A Systematic Review of Human-Computer Interaction and Explainable Artificial Intelligence in Healthcare With Artificial Intelligence Techniques

Artificial intelligence (AI) is one of the emerging technologies. In recent decades, artificial intelligence (AI) has gained widespread acceptance in a variety of fields, including virtual support, healthcare, and security. Human-Computer Interaction (HCI) is a field that has been combining AI and h...

Full description

Saved in:
Bibliographic Details
Published inIEEE access Vol. 9; pp. 153316 - 153348
Main Authors Nazar, Mobeen, Alam, Muhammad Mansoor, Yafi, Eiad, Su'ud, Mazliham Mohd
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Artificial intelligence (AI) is one of the emerging technologies. In recent decades, artificial intelligence (AI) has gained widespread acceptance in a variety of fields, including virtual support, healthcare, and security. Human-Computer Interaction (HCI) is a field that has been combining AI and human-computer engagement over the past several years in order to create an interactive intelligent system for user interaction. AI, in conjunction with HCI, is being used in a variety of fields by employing various algorithms and employing HCI to provide transparency to the user, allowing them to trust the machine. The comprehensive examination of both the areas of AI and HCI, as well as their subfields, has been explored in this work. The main goal of this article was to discover a point of intersection between the two fields. The understanding of Explainable Artificial Intelligence (XAI), which is a linking point of HCI and XAI, was gained through a literature review conducted in this research. The literature survey encompassed themes identified in the literature (such as XAI and its areas, major XAI aims, and XAI problems and challenges). The study's other major focus was on the use of AI, HCI, and XAI in healthcare. The poll also addressed the shortcomings in XAI in healthcare, as well as the field's future potential. As a result, the literature indicates that XAI in healthcare is still a novel subject that has to be explored more in the future.
AbstractList Artificial intelligence (AI) is one of the emerging technologies. In recent decades, artificial intelligence (AI) has gained widespread acceptance in a variety of fields, including virtual support, healthcare, and security. Human-Computer Interaction (HCI) is a field that has been combining AI and human-computer engagement over the past several years in order to create an interactive intelligent system for user interaction. AI, in conjunction with HCI, is being used in a variety of fields by employing various algorithms and employing HCI to provide transparency to the user, allowing them to trust the machine. The comprehensive examination of both the areas of AI and HCI, as well as their subfields, has been explored in this work. The main goal of this article was to discover a point of intersection between the two fields. The understanding of Explainable Artificial Intelligence (XAI), which is a linking point of HCI and XAI, was gained through a literature review conducted in this research. The literature survey encompassed themes identified in the literature (such as XAI and its areas, major XAI aims, and XAI problems and challenges). The study's other major focus was on the use of AI, HCI, and XAI in healthcare. The poll also addressed the shortcomings in XAI in healthcare, as well as the field's future potential. As a result, the literature indicates that XAI in healthcare is still a novel subject that has to be explored more in the future.
Author Alam, Muhammad Mansoor
Nazar, Mobeen
Yafi, Eiad
Su'ud, Mazliham Mohd
Author_xml – sequence: 1
  givenname: Mobeen
  orcidid: 0000-0001-5038-8005
  surname: Nazar
  fullname: Nazar, Mobeen
  organization: Malaysian Institute of Information Technology, Universiti Kuala Lumpur (UniKL MIIT), Kuala Lumpur, Malaysia
– sequence: 2
  givenname: Muhammad Mansoor
