Linking technological functions of fitness mobile apps with continuance usage among Chinese users: Moderating role of exercise self-efficacy

Mobile apps are effective tools for administering health interventions and changing user behaviors in key lifestyle areas, such as physical activity, but the attrition rates of fitness app users are high. To understand how to increase user retention rates, the present study draws from the Technology...

Full description

Saved in:
Bibliographic Details
Published inComputers in human behavior Vol. 103; pp. 151 - 160
Main Authors Huang, Guanxiong, Ren, Yuchen
Format Journal Article
LanguageEnglish
Published Elmsford Elsevier Ltd 01.02.2020
Elsevier Science Ltd
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Mobile apps are effective tools for administering health interventions and changing user behaviors in key lifestyle areas, such as physical activity, but the attrition rates of fitness app users are high. To understand how to increase user retention rates, the present study draws from the Technology Acceptance Model (TAM) and investigates the role of exercise self-efficacy, in addition to the original TAM constructs, namely, perceived usefulness, perceived ease of use, and perceived enjoyment, in predicting current users’ intention to continue using the apps. Moreover, this study extends TAM from a human-technology interaction perspective by elucidating the antecedents of perceived usefulness in terms of specific functions provided by fitness mobile apps. Samples were drawn from a large online Chinese subject pool to test the hypotheses via a survey (N = 449). The results showed that four technological functions—instruction provision, self-monitoring, self-regulation, and goal attainment—had an indirect effect on continuance intention through perceived usefulness, and this indirect effect was moderated by exercise self-efficacy such that the association between perceived usefulness and continuance intention was stronger for those with low exercise self-efficacy. •Four technological functions had an indirect effect on continuance intention through perceived usefulness.•This indirect effect was moderated by exercise self-efficacy.•Perceived ease of use and perceived enjoyment also predicted continuance intention.
AbstractList Mobile apps are effective tools for administering health interventions and changing user behaviors in key lifestyle areas, such as physical activity, but the attrition rates of fitness app users are high. To understand how to increase user retention rates, the present study draws from the Technology Acceptance Model (TAM) and investigates the role of exercise self-efficacy, in addition to the original TAM constructs, namely, perceived usefulness, perceived ease of use, and perceived enjoyment, in predicting current users' intention to continue using the apps. Moreover, this study extends TAM from a human-technology interaction perspective by elucidating the antecedents of perceived usefulness in terms of specific functions provided by fitness mobile apps. Samples were drawn from a large online Chinese subject pool to test the hypotheses via a survey (N = 449). The results showed that four technological functions-instruction provision, self-monitoring, self-regulation, and goal attainment-had an indirect effect on continuance intention through perceived usefulness, and this indirect effect was moderated by exercise self-efficacy such that the association between perceived usefulness and continuance intention was stronger for those with low exercise self-efficacy.
Mobile apps are effective tools for administering health interventions and changing user behaviors in key lifestyle areas, such as physical activity, but the attrition rates of fitness app users are high. To understand how to increase user retention rates, the present study draws from the Technology Acceptance Model (TAM) and investigates the role of exercise self-efficacy, in addition to the original TAM constructs, namely, perceived usefulness, perceived ease of use, and perceived enjoyment, in predicting current users’ intention to continue using the apps. Moreover, this study extends TAM from a human-technology interaction perspective by elucidating the antecedents of perceived usefulness in terms of specific functions provided by fitness mobile apps. Samples were drawn from a large online Chinese subject pool to test the hypotheses via a survey (N = 449). The results showed that four technological functions—instruction provision, self-monitoring, self-regulation, and goal attainment—had an indirect effect on continuance intention through perceived usefulness, and this indirect effect was moderated by exercise self-efficacy such that the association between perceived usefulness and continuance intention was stronger for those with low exercise self-efficacy. •Four technological functions had an indirect effect on continuance intention through perceived usefulness.•This indirect effect was moderated by exercise self-efficacy.•Perceived ease of use and perceived enjoyment also predicted continuance intention.
Author Ren, Yuchen
Huang, Guanxiong
Author_xml – sequence: 1
  givenname: Guanxiong
  orcidid: 0000-0002-8588-1454
  surname: Huang
  fullname: Huang, Guanxiong
  email: ghuang3@cityu.edu.hk
  organization: Department of Media and Communication, City University of Hong Kong
– sequence: 2
  givenname: Yuchen
  surname: Ren
  fullname: Ren, Yuchen
  email: renyuchen@szu.edu.cn
  organization: School of Mass Communication, Shenzhen University, China
BookMark eNp9kM1q3DAUhUVJoZO0D9CdIGtP9WPLdrIKQ9IWpnTTroUsX83cqUeaSHLavEMfujKTVReBCxeuzncOOpfkwgcPhHzkbM0ZV58Oa7sf1oLxfs3KcPmGrHjXyqpVvbggK9bWbdUoKd6Ry5QOjLGmYWpF_m7R_0K_oxns3ocp7NCaibrZ24zBJxocdZg9pESPYcAJqDmdEv2NeU9t8Bn9bLwFOiezK2_HULw2eyzAcoOYbui3MEI0eUmJoRgUS_gD0WKRJJhcBc6VVPv8nrx1Zkrw4WVfkZ8P9z82X6rt989fN3fbykrR5MqMwyi7lrG6751UfOyMcV1dS9dIV3PbWeVG1Q2S12oQjapV63pQzrjGNaYX8opcn31PMTzOkLI-hDn6EqmFFL3oOFOLip9VNoaUIjh9ing08VlzppfS9UGX0vVSumZluCxM-x9jMZulyRwNTq-St2cSysefEKJOFqE0O2IEm_UY8BX6H8hroPs
CitedBy_id crossref_primary_10_1080_00208825_2024_2442191
crossref_primary_10_1016_j_pec_2024_108580
crossref_primary_10_2196_16911
crossref_primary_10_1177_14604582221119950
crossref_primary_10_4018_JGIM_318694
crossref_primary_10_1080_10580530_2025_2479733
crossref_primary_10_1177_23220937221082771
crossref_primary_10_2196_48623
crossref_primary_10_1108_JSM_01_2021_0023
crossref_primary_10_3390_ijerph191710679
crossref_primary_10_2196_23968
crossref_primary_10_1016_j_chb_2023_107757
crossref_primary_10_1186_s12909_022_03603_4
crossref_primary_10_1016_j_ijinfomgt_2022_102522
crossref_primary_10_1109_TEM_2024_3425438
crossref_primary_10_1080_10410236_2020_1794548
crossref_primary_10_1016_j_dss_2024_114265
crossref_primary_10_2196_50957
crossref_primary_10_1016_j_gerinurse_2024_12_026
crossref_primary_10_1007_s13204_021_01909_1
crossref_primary_10_1080_23750472_2023_2165532
crossref_primary_10_1108_EL_07_2021_0140
crossref_primary_10_1016_j_jretconser_2023_103288
crossref_primary_10_1016_j_chb_2021_107106
crossref_primary_10_1080_10580530_2022_2124559
crossref_primary_10_3390_foods13162622
crossref_primary_10_6000_1927_520X_2024_13_04
crossref_primary_10_1080_1475939X_2022_2152861
crossref_primary_10_3390_su15108371
crossref_primary_10_1177_15245004221116857
crossref_primary_10_1186_s43093_024_00313_9
crossref_primary_10_1177_21582440211056606
