Artificial Intelligence and COVID-19: A Systematic umbrella review and roads ahead.
Artificial Intelligence
Covid-19
Deep learning
Foresight analysis
Machine learning
Robotic
Umbrella review
Journal
Journal of King Saud University. Computer and information sciences
ISSN: 2213-1248
Titre abrégé: J King Saud Univ Comput Inf Sci
Pays: Saudi Arabia
ID NLM: 9918592384506676
Informations de publication
Date de publication:
Sep 2022
Sep 2022
Historique:
received:
08
05
2021
revised:
21
06
2021
accepted:
11
07
2021
medline:
31
7
2023
pubmed:
31
7
2023
entrez:
31
7
2023
Statut:
ppublish
Résumé
Artificial Intelligence (AI) has played a substantial role in the response to the challenges posed by the current pandemic. The growing interest in using AI to handle Covid-19 issues has accelerated the pace of AI research and resulted in an exponential increase in articles and review studies within a very short period of time. Hence, it is becoming challenging to explore the large corpus of academic publications dedicated to the global health crisis. Even with the presence of systematic review studies, given their number and diversity, identifying trends and research avenues beyond the pandemic should be an arduous task. We conclude therefore that after the one-year mark of the declaration of Covid-19 as a pandemic, the accumulated scientific contribution lacks two fundamental aspects: Knowledge synthesis and Future projections. In contribution to fill this void, this paper is a (i) synthesis study and (ii) foresight exercise. The synthesis study aims to provide the scholars a consolidation of findings and a knowledge synthesis through a systematic review of the reviews (umbrella review) studying AI applications against Covid-19. Following the PRISMA guidelines, we systematically searched PubMed, Scopus, and other preprint sources from 1st December 2019 to 1st June 2021 for eligible reviews. The literature search and screening process resulted in 45 included reviews. Our findings reveal patterns, relationships, and trends in the AI research community response to the pandemic. We found that in the space of few months, the research objectives of the literature have developed rapidly from identifying potential AI applications to evaluating current uses of intelligent systems. Only few reviews have adopted the
Identifiants
pubmed: 37520766
doi: 10.1016/j.jksuci.2021.07.010
pii: S1319-1578(21)00177-4
pmc: PMC8831917
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
5898-5920Informations de copyright
© 2021 The Authors.
Déclaration de conflit d'intérêts
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Références
J Prim Care Community Health. 2020 Jan-Dec;11:2150132720963634
pubmed: 32996368
Chaos Solitons Fractals. 2021 Jan;142:110338
pubmed: 33041533
Int J Environ Res Public Health. 2020 May 02;17(9):
pubmed: 32370204
Inf Syst Front. 2021;23(6):1467-1497
pubmed: 33935585
Diabetes Metab Syndr. 2020 Jul - Aug;14(4):521-524
pubmed: 32388333
Neural Netw. 2019 May;113:54-71
pubmed: 30780045
Arab J Sci Eng. 2020;45(12):9895-9911
pubmed: 33072472
IEEE Trans Med Imaging. 2020 Aug;39(8):2676-2687
pubmed: 32406829
J Med Syst. 2020 Aug 1;44(9):156
pubmed: 32740678
NPJ Digit Med. 2021 Feb 18;4(1):29
pubmed: 33603193
Health Technol (Berl). 2021;11(4):759-771
pubmed: 33977022
Nature. 2016 Sep 07;537(7619):S49
pubmed: 27602738
NPJ Digit Med. 2021 Feb 26;4(1):40
pubmed: 33637833
J Anaesthesiol Clin Pharmacol. 2021 Jan-Mar;37(1):28-34
pubmed: 34103818
Diabetes Metab Syndr. 2020 Jul - Aug;14(4):419-422
pubmed: 32344370
Interdiscip Sci. 2021 Jun;13(2):153-175
pubmed: 33886097
IEEE Access. 2020 Sep 29;8:179437-179456
pubmed: 34812357
IEEE Access. 2020 Jul 15;8:130820-130839
pubmed: 34812339
AI Soc. 2020;35(3):761-765
pubmed: 32346223
SLAS Technol. 2021 Apr;26(2):123-126
pubmed: 33390088
Int J Environ Res Public Health. 2021 Apr 29;18(9):
pubmed: 33947006
J Med Internet Res. 2020 Oct 27;22(10):e21476
pubmed: 32946413
Diabetes Metab Syndr. 2020 Jul - Aug;14(4):569-573
pubmed: 32413821
J Clin Orthop Trauma. 2020 Jul-Aug;11(4):713-717
pubmed: 32425428
J Med Internet Res. 2020 Dec 15;22(12):e20756
pubmed: 33284779
IEEE Access. 2020 Jul 08;8:128776-128795
pubmed: 34976554
Chaos Solitons Fractals. 2020 Oct;139:110059
pubmed: 32834612
Integr Med Res. 2020 Sep;9(3):100434
pubmed: 32632356
PeerJ Comput Sci. 2020 Nov 23;6:e313
pubmed: 33816964
IEEE Access. 2020 Dec 18;9:1590-1615
pubmed: 34976569
IEEE Trans Artif Intell. 2021 Mar 01;1(3):258-270
pubmed: 35784006
Evid Based Child Health. 2014 Jun;9(2):486-94
pubmed: 25404611
Sci Rep. 2020 Nov 11;10(1):19549
pubmed: 33177550
J Big Data. 2021;8(1):101
pubmed: 34306963
Diabetes Metab Syndr. 2020 Jul - Aug;14(4):337-339
pubmed: 32305024
Appl Intell (Dordr). 2021;51(3):1296-1325
pubmed: 34764552
Diabetes Metab Syndr. 2020 Jul - Aug;14(4):661-664
pubmed: 32438329
Intell Based Med. 2020 Dec;3:100012
pubmed: 33196057
JMIR Med Inform. 2021 Jan 11;9(1):e23811
pubmed: 33326405
Disaster Med Public Health Prep. 2022 Aug;16(4):1634-1644
pubmed: 33413717
J Clin Epidemiol. 2009 Oct;62(10):1006-12
pubmed: 19631508
J Big Data. 2021;8(1):53
pubmed: 33816053
J Manuf Syst. 2021 Jul;60:823-836
pubmed: 33612914
J Big Data. 2021;8(1):18
pubmed: 33457181
J Med Internet Res. 2021 Mar 8;23(3):e23703
pubmed: 33600346