  orcidid: 0000-0001-5773-7140
  surname: Alam
  fullname: Alam, Muhammad Mansoor
  organization: Malaysian Institute of Information Technology, Universiti Kuala Lumpur (UniKL MIIT), Kuala Lumpur, Malaysia
– sequence: 3
  givenname: Eiad
  orcidid: 0000-0002-3144-0784
  surname: Yafi
  fullname: Yafi, Eiad
  organization: Faculty of Information and Communication Technologies, Institute of Business, Dili, Timor-Leste
– sequence: 4
  givenname: Mazliham Mohd
  orcidid: 0000-0001-9975-4483
  surname: Su'ud
  fullname: Su'ud, Mazliham Mohd
  email: mazliham@unikl.edu.my
  organization: Malaysian Institute of Information Technology, Universiti Kuala Lumpur (UniKL MIIT), Kuala Lumpur, Malaysia
BookMark eNqFUd1q2zAUNqODdV2foDeCXTvTn2X7MphsCRQGS8cuxbF81Cg4UiYrW_sUe-UpdSljMKaLI-nw_ZzD97a48MFjUdwwumCMth-WXbfabheccrYQjNdNw14Vl5ypthSVUBd_vN8U19O0p_k0uVXVl8WvJdk-TgkPkJwhX_CHw58kWLI-HcCXXTgcTwkj2fhcwSQXPAE_kNXDcQTnoR-RLGNy1hkH4xNsHN09eoPEebJGGNPOQETyzaXdP6F3aHbefT_h9K54bWGc8Pr5viq-flzddevy9vOnTbe8LY2kTSoNHQZDQUphTS9tX5lWsB5A9hU7fyhFbmzTQtU0wKtBmkFJpKKHgbVW1eKq2My6Q4C9PkZ3gPioAzj91AjxXkMe1oyoed9IZSuq-raW2aypW1Yrmo05tchk1no_ax1jOO-Q9D6cos_ja64oU7ISnGeUmFEmhmmKaF9cGdXnIPUcpD4HqZ-DzKz2L5ZxCc45pAhu_A_3ZuY6RHxxaxWTrGLiN2S6r_w
CODEN IAECCG
CitedBy_id crossref_primary_10_1016_j_inffus_2024_102472
crossref_primary_10_3390_s23020634
crossref_primary_10_3390_app131910778
crossref_primary_10_1108_EJIM_01_2024_0078
crossref_primary_10_1088_1361_665X_adadcd
crossref_primary_10_1109_TTS_2024_3370095
crossref_primary_10_1007_s00521_024_10868_x
crossref_primary_10_1007_s11042_023_18096_6
crossref_primary_10_1007_s10140_024_02306_1
crossref_primary_10_1016_j_bspc_2024_106774
crossref_primary_10_1109_ACCESS_2022_3197671
crossref_primary_10_1016_j_compbiomed_2024_108908
crossref_primary_10_3390_e24101369
crossref_primary_10_1016_j_autcon_2024_105936
crossref_primary_10_1109_ACCESS_2022_3204051
crossref_primary_10_1016_j_engappai_2025_110427
crossref_primary_10_1038_s43856_024_00568_x
crossref_primary_10_3390_ai4040040
crossref_primary_10_1016_j_compeleceng_2022_108381
crossref_primary_10_1109_JIOT_2024_3360626
crossref_primary_10_1109_TAI_2023_3266418
crossref_primary_10_1109_ACCESS_2024_3471832
crossref_primary_10_3390_app13116753
crossref_primary_10_1007_s12559_023_10192_x
crossref_primary_10_1109_ACCESS_2025_3535692
crossref_primary_10_3390_s22208068
crossref_primary_10_1155_2024_4628855
crossref_primary_10_1007_s11571_023_10028_2
crossref_primary_10_1177_20552076241308298
crossref_primary_10_1007_s00424_024_02997_y
crossref_primary_10_1016_j_compbiomed_2024_109569
crossref_primary_10_4108_eetpht_9_4186
crossref_primary_10_1007_s13198_023_02176_9
crossref_primary_10_1016_j_asoc_2024_112374
crossref_primary_10_1016_j_dajour_2023_100230
crossref_primary_10_1109_ACCESS_2024_3492001
crossref_primary_10_1007_s40122_024_00584_8
crossref_primary_10_1016_j_bspc_2023_105828
crossref_primary_10_1016_j_preteyeres_2025_101350
crossref_primary_10_1016_j_imu_2023_101176
crossref_primary_10_1007_s00146_024_01976_2
crossref_primary_10_3390_admsci14090227
crossref_primary_10_1155_int_8546245
crossref_primary_10_1016_j_ijcip_2023_100647
crossref_primary_10_1016_j_health_2023_100147
crossref_primary_10_1016_j_ijhcs_2025_103444
crossref_primary_10_1016_j_engappai_2025_110409
crossref_primary_10_1080_10447318_2022_2150744
crossref_primary_10_1016_j_procs_2024_09_409
crossref_primary_10_1111_cbdd_14262
crossref_primary_10_1016_j_im_2024_103961
crossref_primary_10_1016_j_health_2023_100183
crossref_primary_10_1080_24699322_2023_2189047
crossref_primary_10_3390_jcm12247730
crossref_primary_10_1016_j_artmed_2024_102935
crossref_primary_10_3390_make6030098
crossref_primary_10_1093_iwc_iwae018
crossref_primary_10_1016_j_neucom_2024_128920
crossref_primary_10_1016_j_imu_2023_101327
crossref_primary_10_1080_10447318_2025_2470278
crossref_primary_10_1186_s12910_024_01158_1
crossref_primary_10_1016_j_cmpb_2022_107161
crossref_primary_10_1016_j_compeleceng_2024_110011
crossref_primary_10_1108_BIJ_02_2022_0112