crossref_primary_10_1080_23311886_2023_2260566
crossref_primary_10_3390_bs13090782
crossref_primary_10_3390_bs13100872
crossref_primary_10_3390_ijerph191710814
crossref_primary_10_1016_j_im_2024_104008
crossref_primary_10_1108_CI_04_2022_0094
crossref_primary_10_1108_APJML_03_2024_0315
crossref_primary_10_1177_02666669241269666
crossref_primary_10_3390_su14159240
crossref_primary_10_1111_1467_8500_12559
crossref_primary_10_1016_j_jretconser_2022_102956
crossref_primary_10_1108_ITP_08_2022_0634
crossref_primary_10_1108_IRJMS_11_2022_0109
crossref_primary_10_1108_JSM_06_2021_0215
crossref_primary_10_1080_23311916_2024_2369220
crossref_primary_10_1007_s40299_022_00705_x
crossref_primary_10_3390_su162411068
crossref_primary_10_1016_j_techfore_2022_121692
crossref_primary_10_1108_IJPHM_08_2024_0081
crossref_primary_10_1186_s12889_024_18097_6
crossref_primary_10_1177_2050157920966023
crossref_primary_10_1016_j_elerap_2020_101008
crossref_primary_10_3389_fpubh_2022_1031520
crossref_primary_10_1016_j_chb_2021_107169
crossref_primary_10_1016_j_im_2024_103942
crossref_primary_10_1016_j_jbusres_2024_114517
crossref_primary_10_2478_pcssr_2024_0008
crossref_primary_10_1108_IMDS_03_2021_0164
crossref_primary_10_1016_j_jretconser_2023_103539
crossref_primary_10_1108_JEBDE_09_2022_0032
crossref_primary_10_1108_ITP_05_2022_0412
crossref_primary_10_3390_ijerph181910367
crossref_primary_10_1016_j_chb_2024_108252
crossref_primary_10_1038_s41746_022_00692_9
crossref_primary_10_1016_j_dss_2024_114335
crossref_primary_10_4018_JGIM_294123
crossref_primary_10_1097_MD_0000000000040076
crossref_primary_10_1007_s10639_023_12044_5
crossref_primary_10_23887_jlls_v7i1_71092
crossref_primary_10_3390_bs15030367
crossref_primary_10_3390_su12166641
crossref_primary_10_1016_j_heliyon_2023_e13302
crossref_primary_10_1016_j_tranpol_2024_05_016
crossref_primary_10_1016_j_ijinfomgt_2020_102292
crossref_primary_10_1108_K_04_2023_0569
crossref_primary_10_1007_s10639_022_11457_y
crossref_primary_10_2147_PRBM_S364275
crossref_primary_10_1007_s42488_023_00087_9
crossref_primary_10_1007_s40299_023_00782_6
crossref_primary_10_56984_8ZG007DE9BO
crossref_primary_10_1016_j_techfore_2021_120644
crossref_primary_10_1080_10447318_2022_2073322
crossref_primary_10_1016_j_chb_2022_107204
crossref_primary_10_1108_APJML_09_2019_0534
crossref_primary_10_3390_app12126271
crossref_primary_10_3389_fpsyg_2022_786693
crossref_primary_10_1007_s12525_022_00602_7
crossref_primary_10_1080_10911359_2024_2314023
crossref_primary_10_1057_s41599_023_02011_3
crossref_primary_10_1007_s10639_020_10307_z
crossref_primary_10_1016_j_techsoc_2022_102126
crossref_primary_10_1016_j_chb_2021_106968
crossref_primary_10_1111_joca_12603
crossref_primary_10_1108_ITP_10_2020_0705
crossref_primary_10_1080_17517575_2021_1941272
crossref_primary_10_24985_kjss_2022_33_4_624
crossref_primary_10_1080_21665095_2023_2292474
crossref_primary_10_1080_10447318_2022_2074668
crossref_primary_10_1108_IJSMS_09_2024_0244
crossref_primary_10_14746_cis_2023_55_7
crossref_primary_10_1108_INTR_07_2021_0454
crossref_primary_10_3390_healthcare10020221
crossref_primary_10_1080_13683500_2024_2390678
crossref_primary_10_3390_su12176753
crossref_primary_10_1108_OIR_10_2020_0464
crossref_primary_10_1108_JHTT_12_2021_0345
crossref_primary_10_24985_ijass_2024_36_1_56
crossref_primary_10_1080_10447318_2023_2266790
crossref_primary_10_1016_j_techfore_2022_122066
crossref_primary_10_1016_j_heliyon_2024_e32978
crossref_primary_10_1108_APJML_05_2024_0682
crossref_primary_10_1111_deci_12550
crossref_primary_10_1016_j_chb_2021_107089
crossref_primary_10_1016_j_chb_2021_107127
crossref_primary_10_1080_10447318_2024_2413306
crossref_primary_10_1108_IMDS_12_2020_0758
crossref_primary_10_3389_fpubh_2024_1416750
crossref_primary_10_3390_systems10040100
Cites_doi 10.1037/0021-9010.88.5.879
10.1002/1098-240X(200102)24:1<68::AID-NUR1008>3.0.CO;2-C
10.1504/IJMC.2014.063653
10.1038/srep34563
10.1016/j.chb.2017.09.006
10.1002/1099-0992(200007/08)30:4<533::AID-EJSP6>3.0.CO;2-F
10.1080/08870446.2010.534167
10.1186/s12916-015-0323-6
10.1287/mnsc.35.8.982
10.1146/annurev.psych.52.1.1
10.2307/25148660
10.2307/249689
10.1080/10810730.2018.1544676
10.4258/hir.2015.21.2.74
10.2307/41410412
10.1016/j.chb.2019.01.018
10.1080/07448481.2015.1015025
10.1111/j.1559-1816.1992.tb00945.x
10.1037/hea0000387
10.1186/s12966-016-0454-y
10.2196/mhealth.3710
10.1080/14792772143000003
10.1287/isre.11.4.342.11872
10.1016/j.jbi.2009.07.002
10.1016/j.chb.2004.03.003
10.2307/3250921
10.2196/games.4187
10.1207/s15506878jobem4402_1
10.1111/j.1540-5915.2008.00192.x
10.2196/mhealth.4383
10.2307/249008
10.1177/1359105315574951
10.1089/tmj.2011.0055
10.2196/jmir.4142
10.1080/10864415.2003.11044275
10.1016/S0378-7206(98)00101-3
10.2196/jmir.2143
10.1080/10810730.2017.1296510
10.1080/10410236.2016.1167998
10.1155/2018/8960968
10.1080/08874417.2016.1181463
10.1186/s12966-014-0097-9
10.5993/AJHB.38.6.8
10.1287/isre.13.2.205.83
10.7812/11-136
10.1080/10447318.2017.1403220
10.1016/j.tele.2015.08.014
10.1080/00273170701341316
10.5539/ibr.v4n2p80
10.1016/0749-5978(91)90022-L
10.2307/249498
10.1007/s11277-014-1769-0
10.2196/mhealth.4924
10.1108/JEIM-04-2015-0035
10.1177/073346489401300402
10.1108/IntR-03-2017-0099
10.1080/08961530903476147
10.1037/0033-295X.84.2.191
10.1111/j.1540-5915.1996.tb01822.x
10.1080/10810730.2017.1382617
10.1016/0749-5978(91)90020-T
10.1016/j.amepre.2014.01.010
10.1108/IMDS-01-2015-0028
10.2196/jmir.4836
10.1093/geronb/54B.5.P283
10.1016/j.chb.2016.11.070
10.1016/j.ijmedinf.2015.12.016
10.1016/j.im.2006.05.003
10.17705/1jais.00122
10.1007/s11747-014-0403-8
10.1186/s12888-014-0272-1
10.1136/amiajnl-2012-001510
10.1080/10447311003781318
10.1097/JOM.0000000000000987
10.1037/0033-2909.112.1.155
10.1002/asi.21305
10.1016/j.ijmedinf.2006.09.001
ContentType Journal Article
Copyright 2019 Elsevier Ltd
Copyright Elsevier Science Ltd. Feb 2020
Copyright_xml – notice: 2019 Elsevier Ltd
– notice: Copyright Elsevier Science Ltd. Feb 2020
DBID AAYXX
CITATION
7SC
8FD
JQ2
L7M
L~C
L~D
DOI 10.1016/j.chb.2019.09.013
DatabaseName CrossRef
Computer and Information Systems Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Computer and Information Systems Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Advanced Technologies Database with Aerospace
ProQuest Computer Science Collection
Computer and Information Systems Abstracts Professional
DatabaseTitleList Computer and Information Systems Abstracts

DeliveryMethod fulltext_linktorsrc
Discipline Psychology
Computer Science
EISSN 1873-7692
EndPage 160
ExternalDocumentID 10_1016_j_chb_2019_09_013
S0747563219303413
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
186
1B1
1RT
1~.
1~5
29F
4.4
457
4G.
53G
5GY
5VS
6J9
7-5
71M
8P~
9JN
9JO
AABNK
AACTN
AADFP
AAEDT
AAEDW
AAFJI
AAGJA
AAGUQ
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
AAYFN
ABBOA
ABFNM
ABFRF
ABIVO
ABJNI
ABMAC
ABMMH
ABOYX
ABXDB
ABYKQ
ACDAQ
ACGFO
ACGFS
ACHQT
ACNNM
ACRLP
ACXNI
ACZNC
ADBBV
ADEZE
ADHUB
ADJOM
ADMUD
AEBSH
AEFWE
AEKER
AFFNX
AFKWA
AFTJW
AFYLN
AGHFR
AGUBO
AGYEJ
AHHHB
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
AKYCK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOMHK
AOUOD
ASPBG
AVARZ
AVWKF
AXJTR
AZFZN
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FA8
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
GBOLZ
HF~
HLZ
HMW
HVGLF
HZ~
H~9
IHE
J1W
KOM
LG9
LPU
M3V
M41
MO0
N9A
NHB
O-L
O9-
OAUVE
OKEIE
OZT
P-8
P-9
P2P
PC.
