th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2015). Calabria, Italy 06 - 08 May 2015 United States. https://doi.org/10.1109/CSCWD.2015.7231017
An investigation of the challenges and issues influencing the adoption of cloud computing in Australian regional municipal governments
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2016. "An investigation of the challenges and issues influencing the adoption of cloud computing in Australian regional municipal governments." Journal of Information Security and Applications. 27-28, pp. 19-34. https://doi.org/10.1016/j.jisa.2015.11.006
Anticipated benefits of cloud computing adoption in Australian regional municipal governments: an exploratory study
Ali, Omar, Soar, Jeffrey, McClymont, Hoda, Yong, Jianming and Biswas, Jit. 2015. "Anticipated benefits of cloud computing adoption in Australian regional municipal governments: an exploratory study." 19th Pacific Asia Conference on Information Systems (PACIS 2015). Singapore 05 - 09 Jul 2015
Exploratory study to investigate the factors influencing the adoption of cloud computing in Australian regional municipal governments
Ali, Omar, Soar, Jeffrey, Yong, Jianming and McClymont, Hoda. 2015. "Exploratory study to investigate the factors influencing the adoption of cloud computing in Australian regional municipal governments." Journal of Art Media and Technology. 1 (1), pp. 1-13.
An investigation of the main factors to be considered in cloud computing adoption in Australian regional local councils
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2015. "An investigation of the main factors to be considered in cloud computing adoption in Australian regional local councils." Journal of Contemporary Issues in Business and Government. 21 (1), pp. 72-93. https://doi.org/10.7790/cibg.v21i1.23
Towards transparent and efficient process assessments for IT service management
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Rout, Terry. 2014. "Towards transparent and efficient process assessments for IT service management." Communications in Computer and Information Science. 477, pp. 165-176. https://doi.org/10.1007/978-3-319-13036-1_15
Consistent! Transparent! D.I.Y. ITSM process assessment approach
Shrestha, Anup and Kennedy, Graham. 2014. "Consistent! Transparent! D.I.Y. ITSM process assessment approach." iTSMF Australia Annual Conference (LEADit 2014): IT Service Management in a Connected World. Melbourne, Australia 13 - 15 Aug 2014 Melbourne, Australia.
A method to select IT service management processes for improvement
Shrestha, Anup, Cater-Steel, Aileen, Toleman, Mark and Tan, Wui-Gee. 2014. "A method to select IT service management processes for improvement." JITTA: an information systems journal. 15 (3), pp. 31-56.
Smart tools for IT service management: a review of two decision support system projects
Valverde, Raul, Cater-Steel, Aileen, Shrestha, Anup and Toleman, Mark. 2014. "Smart tools for IT service management: a review of two decision support system projects." Sharda, Ramesh and Sagarnaga, Jose (ed.) 4th International Conference on Engaged Management Scholarship (EDBA 2014): Bridging. Tulsa, United States 11 - 14 Sep 2014 Tulsa, OK. United States. https://doi.org/10.2139/ssrn.2553012
Impact of Cloud computing technology on e-government
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2014. "Impact of Cloud computing technology on e-government." Dregvaite, Giedre and Damasevicius, Robertas (ed.) 20th International Conference on Information and Software Technologies (ICIST 2014). Druskininkai, Lithuania 09 - 10 Oct 2014 Heidelberg, Germany. https://doi.org/10.1007/978-3-319-11958-8_22
Challenges and issues within Cloud computing technology
Ali, Omar and Soar, Jeffrey. 2014. "Challenges and issues within Cloud computing technology." Zimmermann, Wolf, Lee, Yong Woo and Reich, Christoph (ed.) 5th International Conference on Cloud Computing, GRIDs, and Virtualization (IARIA 2014). Venice, Italy 25 - 29 May 2014 Wilmington, DE. United States. https://doi.org/10.13140/2.1.3210.3369
Development and evaluation of a software-mediated process assessment approach in IT service management
Shrestha, Anup. 2015. Development and evaluation of a software-mediated process assessment approach in IT service management. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
A tool for IT service management process assessment for process improvement
Shrestha, Anup, Cater-Steel, Aileen, Tan, Wui-Gee, Toleman, Mark and Rout, Terry. 2013. "A tool for IT service management process assessment for process improvement." Heidrich, Jens, Oivo, Markku, Jedlitschka, Andreas and Baldassarre, Marie Teresa (ed.) 14th International Conference on Product-Focused Software Process Improvement (PROFES 2013). Paphos, Cyprus 12 - 14 Jun 2013 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-39259-7_27
ITSM process assessments using ISO/IEC 15504 for CSI
Shrestha, Anup, Collins, Paul and Cater-Steel, Aileen. 2013. "ITSM process assessments using ISO/IEC 15504 for CSI." Informed Intelligence: ITSMF Australia Bulletin.
Efficient intrusion detection scheme based on SVM
Zhou, Guangping and Shrestha, Anup. 2013. "Efficient intrusion detection scheme based on SVM." Journal of Networks. 8 (9), pp. 2128-2134. https://doi.org/10.4304/jnw.8.9.2128-2134
Social ITSM - challenges and benefits
Shrestha, Anup. 2012. "Social ITSM - challenges and benefits." At Your Service. 2 (3), pp. 3-7.
Social ITSM: exploring challenges and benefits
Shrestha, Anup. 2012. "Social ITSM: exploring challenges and benefits." ITSMF Bulletin: Informed Intelligence.
A model to select processes for IT service management improvement
Shrestha, Anup, Cater-Steel, Aileen, Tan, Wui-Gee and Toleman, Mark. 2012. "A model to select processes for IT service management improvement." Lamp, John (ed.) 23rd Australasian Conference on Information Systems (ACIS 2012). Geelong, Australia 03 - 05 Dec 2012 Geelong, Australia.
Towards an improved IT service desk system and processes: a case study
Jäntti, Marko, Cater-Steel, Aileen and Shrestha, Anup. 2012. "Towards an improved IT service desk system and processes: a case study." International Journal on Advances in Systems and Measurements. 5 (3 & 4), pp. 203-215.