crossref_primary_10_2139_ssrn_4637897
crossref_primary_10_1109_ACCESS_2023_3289389
crossref_primary_10_1007_s10489_024_05294_4
crossref_primary_10_1145_3588594
crossref_primary_10_3390_app132412989
crossref_primary_10_1016_j_artmed_2024_102780
crossref_primary_10_3390_s22239468
crossref_primary_10_3390_make5010006
crossref_primary_10_1080_0144929X_2025_2462265
crossref_primary_10_1109_ACCESS_2023_3294569
crossref_primary_10_1016_j_asoc_2023_111165
crossref_primary_10_1080_12460125_2024_2349425
crossref_primary_10_1093_iwc_iwae007
crossref_primary_10_1016_j_ejrad_2024_111884
crossref_primary_10_1016_j_engappai_2025_110134
crossref_primary_10_1111_all_15849
crossref_primary_10_1080_17517575_2024_2442405
crossref_primary_10_3390_rs16162975
crossref_primary_10_1016_j_compbiomed_2023_107555
crossref_primary_10_1109_OJCOMS_2022_3215676
crossref_primary_10_1080_19396368_2024_2445831
crossref_primary_10_3390_healthcare12141380
crossref_primary_10_1016_j_cjca_2024_07_003
Cites_doi 10.1016/j.amjmed.2019.01.017
10.1109/TVCG.2019.2934629
10.1007/978-981-15-0947-6_31
10.1007/s10994-019-05856-5
10.2139/ssrn.3559477
10.1145/3351095.3375624
10.1007/978-3-319-72287-0_15
10.1080/17460441.2019.1586880
10.1145/3312714.3312730
10.1136/svn-2017-000101
10.1007/978-3-319-93846-2_71
10.1145/2882879.2882895
10.1145/3173574.3173704
10.18653/v1/W17-5221
10.1016/j.patrec.2021.06.032
10.1177/2327857918071019
10.1016/j.eswa.2017.05.060
10.1109/ICTKE.2017.8259629
10.1109/MCOM.001.2000050
10.1007/978-3-030-43883-8_7
10.1109/MACS48846.2019.9024771
10.1007/s11036-020-01699-w
10.11648/j.acis.20200801.11
10.1155/2017/6787504
10.1108/JOSM-03-2019-0073
10.1111/cgf.14034
10.14569/SpecialIssue.2014.040109
10.1002/widm.1340
10.1109/ACCESS.2020.3017883
10.1126/scirobotics.aay7120
10.1111/inm.12527
10.1109/FUZZ48607.2020.9177542
10.1002/rcs.1968
10.1109/BigData.2018.8622627
10.1007/s10209-016-0515-7
10.1016/j.actamat.2020.01.047
10.1088/1361-6633/aab406
10.1609/aimag.v40i2.2850
10.1016/j.inffus.2019.12.012
10.1093/jamia/ocaa053
10.1016/j.cosrev.2021.100398
10.1007/978-3-030-57321-8_1
10.1360/N112017-00221
10.1371/journal.pone.0186744
10.1007/s41870-017-0048-1
10.24963/ijcai.2019/876
10.1016/j.pdisas.2020.100118
10.1109/C-CODE.2019.8680978
10.1080/14616688.2020.1762118
10.1145/3419764
10.1016/j.future.2020.07.048
10.1007/s11634-020-00419-2
10.1007/s00163-020-00336-7
10.1360/N112017-00225
10.1016/j.chb.2020.106274
10.1080/10447318.2020.1819668
10.1208/s12248-018-0210-0
10.1145/3351095.3372852
10.1109/ACCESS.2020.3009184
10.3389/fpubh.2020.00117
10.1007/978-3-030-00801-7_7
10.1109/IROS.2018.8593552
10.1016/j.artint.2020.103387
10.1080/08838151.2020.1843357
10.1109/TII.2020.2974555
10.1016/j.infsof.2019.106195
10.1145/3290607.3312787
10.1109/SP.2017.12
10.1109/ACCESS.2021.3051315
10.1145/3128572.3140450
10.1016/j.ijhcs.2020.102551
10.1007/s00766-020-00333-1
10.1109/TIV.2019.2955903
10.1109/ACCESS.2021.3057865
10.23919/MIPRO.2018.8400040
10.1016/j.artint.2020.103428
10.1109/CyberSA49311.2020.9139655
10.1371/journal.pone.0238099
10.1109/IVS.2018.8500421
10.1001/jama.2019.21579
10.1360/N112018-00181
10.4103/CRST.CRST_50_19
10.24963/ijcai.2020/669
10.1016/j.ijhcs.2019.06.007
10.1145/3392878
10.1111/imj.14876
10.22215/timreview/1385
10.1145/3290607.3298806
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
DBID 97E
ESBDL
RIA
RIE
AAYXX
CITATION
7SC
7SP
7SR
8BQ
8FD
JG9
JQ2
L7M
L~C
L~D
DOA
DOI 10.1109/ACCESS.2021.3127881
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE Xplore Open Access Journals
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
CrossRef
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Engineered Materials Abstracts
METADEX
Technology Research Database
Materials Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Materials Research Database
Engineered Materials Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
METADEX
Computer and Information Systems Abstracts Professional
DatabaseTitleList

Materials Research Database
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Open Access Full Text