PRBVW
Q38
R2-
RIG
ROL
RPZ
RXW
SBC
SCC
SDF
SDG
SDP
SES
SEW
SPC
SPCBC
SPS
SSB
SSO
SSV
SSY
SSZ
T5K
TAE
UMD
UNMZH
WUQ
XPP
XSW
ZCA
~G-
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AFXIZ
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
BNPGV
CITATION
SSH
7SC
8FD
EFKBS
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c325t-adbd38700499f361d8aaf8443f53f41c8c6fd68b3146b256467f9e6faf5f5a923
IEDL.DBID .~1
ISSN 0747-5632
IngestDate Wed Aug 13 08:39:49 EDT 2025
Tue Jul 01 03:51:39 EDT 2025
Thu Apr 24 23:03:28 EDT 2025
Fri Feb 23 02:48:49 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Technology acceptance model
Exercise self-efficacy
Human-technology interaction
Fitness mobile apps
Technological functions
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c325t-adbd38700499f361d8aaf8443f53f41c8c6fd68b3146b256467f9e6faf5f5a923
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-8588-1454
PQID 2329281062
PQPubID 2038346
PageCount 10
ParticipantIDs proquest_journals_2329281062
crossref_primary_10_1016_j_chb_2019_09_013
crossref_citationtrail_10_1016_j_chb_2019_09_013
elsevier_sciencedirect_doi_10_1016_j_chb_2019_09_013
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate February 2020
2020-02-00
20200201
PublicationDateYYYYMMDD 2020-02-01
PublicationDate_xml – month: 02
  year: 2020
  text: February 2020
PublicationDecade 2020
PublicationPlace Elmsford
PublicationPlace_xml – name: Elmsford
PublicationTitle Computers in human behavior
PublicationYear 2020
Publisher Elsevier Ltd
Elsevier Science Ltd
Publisher_xml – name: Elsevier Ltd
– name: Elsevier Science Ltd
References Venkatesh (bib84) 2000; 11
Wang, Park, Chung, Choi (bib88) 2014; 79
Bandura (bib10) 2001; 52
Dishaw, Strong (bib29) 1999; 36
Turner-McGrievy, Beets, Moore, Kaczynski, Barr-Anderson, Tate (bib82) 2013; 20
Venkatesh, Davis (bib86) 1996; 27
Yang (bib89) 2010; 22
Rabin, Bock (bib72) 2011; 17
Hsiao, Chang, Tang (bib41) 2016; 33
Venkatesh, Thong, Xu (bib87) 2012; 36
Preacher, Rucker, Hayes (bib71) 2007; 42
eMarketer (bib1) 2017
Davis (bib26) 1989; 13
McAuley, Blissmer (bib62) 2000; 28
(bib23) 2018
Lee, Tsai (bib55) 2010; 26
Chin, Keum, Woo, Park, Choi, Woo (bib18) 2016; 6
Faghri, Simon, Huedo-Medina, Gorin (bib30) 2017; 59
Goodhue, Thompson (bib35) 1995; 19
Fishbein, Ajzen (bib32) 1975
Lee, Cho (bib53) 2017; 32
Bhattacherjee (bib14) 2001; 25
Henseler, Ringle, Sarstedt (bib38) 2015; 43
Schoeppe, Alley, Van Lippevelde, Bray, Williams, Duncan (bib73) 2016; 13
Bandura (bib7) 1977; 84
Alalwan, Dwivedi, Rana, Williams (bib3) 2016; 29
Belmon, Middleweerd, te Velde, Brug (bib12) 2015; 3
Stiglbauer, Weber, Batinic (bib79) 2019; 94
TechNode (bib80) 2017
Lee, Goh, Chua, Ang (bib54) 2010; 61
Statista (bib78) 2018
Davis, Bagozzi, Warshaw (bib27) 1989; 35
Kim, Chang (bib47) 2007; 76
Annesi (bib4) 2012; 16
Bandura (bib9) 1997
Sheeran (bib74) 2002; 12
Teixeira, Carraça, Marques, Rutter, Oppert, De Bourdeaudhuij, Brug (bib81) 2015; 13
Litman, Rosen, Spierer, Weinberger-Litman, Goldschein, Robinson (bib58) 2015; 17
Podsakoff, MacKenzie, Lee, Podsakoff (bib70) 2003; 88
Beldad, Hegner (bib11) 2018; 34
Shin, Jang, Pender (bib77) 2001; 24
Igbaria, Zinatelli, Cragg, Cavaye (bib43) 1997; 21
McAuley, Katula, Mihalko, Blissmer, Duncan, Pena (bib63) 1999; 54
Lister, West, Cannon, Sax, Brodegard (bib57) 2014; 16
Chib, Lin (bib17) 2018; 23
Hew, Lee, Ooi, Wei (bib39) 2015; 115
General Administration of Sport of China (bib34) 2015
Huang, Zhou (bib42) 2018
Ajzen (bib2) 1991; 50
Bandura (bib8) 1991; 50
Cho (bib19) 2016; 87
Sheeran, Orbell (bib76) 2000; 30
Hair, Black, Babin, Anderson, Tatham (bib36) 2010
Middelweerd, Mollee, van der Wal, Brug, Te Velde (bib66) 2014; 11
Venkatesh, Bala (bib85) 2008; 39
Holden, Karsh (bib40) 2010; 43
Luarn, Lin (bib59) 2005; 21
Kim, Faw, Michaelides (bib48) 2017; 22
Kang (bib46) 2014; 12
McAuley, Lox, Rudolph, Travis (bib64) 1994; 13
Van der Heijden (bib83) 2004; 28
Hayes (bib37) 2013
King, He (bib50) 2006; 43
Cheng, Chen (bib15) 2018
Cohen (bib24) 1992; 112
Islam, Khan, Ramayah, Hossain (bib44) 2011; 4
Jeon, Park (bib45) 2015; 21
Lim, Noh (bib56) 2017; 77
Conroy, Yang, Maher (bib25) 2014; 46
Cho, Quinlan, Park, Noh (bib21) 2014; 6
Davis, Bagozzi, Warshaw (bib28) 1992; 22
Pavlou (bib68) 2003; 7
Cho, Lee, Quinlan (bib20) 2015; 63
Bender, Choi, Arai, Paul, Gonzalez, Fukuoka (bib13) 2014; 2
Annesi, Marti (bib5) 2011; 26
Bagozzi (bib6) 2007; 8
Sheeran, Montanaro, Bryan, Miles, Maki, Avishai-Yitshak, Rothman (bib75) 2016; 35
Krebs, Duncan (bib52) 2015; 3
Merikivi, Tuunainen, Nguyen (bib65) 2017; 68
Fleig, Küper, Lippke, Schwarzer, Wiedemann (bib33) 2015; 20
Ferguson, Perse (bib31) 2000; 44
Molina, Sundar (bib67) 2018
Kim, Park (bib49) 2012; 14
Payne, Moxley, MacDonald (bib69) 2015; 3
Mateo, Granado-Font, Ferré-Grau, Montaña-Carreras (bib61) 2015; 17
Koufaris (bib51) 2002; 13
Chen, Lin (bib16) 2018; 28
Lu, Liu, Wei (bib60) 2017; 57
Zhu, Dailey, Kreitzberg, Bernhardt (bib90) 2017; 22
Clarke, Proudfoot, Birch, Whitton, Parker, Manicavasagar (bib22) 2014; 14
Shin (10.1016/j.chb.2019.09.013_bib77) 2001; 24
McAuley (10.1016/j.chb.2019.09.013_bib64) 1994; 13
Annesi (10.1016/j.chb.2019.09.013_bib4) 2012; 16
TechNode (10.1016/j.chb.2019.09.013_bib80)
Cheng (10.1016/j.chb.2019.09.013_bib15) 2018
Cho (10.1016/j.chb.2019.09.013_bib21) 2014; 6
Davis (10.1016/j.chb.2019.09.013_bib28) 1992; 22
Igbaria (10.1016/j.chb.2019.09.013_bib43) 1997; 21
Lu (10.1016/j.chb.2019.09.013_bib60) 2017; 57
Kim (10.1016/j.chb.2019.09.013_bib49) 2012; 14
Kim (10.1016/j.chb.2019.09.013_bib48) 2017; 22
Venkatesh (10.1016/j.chb.2019.09.013_bib85) 2008; 39
Clarke (10.1016/j.chb.2019.09.013_bib22) 2014; 14
Annesi (10.1016/j.chb.2019.09.013_bib5) 2011; 26
Pavlou (10.1016/j.chb.2019.09.013_bib68) 2003; 7
Davis (10.1016/j.chb.2019.09.013_bib26) 1989; 13
Chin (10.1016/j.chb.2019.09.013_bib18) 2016; 6
Stiglbauer (10.1016/j.chb.2019.09.013_bib79) 2019; 94
Payne (10.1016/j.chb.2019.09.013_bib69) 2015; 3
Beldad (10.1016/j.chb.2019.09.013_bib11) 2018; 34
Preacher (10.1016/j.chb.2019.09.013_bib71) 2007; 42
Sheeran (10.1016/j.chb.2019.09.013_bib76) 2000; 30
Luarn (10.1016/j.chb.2019.09.013_bib59) 2005; 21
Schoeppe (10.1016/j.chb.2019.09.013_bib73) 2016; 13
Belmon (10.1016/j.chb.2019.09.013_bib12) 2015; 3
Venkatesh (10.1016/j.chb.2019.09.013_bib87) 2012; 36
Bandura (10.1016/j.chb.2019.09.013_bib9) 1997
Islam (10.1016/j.chb.2019.09.013_bib44) 2011; 4
Lister (10.1016/j.chb.2019.09.013_bib57) 2014; 16
Hair (10.1016/j.chb.2019.09.013_bib36) 2010
Hayes (10.1016/j.chb.2019.09.013_bib37) 2013
Ferguson (10.1016/j.chb.2019.09.013_bib31) 2000; 44
McAuley (10.1016/j.chb.2019.09.013_bib62) 2000; 28
Fleig (10.1016/j.chb.2019.09.013_bib33) 2015; 20
Dishaw (10.1016/j.chb.2019.09.013_bib29) 1999; 36
Mateo (10.1016/j.chb.2019.09.013_bib61) 2015; 17
Merikivi (10.1016/j.chb.2019.09.013_bib65) 2017; 68
Yang (10.1016/j.chb.2019.09.013_bib89) 2010; 22
Bagozzi (10.1016/j.chb.2019.09.013_bib6) 2007; 8
Cho (10.1016/j.chb.2019.09.013_bib19) 2016; 87
General Administration of Sport of China (10.1016/j.chb.2019.09.013_bib34)
Bandura (10.1016/j.chb.2019.09.013_bib10) 2001; 52
Rabin (10.1016/j.chb.2019.09.013_bib72) 2011; 17
Davis (10.1016/j.chb.2019.09.013_bib27) 1989; 35
Lee (10.1016/j.chb.2019.09.013_bib55) 2010; 26
Alalwan (10.1016/j.chb.2019.09.013_bib3) 2016; 29
Podsakoff (10.1016/j.chb.2019.09.013_bib70) 2003; 88
Jeon (10.1016/j.chb.2019.09.013_bib45) 2015; 21
Hew (10.1016/j.chb.2019.09.013_bib39) 2015; 115
Bhattacherjee (10.1016/j.chb.2019.09.013_bib14) 2001; 25
Huang (10.1016/j.chb.2019.09.013_bib42) 2018
Chen (10.1016/j.chb.2019.09.013_bib16) 2018; 28
King (10.1016/j.chb.2019.09.013_bib50) 2006; 43
Lim (10.1016/j.chb.2019.09.013_bib56) 2017; 77
Teixeira (10.1016/j.chb.2019.09.013_bib81) 2015; 13
Venkatesh (10.1016/j.chb.2019.09.013_bib86) 1996; 27
Hsiao (10.1016/j.chb.2019.09.013_bib41) 2016; 33
Molina (10.1016/j.chb.2019.09.013_bib67) 2018
Venkatesh (10.1016/j.chb.2019.09.013_bib84) 2000; 11
Cohen (10.1016/j.chb.2019.09.013_bib24) 1992; 112
Litman (10.1016/j.chb.2019.09.013_bib58) 2015; 17
Turner-McGrievy (10.1016/j.chb.2019.09.013_bib82) 2013; 20
Chib (10.1016/j.chb.2019.09.013_bib17) 2018; 23
Conroy (10.1016/j.chb.2019.09.013_bib25) 2014; 46
Fishbein (10.1016/j.chb.2019.09.013_bib32) 1975