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2169-3536
EndPage 153348
ExternalDocumentID oai_doaj_org_article_2b846f506b974b4f8791760fcb20fe14
10_1109_ACCESS_2021_3127881
9614151
Genre orig-research
GroupedDBID 0R~
4.4
5VS
6IK
97E
AAJGR
ABAZT
ABVLG
ACGFS
ADBBV
AGSQL
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
EJD
ESBDL
GROUPED_DOAJ
IPLJI
JAVBF
KQ8
M43
M~E
O9-
OCL
OK1
RIA
RIE
RNS
AAYXX
CITATION
RIG
7SC
7SP
7SR
8BQ
8FD
JG9
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c408t-c0ddc0a443fcb4fb5c931baa4b51b5c900e2cf89a588a25d4cd64e03bad19f673
IEDL.DBID DOA
ISSN 2169-3536
IngestDate Wed Aug 27 01:29:32 EDT 2025
Mon Jun 30 05:15:29 EDT 2025
Thu Apr 24 23:00:57 EDT 2025
Tue Jul 01 04:20:47 EDT 2025
Wed Aug 27 02:26:12 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License https://creativecommons.org/licenses/by/4.0/legalcode
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c408t-c0ddc0a443fcb4fb5c931baa4b51b5c900e2cf89a588a25d4cd64e03bad19f673
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-9975-4483
0000-0001-5038-8005
0000-0002-3144-0784
0000-0001-5773-7140
OpenAccessLink https://doaj.org/article/2b846f506b974b4f8791760fcb20fe14
PQID 2601645322
PQPubID 4845423
PageCount 33
ParticipantIDs crossref_primary_10_1109_ACCESS_2021_3127881
crossref_citationtrail_10_1109_ACCESS_2021_3127881
ieee_primary_9614151
doaj_primary_oai_doaj_org_article_2b846f506b974b4f8791760fcb20fe14
proquest_journals_2601645322
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20210000
2021-00-00
20210101
2021-01-01
PublicationDateYYYYMMDD 2021-01-01
PublicationDate_xml – year: 2021
  text: 20210000
PublicationDecade 2020
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle IEEE access
PublicationTitleAbbrev Access
PublicationYear 2021
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref57
rožanec (ref105) 2021
ref59
ref58
ref53
ref52
longo (ref113) 2020; 12279
(ref87) 0
sokol (ref107) 2019
anandakumar (ref48) 2020
lin (ref114) 2020
ref51
ref50
ref46
boy (ref38) 2017; 3
ref45
ref47
ref42
ref41
ref44
ref43
fauvel (ref98) 2020
mars (ref19) 2019
ref8
ref7
ref9
ref4
ref6
ref5
ref101
ref40
arya (ref92) 2019
ref34
ref37
ref36
ref31
ref30
ref33
ref32
choo (ref100) 2000
al-rubaie (ref14) 2018
ref39
lucieri (ref134) 2021
nushi (ref56) 2018
topak (ref78) 2020
ferreira (ref86) 2020
ref24
ref23
ref26
hunt (ref70) 2018
winckler (ref135) 2020
ref21
corbett-davies (ref60) 2018
ref28
ref27
dataset (ref132) 2020
kaysi (ref123) 2018; 1
ref29
toreini (ref13) 2019
clarke (ref117) 2017; 9
vojí? (ref110) 2020; 14
mugunthan (ref54) 2020
ref12
ref128
ref129
yeung (ref66) 2020
ref126
ref97
korn (ref118) 2020; 114
ref127
ref96
ref124
ref99
ref11
ref125
ref10
sanneman (ref90) 2019
xu (ref80) 2019
sohn (ref3) 2019; 47
ref133
chhatwal (ref94) 2019
ref131
ref95
ref130
yang (ref93) 2019
ref91
chang (ref61) 2020
hussain (ref20) 2021
(ref79) 0
madumal (ref89) 2018; 2
de cristofaro (ref15) 2020
ref82
ref81
ref84
yang (ref25) 2021
ref108
ref109
ref106
kim (ref49) 2019; 29
ref75
ref104
ref77
ref102
ref76
ref103
ref2
ref1
radüntz (ref35) 2019; 903
kolski (ref74) 2020
nakao (ref88) 0
ref71
ref111
danilevsky (ref18) 2020
ref112
ref73
ref72
das (ref16) 2020
ref68
ref119
ref67
ref69
ref64
ref115
ref63
schneider (ref17) 2019
ref116
pawar (ref22) 2020; 2771
ref65
wanner (ref85) 2020
linardatos (ref83) 2021; 23
ref122
ref62
ref120
ref121
desai (ref55) 2020; 1
References_xml – ident: ref129
  doi: 10.1016/j.amjmed.2019.01.017
– ident: ref65
  doi: 10.1109/TVCG.2019.2934629
– ident: ref133
  doi: 10.1007/978-981-15-0947-6_31
– ident: ref111
  doi: 10.1007/s10994-019-05856-5
– ident: ref97
  doi: 10.2139/ssrn.3559477
– ident: ref12
  doi: 10.1145/3351095.3375624
– ident: ref120
  doi: 10.1007/978-3-319-72287-0_15
– ident: ref130
  doi: 10.1080/17460441.2019.1586880
– year: 2019
  ident: ref13
  article-title: The relationship between trust in AI and trustworthy machine learning technologies
  publication-title: arXiv 1912 00782
– ident: ref122
  doi: 10.1145/3312714.3312730
– ident: ref128
  doi: 10.1136/svn-2017-000101
– year: 2020
  ident: ref48
  article-title: Business intelligence for enterprise Internet of Things
– ident: ref73
  doi: 10.1007/978-3-319-93846-2_71
– ident: ref8
  doi: 10.1145/2882879.2882895
– ident: ref72
  doi: 10.1145/3173574.3173704
– ident: ref51
  doi: 10.18653/v1/W17-5221
– ident: ref104
  doi: 10.1016/j.patrec.2021.06.032
– ident: ref119
  doi: 10.1177/2327857918071019
– year: 2019
  ident: ref93
  article-title: Explainable text-driven neural network for stock prediction
  publication-title: arXiv 1902 04994
– ident: ref36
  doi: 10.1016/j.eswa.2017.05.060
– ident: ref43
  doi: 10.1109/ICTKE.2017.8259629
– start-page: 835
  year: 2020
  ident: ref78
  article-title: Towards using human-computer interaction research for advancing intelligent built environments: A review
  publication-title: Proc 6th Int Project ConstrUction Manage Conf
– ident: ref112
  doi: 10.1109/MCOM.001.2000050
– ident: ref11
  doi: 10.1007/978-3-030-43883-8_7
– ident: ref27
  doi: 10.1109/MACS48846.2019.9024771
– volume: 2
  start-page: 1033
  year: 2018
  ident: ref89
  article-title: Explainable AI through rule-based interactive conversation Christian
  publication-title: Proc 3rd Int Joint Conf Autonomous Agents and Multiagent Systems (AAMAS)
– ident: ref52
  doi: 10.1007/s11036-020-01699-w
– ident: ref5
  doi: 10.11648/j.acis.20200801.11
– ident: ref32
  doi: 10.1155/2017/6787504
– volume: 1
  start-page: 55
  year: 2018
  ident: ref123
  article-title: Human computer interaction and visualization tools in health care services
  publication-title: Proc Int Conf Inf Knowl Eng
– ident: ref53
  doi: 10.1108/JOSM-03-2019-0073
– ident: ref101
  doi: 10.1111/cgf.14034
– ident: ref103
  doi: 10.14569/SpecialIssue.2014.040109
– ident: ref69
  doi: 10.1002/widm.1340
– ident: ref10
  doi: 10.1109/ACCESS.2020.3017883
– ident: ref115
  doi: 10.1126/scirobotics.aay7120
– volume: 1
  year: 2020
  ident: ref55
  publication-title: BlockFLA Accountable Federated Learning via Hybrid Blockchain Architecture
– ident: ref121
  doi: 10.1111/inm.12527
– start-page: 1
  year: 2020
  ident: ref85
  article-title: White, grey, black: Effects of XAI augmentation on the confidence in AI-based decision support systems
  publication-title: Proc 41st Int Conf Inf Syst
– year: 2020
  ident: ref132
  article-title: Explainable AI meets healthcare: A study on heart disease dataset
  publication-title: arXiv 2011 03195
– volume: 903
  year: 2019
  ident: ref35
  publication-title: Application of the Usability Metrics of the ISO 9126 Standard in the E-Commerce Domain A Case Study
– ident: ref99
  doi: 10.1109/FUZZ48607.2020.9177542
– volume: 29
  start-page: 1
  year: 2019
  ident: ref49
  article-title: Deep learning book review
  publication-title: Nature
– year: 2019
  ident: ref92
  article-title: One explanation does not fit all: A toolkit and taxonomy of AI explainability techniques
  publication-title: arXiv 1909 03012
– ident: ref59
  doi: 10.1002/rcs.1968
– year: 2020
  ident: ref98
  article-title: A performance-explainability framework to benchmark machine learning methods: Application to multivariate time series classifiers
  publication-title: arXiv 2005 14501
– ident: ref131
  doi: 10.1109/BigData.2018.8622627
– year: 2020
  ident: ref15
  article-title: An overview of privacy in machine learning
  publication-title: arXiv 2005 08679
– volume: 47
  start-page: 1
  year: 2019
  ident: ref3
  article-title: Technology acceptance theories and factors influencing artificial Intelligence-based intelligent products
  publication-title: Telematics and Informatics
– ident: ref116
  doi: 10.1007/s10209-016-0515-7
– year: 0
  ident: ref79
  publication-title: Holy Grail of AI for Enterprise-Explainable AI
– ident: ref67
  doi: 10.1016/j.actamat.2020.01.047
– year: 2021
  ident: ref134
  article-title: Deep learning based decision support for medicine-A case study on skin cancer diagnosis
  publication-title: arXiv 2103 05112