Krebs (10.1016/j.chb.2019.09.013_bib52) 2015; 3
Ajzen (10.1016/j.chb.2019.09.013_bib2) 1991; 50
Bandura (10.1016/j.chb.2019.09.013_bib7) 1977; 84
Cho (10.1016/j.chb.2019.09.013_bib20) 2015; 63
Kang (10.1016/j.chb.2019.09.013_bib46) 2014; 12
Van der Heijden (10.1016/j.chb.2019.09.013_bib83) 2004; 28
Henseler (10.1016/j.chb.2019.09.013_bib38) 2015; 43
eMarketer (10.1016/j.chb.2019.09.013_bib1)
Kim (10.1016/j.chb.2019.09.013_bib47) 2007; 76
McAuley (10.1016/j.chb.2019.09.013_bib63) 1999; 54
Lee (10.1016/j.chb.2019.09.013_bib53) 2017; 32
Bandura (10.1016/j.chb.2019.09.013_bib8) 1991; 50
Holden (10.1016/j.chb.2019.09.013_bib40) 2010; 43
Lee (10.1016/j.chb.2019.09.013_bib54) 2010; 61
Sheeran (10.1016/j.chb.2019.09.013_bib75) 2016; 35
Koufaris (10.1016/j.chb.2019.09.013_bib51) 2002; 13
Zhu (10.1016/j.chb.2019.09.013_bib90) 2017; 22
Statista (10.1016/j.chb.2019.09.013_bib78)
Wang (10.1016/j.chb.2019.09.013_bib88) 2014; 79
Goodhue (10.1016/j.chb.2019.09.013_bib35) 1995; 19
Middelweerd (10.1016/j.chb.2019.09.013_bib66) 2014; 11
Sheeran (10.1016/j.chb.2019.09.013_bib74) 2002; 12
Bender (10.1016/j.chb.2019.09.013_bib13) 2014; 2
Faghri (10.1016/j.chb.2019.09.013_bib30) 2017; 59
References_xml – volume: 6
  start-page: 860
  year: 2014
  end-page: 870
  ident: bib21
  article-title: Determinants of adoption of smartphone health apps among college students
  publication-title: American Journal of Health Behavior
– volume: 19
  start-page: 213
  year: 1995
  ident: bib35
  article-title: Task-technology fit and individual performance
  publication-title: MIS Quarterly
– volume: 26
  start-page: 601
  year: 2010
  end-page: 620
  ident: bib55
  article-title: What drives people to continue to play online games? An extension of technology model and theory of planned behavior
  publication-title: International Journal of Human-Computer Interaction
– volume: 13
  start-page: 1
  year: 2015
  end-page: 16
  ident: bib81
  article-title: Successful behavior change in obesity interventions in adults: A systematic review of self-regulation mediators
  publication-title: BMC Medicine
– year: 2015
  ident: bib34
  article-title: Survey results of physical activity among Chinese citizens in 2014
– volume: 3
  start-page: e103
  year: 2015
  ident: bib12
  article-title: Dutch young adults' ratings of behaviour change techniques applied in mobile phone apps to promote physical activity: A cross-sectional survey
  publication-title: JMIR mHealth uHealth
– volume: 3
  start-page: e4
  year: 2015
  ident: bib69
  article-title: Health behavior theory in physical activity game apps: A content analysis
  publication-title: JMIR Serious Games
– volume: 27
  start-page: 451
  year: 1996
  end-page: 481
  ident: bib86
  article-title: A model of the antecedents of perceived ease of use: Development and test
  publication-title: Decision Sciences
– volume: 36
  start-page: 9
  year: 1999
  end-page: 21
  ident: bib29
  article-title: Extending the technology acceptance model with task-technology fit constructs
  publication-title: Information Management
– volume: 112
  start-page: 155
  year: 1992
  end-page: 159
  ident: bib24
  article-title: A power primer
  publication-title: Psychological Bulletin
– volume: 13
  start-page: 205
  year: 2002
  end-page: 223
  ident: bib51
  article-title: Applying the technology acceptance model and flow theory to online consumer behavior
  publication-title: Information Systems Research
– volume: 35
  start-page: 1178
  year: 2016
  end-page: 1188
  ident: bib75
  article-title: The impact of changing attitudes, norms, and self-efficacy on health-related intentions and behavior: A meta-analysis
  publication-title: Health Psychology
– volume: 20
  start-page: 525
  year: 2015
  end-page: 534
  ident: bib33
  article-title: Cross-behavior associations and multiple health behavior change: A longitudinal study on physical activity and fruit and vegetable intake
  publication-title: Journal of Health Psychology
– volume: 22
  start-page: 974
  year: 2017
  end-page: 980
  ident: bib90
  article-title: “Social networkout”: Connecting social features of wearable fitness trackers with physical exercise
  publication-title: Journal of Health Communication
– volume: 32
  start-page: 1445
  year: 2017
  end-page: 1453
  ident: bib53
  article-title: What motivates users to continue using diet and fitness apps? Application of the uses and gratifications approach
  publication-title: Health Communication
– volume: 17
  start-page: e195
  year: 2015
  ident: bib58
  article-title: Mobile exercise apps and increased leisure time exercise activity: A moderated mediation analysis of the role of self-efficacy and barriers
  publication-title: Journal of Medical Internet Research
– volume: 84
  start-page: 191
  year: 1977
  end-page: 215
  ident: bib7
  article-title: Self-efficacy: Toward a unifying theory of behavioral change
  publication-title: Psychological Review
– volume: 39
  start-page: 273
  year: 2008
  end-page: 315
  ident: bib85
  article-title: Technology acceptance model 3 and a research agenda on interventions
  publication-title: Decision Sciences
– year: 2018
  ident: bib67
  article-title: Can mobile apps motivate fitness tracking? A study of technological affordances and workout behaviors
  publication-title: Health Communication
– year: 2018
  ident: bib42
  article-title: Time to work out! Examining the behavior change techniques and relevant theoretical mechanisms that predict the popularity of fitness mobile apps with Chinese-language user interfaces
  publication-title: Health Communication
– year: 2018
  ident: bib15
  article-title: Developing a mobile app-supported learning system for evaluating health-related physical fitness achievements of students
  publication-title: Mobile Information Systems
– volume: 28
  start-page: 351
  year: 2018
  end-page: 373
  ident: bib16
  article-title: Incorporation of health consciousness into the technology readiness and acceptance model to predict app download and usage intentions
  publication-title: Internet Research
– volume: 12
  start-page: 1
  year: 2002
  end-page: 36
  ident: bib74
  article-title: Intention—behavior relations: A conceptual and empirical review
  publication-title: European Review of Social Psychology
– volume: 7
  start-page: 101
  year: 2003
  end-page: 134
  ident: bib68
  article-title: Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model
  publication-title: International Journal of Electronic Commerce
– volume: 43
  start-page: 740
  year: 2006
  end-page: 755
  ident: bib50
  article-title: A meta-analysis of the technology acceptance model
  publication-title: Information Management
– year: 2013
  ident: bib37
  article-title: Introduction to mediation, moderation, and conditional process analysis: A regression-based approach
– volume: 14
  start-page: e133
  year: 2012
  ident: bib49
  article-title: Development of a health information technology acceptance model using consumers' health behavior intention
  publication-title: Journal of Medical Internet Research
– volume: 13
  start-page: 355
  year: 1994
  end-page: 370
  ident: bib64
  article-title: Self-efficacy and intrinsic motivation in exercising middle-aged adults
  publication-title: Journal of Applied Gerontology
– volume: 46
  start-page: 649
  year: 2014
  end-page: 652
  ident: bib25
  article-title: Behavior change techniques in top-ranked mobile apps for physical activity
  publication-title: American Journal of Preventive Medicine
– volume: 63
  start-page: 248
  year: 2015
  end-page: 257
  ident: bib20
  article-title: Complementary relationships between traditional media and health apps among American college students
  publication-title: Journal of American College Health
– volume: 36
  start-page: 157
  year: 2012
  end-page: 178
  ident: bib87
  article-title: Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology
  publication-title: MIS Quarterly
– volume: 50
  start-page: 179
  year: 1991
  end-page: 211
  ident: bib2
  article-title: The theory of planned behavior
  publication-title: Organizational Behavior and Human Decision Processes
– volume: 61
  start-page: 1244
  year: 2010
  end-page: 1257
  ident: bib54
  article-title: Indagator: Investigating perceived gratifications of an application that blends mobile content sharing with game play
  publication-title: Journal of the American Society for Information Science and Technology
– volume: 16
  start-page: e9
  year: 2014
  ident: bib57
  article-title: Just a fad? Gamification in health and fitness apps
  publication-title: Journal of Medical Internet Research
– volume: 16
  start-page: 7
  year: 2012
  end-page: 18
  ident: bib4
  article-title: Supported exercise improves controlled eating and weight through its effects on psychosocial factors: Extending a systematic research program toward treatment development
  publication-title: The Permanente Journal
– year: 1997
  ident: bib9
  article-title: Self-efficacy: The exercise of control
– volume: 20
  start-page: 513
  year: 2013
  end-page: 518
  ident: bib82
  article-title: Comparison of traditional versus mobile app self-monitoring of physical activity and dietary
  publication-title: Journal of the American Medical Informatics Association
– volume: 21
  start-page: 74
  year: 2015
  end-page: 82
  ident: bib45
  article-title: Factors affecting acceptance of smartphone application for management of obesity
  publication-title: Healthcare Informatics Research
– volume: 17
  start-page: e253
  year: 2015
  ident: bib61
  article-title: Mobile phone apps to promote weight loss and increase physical activity: A systematic review and meta-analysis
  publication-title: Journal of Medical Internet Research
– volume: 54
  start-page: 283
  year: 1999
  end-page: 292
  ident: bib63
  article-title: Mode of physical activity and self-efficacy in older adults: A latent growth curve analysis
  publication-title: Journal of Gerontology
– volume: 13
  start-page: 319
  year: 1989
  end-page: 340
  ident: bib26
  article-title: Perceived usefulness, perceived ease of use, and user acceptance of information technology
  publication-title: MIS Quarterly
– volume: 94
  start-page: 131
  year: 2019
  end-page: 139
  ident: bib79
  article-title: Does your health really benefit from using a self-tracking device? Evidence from a longitudinal randomized control trial
  publication-title: Computers in Human Behavior
– year: 2017
  ident: bib80
  article-title: Mobile medical healthcare trends in China, part 2: How mobile health care can help
– volume: 52
  start-page: 1
  year: 2001
  end-page: 26
  ident: bib10
  article-title: Social cognitive theory: An agentic perspective
  publication-title: Annual Review of Psychology
– volume: 28
  start-page: 695
  year: 2004
  end-page: 704
  ident: bib83
  article-title: User acceptance of hedonic information systems
  publication-title: MIS Quarterly
– volume: 21
  start-page: 873
  year: 2005
  end-page: 891
  ident: bib59
  article-title: Toward an understanding of the behavioral intention to use mobile banking
  publication-title: Computers in Human Behavior
– volume: 4
  start-page: 80
  year: 2011
  end-page: 89
  ident: bib44
  article-title: The adoption of mobile commerce service among employed mobile phone users in Bangladesh: Self-efficacy as a moderator
  publication-title: International Business Research
– volume: 34
  start-page: 882
  year: 2018
  end-page: 893
  ident: bib11
  article-title: Expanding the technology acceptance model with the inclusion of trust, social influence, and health valuation to determine the predictors of German users' willingness to continue using a fitness app: A structural equation modeling approach
  publication-title: International Journal of Human-Computer Interaction
– year: 2018
  ident: bib23
  article-title: China Internet development report
– volume: 21
  start-page: 279
  year: 1997
  end-page: 305
  ident: bib43
  article-title: Personal computing acceptance factors in small firms: A structural equation model
  publication-title: MIS Quarterly
– volume: 29
  start-page: 118
  year: 2016
  end-page: 139
  ident: bib3
  article-title: Consumer adoption of mobile banking in Jordan: Examining the role of usefulness, ease of use, perceived risk and self-efficacy
  publication-title: Journal of Enterprise Information Management
– volume: 13
  start-page: 127
  year: 2016
  ident: bib73
  article-title: Efficacy of interventions that use apps to improve diet, physical activity and sedentary behavior: A systematic review
  publication-title: International Journal of Behavioral Nutrition and Physical Activity
– volume: 24
  start-page: 68
  year: 2001
  end-page: 76
  ident: bib77
  article-title: Psychometric evaluation of the exercise self-efficacy scale among Korean adults with chronic diseases
  publication-title: Research in Nursing & Health
– volume: 30
  start-page: 533
  year: 2000
  end-page: 550
  ident: bib76
  article-title: Self-schemas and the theory of planned behavior
  publication-title: European Journal of Social Psychology
– volume: 59
  start-page: 453
  year: 2017
  end-page: 460
  ident: bib30
  article-title: Perceived self-efficacy and financial incentives: Factors affecting health behaviors and weight loss in a workplace weight loss intervention
  publication-title: Journal of Occupational and Environmental Medicine
– volume: 2
  start-page: e43
  year: 2014
  ident: bib13
  article-title: Digital technology ownership, usage, and factors predicting downloading health apps among Caucasian, Filipino, Korean, and Latino Americans: The Digital Link to Health Survey
  publication-title: JMIR mHealth uHealth
– volume: 42
  start-page: 185
  year: 2007
  end-page: 227
  ident: bib71
  article-title: Addressing moderated mediation hypotheses: Theory, methods, and prescriptions
  publication-title: Multivariate Behavioral Research
– volume: 88
  start-page: 879
  year: 2003
  end-page: 903
  ident: bib70
  article-title: Common method biases in behavioral research: A critical review of the literature and recommended remedies
  publication-title: Journal of Applied Psychology
– year: 2017
  ident: bib1
  article-title: Fitness app usage grows by leaps and bounds
– volume: 23
  start-page: 909
  year: 2018
  end-page: 955
  ident: bib17
  article-title: Theoretical advancements in mHealth: A systematic review of mobile apps
  publication-title: Journal of Health Communication
– volume: 14
  start-page: 272
  year: 2014
  ident: bib22
  article-title: Effects of mental health self-efficacy on outcomes of a mobile phone and web intervention for mild-to-moderate depression, anxiety and stress: Secondary analysis of a randomized controlled trial
  publication-title: BMC Psychiatry
– volume: 8
  start-page: 244
  year: 2007
  end-page: 254
  ident: bib6
  article-title: The legacy of the technology acceptance model and a proposal for a paradigm shift
  publication-title: Journal of the Association for Information Systems
– volume: 6
  start-page: 34563
  year: 2016
  ident: bib18
  article-title: Successful weight reduction and maintenance by using a smartphone application in those with overweight and obesity
  publication-title: Scientific Reports
– year: 2010
  ident: bib36
  article-title: Multivariate data analysis
– volume: 43
  start-page: 159
  year: 2010
  end-page: 172
  ident: bib40
  article-title: The technology acceptance model: Its past and its future in health care
  publication-title: Journal of Biomedical Informatics
– volume: 115
  start-page: 1269
  year: 2015
  end-page: 1291
  ident: bib39
  article-title: What catalyses mobile apps usage intention: An empirical analysis
  publication-title: Industrial Management & Data Systems
– year: 1975
  ident: bib32
  article-title: Belief, attitude, intention and behavior: An introduction to theory and research
– year: 2018
  ident: bib78
  article-title: Global mobile health app downloads 2013-2017
– volume: 22
  start-page: 117
  year: 2010
  end-page: 127
  ident: bib89
  article-title: The effects of technology self-efficacy and innovativeness on consumer mobile data service adoption between American and Korean consumers
  publication-title: Journal of International Consumer Marketing
– volume: 57
  start-page: 1
  year: 2017
  end-page: 12
  ident: bib60
  article-title: How important are enjoyment and mobility for mobile applications?