– year: 2018
  ident: ref60
  article-title: The measure and mismeasure of fairness: A critical review of fair machine learning
  publication-title: arXiv 1808 00023
– ident: ref47
  doi: 10.1088/1361-6633/aab406
– year: 2020
  ident: ref61
  article-title: On adversarial bias and the robustness of fair machine learning
  publication-title: arXiv 2006 08669
– ident: ref26
  doi: 10.1609/aimag.v40i2.2850
– ident: ref7
  doi: 10.1016/j.inffus.2019.12.012
– year: 2019
  ident: ref107
  article-title: BLIMEy: Surrogate prediction explanations beyond LIME
  publication-title: arXiv 1910 13016
– year: 0
  ident: ref88
  article-title: Interactive recommendation AI to support transparent human decision making
  publication-title: FUJITSU Sci Tech J
– year: 2021
  ident: ref20
  article-title: Explainable artificial intelligence (XAI): An engineering perspective
  publication-title: arXiv 2101 03613
– ident: ref23
  doi: 10.1093/jamia/ocaa053
– ident: ref45
  doi: 10.1016/j.cosrev.2021.100398
– volume: 12279
  start-page: 1
  year: 2020
  ident: ref113
  article-title: Explainable artificial intelligence: Concepts, applications, research challenges and visions
  publication-title: Machine Learning and Knowledge Extraction
  doi: 10.1007/978-3-030-57321-8_1
– ident: ref77
  doi: 10.1360/N112017-00221
– year: 2018
  ident: ref70
  article-title: Chiron: Privacy-preserving machine learning as a service
  publication-title: arXiv 1803 05961
– ident: ref33
  doi: 10.1371/journal.pone.0186744
– year: 2019
  ident: ref19
  article-title: The three stages of explainable AI: How explainability facilitates real world deployment of AI How XAI makes a difference
– ident: ref30
  doi: 10.1007/s41870-017-0048-1
– ident: ref63
  doi: 10.24963/ijcai.2019/876
– year: 0
  ident: ref87
  publication-title: Designing Accessible XAI
– ident: ref34
  doi: 10.1016/j.pdisas.2020.100118
– ident: ref39
  doi: 10.1109/C-CODE.2019.8680978
– year: 2020
  ident: ref74
  article-title: Interaction and artificial intelligence to cite this version: HAL Id: HAL-02424944 cross-fertilisation between human-computer interaction and artificial intelligence
– ident: ref2
  doi: 10.1080/14616688.2020.1762118
– year: 2019
  ident: ref80
  article-title: A perspective from human-computer interaction
– ident: ref6
  doi: 10.1145/3419764
– ident: ref4
  doi: 10.1016/j.future.2020.07.048
– volume: 14
  start-page: 785
  year: 2020
  ident: ref110
  article-title: Editable machine learning models? A rule-based framework for user studies of explainability
  publication-title: Adv Data Anal Classification
  doi: 10.1007/s11634-020-00419-2
– year: 2021
  ident: ref105
  article-title: Semantic XAI for contextualized demand forecasting explanations
  publication-title: arXiv 2104 00452
– ident: ref108
  doi: 10.1007/s00163-020-00336-7
– ident: ref75
  doi: 10.1360/N112017-00225
– ident: ref29
  doi: 10.1016/j.chb.2020.106274
– ident: ref28
  doi: 10.1080/10447318.2020.1819668
– year: 2021
  ident: ref25
  article-title: Unbox the black-box for the medical explainable AI via multi-modal and multi-centre data fusion: A mini-review, two showcases and beyond
  publication-title: arXiv 2102 01998
– ident: ref50
  doi: 10.1208/s12248-018-0210-0
– ident: ref95
  doi: 10.1145/3351095.3372852
– ident: ref44
  doi: 10.1109/ACCESS.2020.3009184
– year: 2019
  ident: ref17
  article-title: Personalized explanation for machine learning: A conceptualization
  publication-title: arXiv 1901 00770
– ident: ref21
  doi: 10.3389/fpubh.2020.00117
– start-page: 273
  year: 2000
  ident: ref100
  article-title: Subject index
– year: 2020
  ident: ref54
  article-title: BlockFLow: An accountable and privacy-preserving solution for federated learning
  publication-title: arXiv 2007 03856
– ident: ref109
  doi: 10.1007/978-3-030-00801-7_7
– year: 2020
  ident: ref18
  article-title: A survey of the state of explainable AI for natural language processing
  publication-title: arXiv 2010 00711
– year: 2019
  ident: ref94