  publication-title: Journal of Computer Information Systems
– volume: 11
  start-page: 97
  year: 2014
  ident: bib66
  article-title: Apps to promote physical activity among adults: A review and content analysis
  publication-title: International Journal of Behavioral Nutrition and Physical Activity
– volume: 17
  start-page: 801
  year: 2011
  end-page: 803
  ident: bib72
  article-title: Desired features of smartphone applications promoting physical activity
  publication-title: Telemedicine and e-Health
– volume: 43
  start-page: 115
  year: 2015
  end-page: 135
  ident: bib38
  article-title: A new criterion for assessing discriminant validity in variance-based structural equation modeling
  publication-title: Journal of the Academy of Marketing Science
– volume: 44
  start-page: 155
  year: 2000
  end-page: 174
  ident: bib31
  article-title: The World Wide Web as a functional alternative to television
  publication-title: Journal of Broadcasting & Electronic Media
– volume: 22
  start-page: 1111
  year: 1992
  end-page: 1132
  ident: bib28
  article-title: Extrinsic and intrinsic motivation to use computers in the workplace
  publication-title: Journal of Applied Social Psychology
– volume: 50
  start-page: 248
  year: 1991
  end-page: 287
  ident: bib8
  article-title: Social cognitive theory of self-regulation
  publication-title: Organizational Behavior and Human Decision Processes
– volume: 33
  start-page: 342
  year: 2016
  end-page: 355
  ident: bib41
  article-title: Exploring the influential factors in continuance usage of mobile social Apps: Satisfaction, habit, and customer value perspectives
  publication-title: Telematics and Informatics
– volume: 28
  start-page: 85
  year: 2000
  end-page: 88
  ident: bib62
  article-title: Self-efficacy determinants and consequences of physical activity
  publication-title: Exercise and Sport Sciences Reviews
– volume: 77
  start-page: 249
  year: 2017
  end-page: 257
  ident: bib56
  article-title: Effects of gain-versus loss-framed performance feedback on the use of fitness apps: Mediating role of exercise self-efficacy and outcome expectations of exercise
  publication-title: Computers in Human Behavior
– volume: 79
  start-page: 2671
  year: 2014
  end-page: 2683
  ident: bib88
  article-title: Influential factors of smart health users according to usage experience and intention to use
  publication-title: Wireless Personal Communications
– volume: 22
  start-page: 395
  year: 2017
  end-page: 402
  ident: bib48
  article-title: Mobile but connected: Harnessing the power of self-efficacy and group support for weight loss success through mHealth intervention
  publication-title: Journal of Health Communication
– volume: 11
  start-page: 342
  year: 2000
  end-page: 365
  ident: bib84
  article-title: Determinants of perceived ease of use: Integrating control, intrinsic motivation, and emotion into the technology acceptance model
  publication-title: Information Systems Research
– volume: 12
  start-page: 360
  year: 2014
  end-page: 379
  ident: bib46
  article-title: Factors influencing intention of mobile application use
  publication-title: International Journal of Mobile Communications
– volume: 68
  start-page: 411
  year: 2017
  end-page: 421
  ident: bib65
  article-title: What makes continued mobile gaming enjoyable?
  publication-title: Computers in Human Behavior
– volume: 87
  start-page: 75
  year: 2016
  end-page: 83
  ident: bib19
  article-title: The impact of post-adoption beliefs on the continued use of health apps
  publication-title: International Journal of Medical Informatics
– volume: 26
  start-page: 1081
  year: 2011
  end-page: 1098
  ident: bib5
  article-title: Path analysis of exercise treatment-induced changes in psychological factors leading to weight loss
  publication-title: Psychology and Health
– volume: 3
  year: 2015
  ident: bib52
  article-title: Health app use among US mobile phone owners: A national survey
  publication-title: JMIR mHealth and uHealth
– volume: 25
  start-page: 351
  year: 2001
  end-page: 370
  ident: bib14
  article-title: Understanding information systems continuance: An expectation-confirmation model
  publication-title: MIS Quarterly
– volume: 35
  start-page: 982
  year: 1989
  end-page: 1003
  ident: bib27
  article-title: User acceptance of computer technology: A comparison of two theoretical models
  publication-title: Management Science
– volume: 76
  start-page: 790
  year: 2007
  end-page: 800
  ident: bib47
  article-title: Key functional characteristics in designing and operating health information websites for user satisfaction: An application of the extended technology acceptance model
  publication-title: International Journal of Medical Informatics
– volume: 88
  start-page: 879
  issue: 5
  year: 2003
  ident: 10.1016/j.chb.2019.09.013_bib70
  article-title: Common method biases in behavioral research: A critical review of the literature and recommended remedies
  publication-title: Journal of Applied Psychology
  doi: 10.1037/0021-9010.88.5.879
– volume: 24
  start-page: 68
  issue: 1
  year: 2001
  ident: 10.1016/j.chb.2019.09.013_bib77
  article-title: Psychometric evaluation of the exercise self-efficacy scale among Korean adults with chronic diseases
  publication-title: Research in Nursing & Health
  doi: 10.1002/1098-240X(200102)24:1<68::AID-NUR1008>3.0.CO;2-C
– year: 2013
  ident: 10.1016/j.chb.2019.09.013_bib37
– volume: 12
  start-page: 360
  issue: 4
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib46
  article-title: Factors influencing intention of mobile application use
  publication-title: International Journal of Mobile Communications
  doi: 10.1504/IJMC.2014.063653
– year: 1997
  ident: 10.1016/j.chb.2019.09.013_bib9
– volume: 6
  start-page: 34563
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib18
  article-title: Successful weight reduction and maintenance by using a smartphone application in those with overweight and obesity
  publication-title: Scientific Reports
  doi: 10.1038/srep34563
– volume: 77
  start-page: 249
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib56
  article-title: Effects of gain-versus loss-framed performance feedback on the use of fitness apps: Mediating role of exercise self-efficacy and outcome expectations of exercise
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.09.006
– volume: 30
  start-page: 533
  year: 2000
  ident: 10.1016/j.chb.2019.09.013_bib76
  article-title: Self-schemas and the theory of planned behavior
  publication-title: European Journal of Social Psychology
  doi: 10.1002/1099-0992(200007/08)30:4<533::AID-EJSP6>3.0.CO;2-F
– volume: 26
  start-page: 1081
  issue: 8
  year: 2011
  ident: 10.1016/j.chb.2019.09.013_bib5
  article-title: Path analysis of exercise treatment-induced changes in psychological factors leading to weight loss
  publication-title: Psychology and Health
  doi: 10.1080/08870446.2010.534167
– volume: 13
  start-page: 1
  issue: 1
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib81
  article-title: Successful behavior change in obesity interventions in adults: A systematic review of self-regulation mediators
  publication-title: BMC Medicine
  doi: 10.1186/s12916-015-0323-6
– volume: 35
  start-page: 982
  issue: 8
  year: 1989
  ident: 10.1016/j.chb.2019.09.013_bib27
  article-title: User acceptance of computer technology: A comparison of two theoretical models
  publication-title: Management Science
  doi: 10.1287/mnsc.35.8.982
– year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib67
  article-title: Can mobile apps motivate fitness tracking? A study of technological affordances and workout behaviors
  publication-title: Health Communication
– volume: 52
  start-page: 1
  year: 2001
  ident: 10.1016/j.chb.2019.09.013_bib10
  article-title: Social cognitive theory: An agentic perspective
  publication-title: Annual Review of Psychology
  doi: 10.1146/annurev.psych.52.1.1
– volume: 16
  start-page: e9
  issue: 8
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib57
  article-title: Just a fad? Gamification in health and fitness apps
  publication-title: Journal of Medical Internet Research
– volume: 28
  start-page: 695
  issue: 4
  year: 2004
  ident: 10.1016/j.chb.2019.09.013_bib83
  article-title: User acceptance of hedonic information systems
  publication-title: MIS Quarterly
  doi: 10.2307/25148660
– volume: 19
  start-page: 213
  issue: 2
  year: 1995
  ident: 10.1016/j.chb.2019.09.013_bib35
  article-title: Task-technology fit and individual performance
  publication-title: MIS Quarterly
  doi: 10.2307/249689
– year: 2010
  ident: 10.1016/j.chb.2019.09.013_bib36
– volume: 23
  start-page: 909
  issue: 10–11
  year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib17