  article-title: Explainable text classification in legal document review a case study of explainable predictive coding
  publication-title: arXiv 1904 01721
– ident: ref62
  doi: 10.1109/IROS.2018.8593552
– volume: 2771
  start-page: 169
  year: 2020
  ident: ref22
  article-title: Incorporating explainable artificial intelligence (XAI) to aid the understanding of machine learning in the healthcare domain
  publication-title: Proc CEUR Workshop
– volume: 3
  start-page: 1
  year: 2017
  ident: ref38
  article-title: Human-centered design of complex systems: An experience-based approach
  publication-title: Science
– year: 2018
  ident: ref14
  article-title: Privacy preserving machine learning: Threats and solutions
  publication-title: arXiv 1804 11238
– ident: ref102
  doi: 10.1016/j.artint.2020.103387
– ident: ref9
  doi: 10.1080/08838151.2020.1843357
– ident: ref68
  doi: 10.1109/TII.2020.2974555
– year: 2020
  ident: ref16
  article-title: Opportunities and challenges in explainable artificial intelligence (XAI): A survey
  publication-title: arXiv 2006 11371
– ident: ref37
  doi: 10.1016/j.infsof.2019.106195
– ident: ref81
  doi: 10.1145/3290607.3312787
– ident: ref71
  doi: 10.1109/SP.2017.12
– year: 2020
  ident: ref66
  article-title: Elucidating the design and behavior of nanophotonic structures through explainable convolutional neural networks
  publication-title: arXiv 2003 06075
– year: 2019
  ident: ref90
  article-title: A situation awareness-based framework for design and evaluation of explainable AI
  publication-title: Explainable Transparent Autonomous Agents and Multi-Agent Systems
– ident: ref64
  doi: 10.1109/ACCESS.2021.3051315
– volume: 23
  start-page: 1
  year: 2021
  ident: ref83
  article-title: Explainable AI: A review of machine learning interpretability methods
  publication-title: Entropy
– ident: ref106
  doi: 10.1145/3128572.3140450
– ident: ref82
  doi: 10.1016/j.ijhcs.2020.102551
– ident: ref84
  doi: 10.1007/s00766-020-00333-1
– ident: ref58
  doi: 10.1109/TIV.2019.2955903
– ident: ref46
  doi: 10.1109/ACCESS.2021.3057865
– ident: ref42
  doi: 10.23919/MIPRO.2018.8400040
– ident: ref96
  doi: 10.1016/j.artint.2020.103428
– ident: ref24
  doi: 10.1109/CyberSA49311.2020.9139655
– ident: ref40
  doi: 10.1371/journal.pone.0238099
– volume: 114
  start-page: 78
  year: 2020
  ident: ref118
  article-title: Social robots-A new perspective in healthcare
  publication-title: Res Outreach
– volume: 9
  start-page: 43
  year: 2017
  ident: ref117
  article-title: State of the art: A study of human-robot interaction in healthcare
  publication-title: Int J Inf Eng Electron Bus
– ident: ref57
  doi: 10.1109/IVS.2018.8500421
– ident: ref126
  doi: 10.1001/jama.2019.21579
– ident: ref76
  doi: 10.1360/N112018-00181
– ident: ref127
  doi: 10.4103/CRST.CRST_50_19
– ident: ref91
  doi: 10.24963/ijcai.2020/669
– ident: ref125
  doi: 10.1016/j.ijhcs.2019.06.007
– ident: ref31
  doi: 10.1145/3392878
– year: 2020
  ident: ref86
  article-title: Evidence-based explanation to promote fairness in AI systems
  publication-title: arXiv 2003 01525
– ident: ref124
  doi: 10.1111/imj.14876
– year: 2020
  ident: ref135
  publication-title: Human Computer Interaction and Emerging Technologies Workshop Proceedings from the INTERACT 2019 Workshops
– ident: ref41
  doi: 10.22215/timreview/1385
– ident: ref1
  doi: 10.1145/3290607.3298806
– year: 2020
  ident: ref114
  article-title: What do you see? Evaluation of explainable artificial intelligence (XAI) interpretability through neural backdoors
  publication-title: arXiv 2009 10639
– year: 2018
  ident: ref56
  article-title: Towards accountable AI: Hybrid human-machine analyses for characterizing system failure
  publication-title: arXiv 1809 07424
SSID ssj0000816957
Score 2.6084476
SecondaryResourceType review_article
Snippet Artificial intelligence (AI) is one of the emerging technologies. In recent decades, artificial intelligence (AI) has gained widespread acceptance in a variety...