  article-title: Theoretical advancements in mHealth: A systematic review of mobile apps
  publication-title: Journal of Health Communication
  doi: 10.1080/10810730.2018.1544676
– volume: 21
  start-page: 74
  issue: 2
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib45
  article-title: Factors affecting acceptance of smartphone application for management of obesity
  publication-title: Healthcare Informatics Research
  doi: 10.4258/hir.2015.21.2.74
– volume: 36
  start-page: 157
  issue: 1
  year: 2012
  ident: 10.1016/j.chb.2019.09.013_bib87
  article-title: Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology
  publication-title: MIS Quarterly
  doi: 10.2307/41410412
– ident: 10.1016/j.chb.2019.09.013_bib34
– volume: 94
  start-page: 131
  year: 2019
  ident: 10.1016/j.chb.2019.09.013_bib79
  article-title: Does your health really benefit from using a self-tracking device? Evidence from a longitudinal randomized control trial
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2019.01.018
– volume: 63
  start-page: 248
  issue: 4
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib20
  article-title: Complementary relationships between traditional media and health apps among American college students
  publication-title: Journal of American College Health
  doi: 10.1080/07448481.2015.1015025
– volume: 22
  start-page: 1111
  issue: 14
  year: 1992
  ident: 10.1016/j.chb.2019.09.013_bib28
  article-title: Extrinsic and intrinsic motivation to use computers in the workplace
  publication-title: Journal of Applied Social Psychology
  doi: 10.1111/j.1559-1816.1992.tb00945.x
– volume: 35
  start-page: 1178
  issue: 11
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib75
  article-title: The impact of changing attitudes, norms, and self-efficacy on health-related intentions and behavior: A meta-analysis
  publication-title: Health Psychology
  doi: 10.1037/hea0000387
– volume: 13
  start-page: 127
  issue: 1
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib73
  article-title: Efficacy of interventions that use apps to improve diet, physical activity and sedentary behavior: A systematic review
  publication-title: International Journal of Behavioral Nutrition and Physical Activity
  doi: 10.1186/s12966-016-0454-y
– volume: 2
  start-page: e43
  issue: 4
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib13
  article-title: Digital technology ownership, usage, and factors predicting downloading health apps among Caucasian, Filipino, Korean, and Latino Americans: The Digital Link to Health Survey
  publication-title: JMIR mHealth uHealth
  doi: 10.2196/mhealth.3710
– volume: 12
  start-page: 1
  issue: 1
  year: 2002
  ident: 10.1016/j.chb.2019.09.013_bib74
  article-title: Intention—behavior relations: A conceptual and empirical review
  publication-title: European Review of Social Psychology
  doi: 10.1080/14792772143000003
– volume: 11
  start-page: 342
  issue: 4
  year: 2000
  ident: 10.1016/j.chb.2019.09.013_bib84
  article-title: Determinants of perceived ease of use: Integrating control, intrinsic motivation, and emotion into the technology acceptance model
  publication-title: Information Systems Research
  doi: 10.1287/isre.11.4.342.11872
– ident: 10.1016/j.chb.2019.09.013_bib1
– volume: 43
  start-page: 159
  issue: 1
  year: 2010
  ident: 10.1016/j.chb.2019.09.013_bib40
  article-title: The technology acceptance model: Its past and its future in health care
  publication-title: Journal of Biomedical Informatics
  doi: 10.1016/j.jbi.2009.07.002
– volume: 21
  start-page: 873
  year: 2005
  ident: 10.1016/j.chb.2019.09.013_bib59
  article-title: Toward an understanding of the behavioral intention to use mobile banking
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2004.03.003
– volume: 25
  start-page: 351
  issue: 3
  year: 2001
  ident: 10.1016/j.chb.2019.09.013_bib14
  article-title: Understanding information systems continuance: An expectation-confirmation model
  publication-title: MIS Quarterly
  doi: 10.2307/3250921
– volume: 3
  start-page: e4
  issue: 2
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib69
  article-title: Health behavior theory in physical activity game apps: A content analysis
  publication-title: JMIR Serious Games
  doi: 10.2196/games.4187
– ident: 10.1016/j.chb.2019.09.013_bib78
– volume: 44
  start-page: 155
  issue: 2
  year: 2000
  ident: 10.1016/j.chb.2019.09.013_bib31
  article-title: The World Wide Web as a functional alternative to television
  publication-title: Journal of Broadcasting & Electronic Media
  doi: 10.1207/s15506878jobem4402_1
– volume: 39
  start-page: 273
  issue: 2
  year: 2008
  ident: 10.1016/j.chb.2019.09.013_bib85
  article-title: Technology acceptance model 3 and a research agenda on interventions
  publication-title: Decision Sciences
  doi: 10.1111/j.1540-5915.2008.00192.x
– volume: 3
  start-page: e103
  issue: 4
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib12
  article-title: Dutch young adults' ratings of behaviour change techniques applied in mobile phone apps to promote physical activity: A cross-sectional survey
  publication-title: JMIR mHealth uHealth
  doi: 10.2196/mhealth.4383
– volume: 13
  start-page: 319
  issue: 3
  year: 1989
  ident: 10.1016/j.chb.2019.09.013_bib26
  article-title: Perceived usefulness, perceived ease of use, and user acceptance of information technology
  publication-title: MIS Quarterly
  doi: 10.2307/249008
– volume: 20
  start-page: 525
  issue: 5
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib33
  article-title: Cross-behavior associations and multiple health behavior change: A longitudinal study on physical activity and fruit and vegetable intake
  publication-title: Journal of Health Psychology
  doi: 10.1177/1359105315574951
– year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib42
  article-title: Time to work out! Examining the behavior change techniques and relevant theoretical mechanisms that predict the popularity of fitness mobile apps with Chinese-language user interfaces
  publication-title: Health Communication
– volume: 17
  start-page: 801
  issue: 10
  year: 2011
  ident: 10.1016/j.chb.2019.09.013_bib72
  article-title: Desired features of smartphone applications promoting physical activity
  publication-title: Telemedicine and e-Health
  doi: 10.1089/tmj.2011.0055
– volume: 17
  start-page: e195
  issue: 8
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib58
  article-title: Mobile exercise apps and increased leisure time exercise activity: A moderated mediation analysis of the role of self-efficacy and barriers
  publication-title: Journal of Medical Internet Research
  doi: 10.2196/jmir.4142
– volume: 7
  start-page: 101
  issue: 3
  year: 2003
  ident: 10.1016/j.chb.2019.09.013_bib68
  article-title: Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model
  publication-title: International Journal of Electronic Commerce
  doi: 10.1080/10864415.2003.11044275
– volume: 36
  start-page: 9
  issue: 1
  year: 1999
  ident: 10.1016/j.chb.2019.09.013_bib29
  article-title: Extending the technology acceptance model with task-technology fit constructs
  publication-title: Information Management
  doi: 10.1016/S0378-7206(98)00101-3
– volume: 14
  start-page: e133
  issue: 5
  year: 2012
  ident: 10.1016/j.chb.2019.09.013_bib49
  article-title: Development of a health information technology acceptance model using consumers' health behavior intention
  publication-title: Journal of Medical Internet Research
  doi: 10.2196/jmir.2143
– volume: 22
  start-page: 395
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib48
  article-title: Mobile but connected: Harnessing the power of self-efficacy and group support for weight loss success through mHealth intervention
  publication-title: Journal of Health Communication
  doi: 10.1080/10810730.2017.1296510
– volume: 28
  start-page: 85
  issue: 2
  year: 2000
  ident: 10.1016/j.chb.2019.09.013_bib62
  article-title: Self-efficacy determinants and consequences of physical activity
  publication-title: Exercise and Sport Sciences Reviews
– volume: 32
  start-page: 1445
  issue: 12
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib53
  article-title: What motivates users to continue using diet and fitness apps? Application of the uses and gratifications approach
  publication-title: Health Communication
  doi: 10.1080/10410236.2016.1167998
– year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib15
  article-title: Developing a mobile app-supported learning system for evaluating health-related physical fitness achievements of students
  publication-title: Mobile Information Systems
  doi: 10.1155/2018/8960968
– volume: 57
  start-page: 1
  issue: 1
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib60
  article-title: How important are enjoyment and mobility for mobile applications?