SourceID doaj
proquest
crossref
ieee
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 153316
SubjectTerms Algorithms
Artificial intelligence
Data models
deep learning
Explainable artificial intelligence
Health care
healthcare
Human computer interaction
human-centered design
Human-computer interface
Interactive systems
Literature reviews
machine learning
Medical services
New technology
Security
Systematics
Usability
user-centered design
SummonAdditionalLinks – databaseName: IEEE Electronic Library (IEL)
  dbid: RIE
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwELZKT3CgQEEsbZEPHJut7djZ-LisWi1I5UIrerP8mIgKlEU0e-FP9C93_EhUnuKWRHZkZybz8sw3hLzRLCw0V75iGmQlHQtVCw1UXmgJNepLxWOh8PmHZn0p31-pqx1yPNXCAEBKPoN5vExn-WHjtzFUdqJRl_BYL_0AHbdcqzXFU2IDCa0WBViIM32yXK1wD-gCCo6eqYi46T8pn4TRX5qq_CaJk3o52yPn48JyVsmX-XZwc__jF8zG_135E_K42Jl0mRnjKdmB_hl5dA99cJ_cLunHCceZ5kMCuuloiutXY7sHmmKGufyB2j7QmLVXSq7S6zMEBX13D9uTXvd0PSWW0U_Xw-e_Dr0YQWRvnpPLs9OL1boq_RkqL1k7VJ6F4JmVsu68k51TXtfcWSud4vGGMRC-a7VVbWuFCtKHRgKrnQ1cd82ifkF2-00PLwmtwQKKEysbL9Bht60XwBqBEzoJaKXNiBgJZ3wBL489NL6a5MQwbTK1TaS2KdSekeNp0reM3fHv4W8jR0xDI_B2eoCUNOU_NsKhwdYp1jh0xHDTLXL6omH4AQTrgMsZ2Y_Un15SCD8jhyN_mSIkbkxGc1MoUl_9edYBeRgXmCM-h2R3-L6FI7SBBvc6Mf8dhMgFaA
  priority: 102
  providerName: IEEE
Title A Systematic Review of Human-Computer Interaction and Explainable Artificial Intelligence in Healthcare With Artificial Intelligence Techniques
URI https://ieeexplore.ieee.org/document/9614151
https://www.proquest.com/docview/2601645322
https://doaj.org/article/2b846f506b974b4f8791760fcb20fe14
Volume 9
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LSwMxEA7Skx7EJ9ZHycGji9lskm6OtShV0IuK3kKSTbAgW9H6O_zLTh5dKqJePG5IspvM7LyY-QahY0maoSy5LYh0rGCGNEXthCsslcxVoC95GQqFr2_E5J5dPfLHpVZfIScswQOnizulBjSk50QYsHwN8zVsPRTEW0OJd7GFNQWdt-RMRRlcl0LyYYYZKok8HY3HcCJwCGkJfioNKOpfVFFE7M8tVr7J5ahsLjbQerYS8Sh93SZace0WWlvCDtxGHyN826Ew4xTixzOPY1S-WDRrwDHil4oXsG4bHHLucsFU3D4BSODLJWROPG3xpEsLww_T-dOPU-8WELBvO-j-4vxuPClyd4XCMlLPC0uaxhLNWAV3ybzhVlal0ZoZXoYHQhy1vpaa17WmvGG2EcyRyuimlF4Mq13Ua2et20O4ctqBMNBMWArutq4tdURQWOCZAxurj-jiopXN0OOhA8azii4IkSpRRwXqqEydPjrpFr0k5I3fp58FCnZTA2x2HABmUpmZ1F_M1Efbgf7dJhKMFzCJ-uhwwQ8q_-JvKmGxcRCI-__x6gO0Go6TojuHqDd_fXdHYO_MzSCy9iCWJn4CbnL8Vg
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwEB5V5QAcyqMgFgr4wLHZ2o6djY_LimoL3V7Yit4s23HUCpRFbfbCn-AvM34kKk9xSyLbsjPjGc945huAN4o2M8WkK6jyohCWNkXtK184roQvUV9KFhKFV2fV8ly8v5AXO3A45sJ472PwmZ-Gx3iX32zcNrjKjhTqEhbype-g3pcsZWuNHpVQQkLJWYYWYlQdzRcLXAUagZyhbcoDcvpP6iei9OeyKr_J4qhgjh_Aaphaiiv5PN32duq-_YLa-L9zfwh7-aRJ5ok1HsGO7x7D_Vv4g_vwfU4-jkjOJF0TkE1Lome_GAo-kOg1TAkQxHQNCXF7OekqDp9AKMjJLXRPctWR5RhaRj5d9Zd_bboeYGRvnsD58bv1YlnkCg2FE7TuC0ebxlEjRNk6K1ornSqZNUZYycILpZ67tlZG1rXhshGuqYSnpTUNU201K5_Cbrfp_DMgpTceBYoRleNospvacU8rjh1a4fGcNgE-EE67DF8eqmh80dGMoUonautAbZ2pPYHDsdPXhN7x7-ZvA0eMTQP0dvyAlNR5J2tu8cjWSlpZNMVw0TXy-qyi-AM4bT0TE9gP1B8HyYSfwMHAXzqLiRud8NwkCtXnf-71Gu4u16tTfXpy9uEF3AuTTf6fA9jtr7f-JZ6IevsqboQfQqEIsQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+Systematic+Review+of+Human%E2%80%93Computer+Interaction+and+Explainable+Artificial+Intelligence+in+Healthcare+With+Artificial+Intelligence+Techniques&rft.jtitle=IEEE+access&rft.au=Nazar%2C+Mobeen&rft.au=Alam%2C+Muhammad+Mansoor&rft.au=Yafi%2C+Eiad&rft.au=Su%27ud%2C+Mazliham+Mohd&rft.date=2021&rft.issn=2169-3536&rft.eissn=2169-3536&rft.volume=9&rft.spage=153316&rft.epage=153348&rft_id=info:doi/10.1109%2FACCESS.2021.3127881&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_ACCESS_2021_3127881
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2169-3536&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2169-3536&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2169-3536&client=summon