  publication-title: Journal of Computer Information Systems
  doi: 10.1080/08874417.2016.1181463
– volume: 11
  start-page: 97
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib66
  article-title: Apps to promote physical activity among adults: A review and content analysis
  publication-title: International Journal of Behavioral Nutrition and Physical Activity
  doi: 10.1186/s12966-014-0097-9
– volume: 6
  start-page: 860
  issue: 11
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib21
  article-title: Determinants of adoption of smartphone health apps among college students
  publication-title: American Journal of Health Behavior
  doi: 10.5993/AJHB.38.6.8
– volume: 13
  start-page: 205
  issue: 2
  year: 2002
  ident: 10.1016/j.chb.2019.09.013_bib51
  article-title: Applying the technology acceptance model and flow theory to online consumer behavior
  publication-title: Information Systems Research
  doi: 10.1287/isre.13.2.205.83
– volume: 16
  start-page: 7
  issue: 1
  year: 2012
  ident: 10.1016/j.chb.2019.09.013_bib4
  article-title: Supported exercise improves controlled eating and weight through its effects on psychosocial factors: Extending a systematic research program toward treatment development
  publication-title: The Permanente Journal
  doi: 10.7812/11-136
– volume: 34
  start-page: 882
  issue: 9
  year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib11
  article-title: Expanding the technology acceptance model with the inclusion of trust, social influence, and health valuation to determine the predictors of German users' willingness to continue using a fitness app: A structural equation modeling approach
  publication-title: International Journal of Human-Computer Interaction
  doi: 10.1080/10447318.2017.1403220
– year: 1975
  ident: 10.1016/j.chb.2019.09.013_bib32
– volume: 33
  start-page: 342
  issue: 2
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib41
  article-title: Exploring the influential factors in continuance usage of mobile social Apps: Satisfaction, habit, and customer value perspectives
  publication-title: Telematics and Informatics
  doi: 10.1016/j.tele.2015.08.014
– volume: 42
  start-page: 185
  issue: 1
  year: 2007
  ident: 10.1016/j.chb.2019.09.013_bib71
  article-title: Addressing moderated mediation hypotheses: Theory, methods, and prescriptions
  publication-title: Multivariate Behavioral Research
  doi: 10.1080/00273170701341316
– volume: 4
  start-page: 80
  issue: 2
  year: 2011
  ident: 10.1016/j.chb.2019.09.013_bib44
  article-title: The adoption of mobile commerce service among employed mobile phone users in Bangladesh: Self-efficacy as a moderator
  publication-title: International Business Research
  doi: 10.5539/ibr.v4n2p80
– volume: 50
  start-page: 248
  issue: 2
  year: 1991
  ident: 10.1016/j.chb.2019.09.013_bib8
  article-title: Social cognitive theory of self-regulation
  publication-title: Organizational Behavior and Human Decision Processes
  doi: 10.1016/0749-5978(91)90022-L
– volume: 21
  start-page: 279
  issue: 3
  year: 1997
  ident: 10.1016/j.chb.2019.09.013_bib43
  article-title: Personal computing acceptance factors in small firms: A structural equation model
  publication-title: MIS Quarterly
  doi: 10.2307/249498
– volume: 79
  start-page: 2671
  issue: 4
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib88
  article-title: Influential factors of smart health users according to usage experience and intention to use
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-014-1769-0
– volume: 3
  issue: 4
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib52
  article-title: Health app use among US mobile phone owners: A national survey
  publication-title: JMIR mHealth and uHealth
  doi: 10.2196/mhealth.4924
– ident: 10.1016/j.chb.2019.09.013_bib80
– volume: 29
  start-page: 118
  issue: 1
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib3
  article-title: Consumer adoption of mobile banking in Jordan: Examining the role of usefulness, ease of use, perceived risk and self-efficacy
  publication-title: Journal of Enterprise Information Management
  doi: 10.1108/JEIM-04-2015-0035
– volume: 13
  start-page: 355
  issue: 4
  year: 1994
  ident: 10.1016/j.chb.2019.09.013_bib64
  article-title: Self-efficacy and intrinsic motivation in exercising middle-aged adults
  publication-title: Journal of Applied Gerontology
  doi: 10.1177/073346489401300402
– volume: 28
  start-page: 351
  issue: 2
  year: 2018
  ident: 10.1016/j.chb.2019.09.013_bib16
  article-title: Incorporation of health consciousness into the technology readiness and acceptance model to predict app download and usage intentions
  publication-title: Internet Research
  doi: 10.1108/IntR-03-2017-0099
– volume: 22
  start-page: 117
  issue: 2
  year: 2010
  ident: 10.1016/j.chb.2019.09.013_bib89
  article-title: The effects of technology self-efficacy and innovativeness on consumer mobile data service adoption between American and Korean consumers
  publication-title: Journal of International Consumer Marketing
  doi: 10.1080/08961530903476147
– volume: 84
  start-page: 191
  issue: 2
  year: 1977
  ident: 10.1016/j.chb.2019.09.013_bib7
  article-title: Self-efficacy: Toward a unifying theory of behavioral change
  publication-title: Psychological Review
  doi: 10.1037/0033-295X.84.2.191
– volume: 27
  start-page: 451
  year: 1996
  ident: 10.1016/j.chb.2019.09.013_bib86
  article-title: A model of the antecedents of perceived ease of use: Development and test
  publication-title: Decision Sciences
  doi: 10.1111/j.1540-5915.1996.tb01822.x
– volume: 22
  start-page: 974
  issue: 12
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib90
  article-title: “Social networkout”: Connecting social features of wearable fitness trackers with physical exercise
  publication-title: Journal of Health Communication
  doi: 10.1080/10810730.2017.1382617
– volume: 50
  start-page: 179
  year: 1991
  ident: 10.1016/j.chb.2019.09.013_bib2
  article-title: The theory of planned behavior
  publication-title: Organizational Behavior and Human Decision Processes
  doi: 10.1016/0749-5978(91)90020-T
– volume: 46
  start-page: 649
  issue: 6
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib25
  article-title: Behavior change techniques in top-ranked mobile apps for physical activity
  publication-title: American Journal of Preventive Medicine
  doi: 10.1016/j.amepre.2014.01.010
– volume: 115
  start-page: 1269
  issue: 7
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib39
  article-title: What catalyses mobile apps usage intention: An empirical analysis
  publication-title: Industrial Management & Data Systems
  doi: 10.1108/IMDS-01-2015-0028
– volume: 17
  start-page: e253
  issue: 11
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib61
  article-title: Mobile phone apps to promote weight loss and increase physical activity: A systematic review and meta-analysis
  publication-title: Journal of Medical Internet Research
  doi: 10.2196/jmir.4836
– volume: 54
  start-page: 283
  issue: 5
  year: 1999
  ident: 10.1016/j.chb.2019.09.013_bib63
  article-title: Mode of physical activity and self-efficacy in older adults: A latent growth curve analysis
  publication-title: Journal of Gerontology
  doi: 10.1093/geronb/54B.5.P283
– volume: 68
  start-page: 411
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib65
  article-title: What makes continued mobile gaming enjoyable?
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2016.11.070
– volume: 87
  start-page: 75
  year: 2016
  ident: 10.1016/j.chb.2019.09.013_bib19
  article-title: The impact of post-adoption beliefs on the continued use of health apps
  publication-title: International Journal of Medical Informatics
  doi: 10.1016/j.ijmedinf.2015.12.016
– volume: 43
  start-page: 740
  issue: 6
  year: 2006
  ident: 10.1016/j.chb.2019.09.013_bib50
  article-title: A meta-analysis of the technology acceptance model
  publication-title: Information Management
  doi: 10.1016/j.im.2006.05.003
– volume: 8
  start-page: 244
  issue: 4
  year: 2007
  ident: 10.1016/j.chb.2019.09.013_bib6
  article-title: The legacy of the technology acceptance model and a proposal for a paradigm shift
  publication-title: Journal of the Association for Information Systems
  doi: 10.17705/1jais.00122
– volume: 43
  start-page: 115
  year: 2015
  ident: 10.1016/j.chb.2019.09.013_bib38
  article-title: A new criterion for assessing discriminant validity in variance-based structural equation modeling
  publication-title: Journal of the Academy of Marketing Science
  doi: 10.1007/s11747-014-0403-8
– volume: 14
  start-page: 272
  year: 2014
  ident: 10.1016/j.chb.2019.09.013_bib22
  article-title: Effects of mental health self-efficacy on outcomes of a mobile phone and web intervention for mild-to-moderate depression, anxiety and stress: Secondary analysis of a randomized controlled trial
  publication-title: BMC Psychiatry
  doi: 10.1186/s12888-014-0272-1
– volume: 20
  start-page: 513
  issue: 3
  year: 2013
  ident: 10.1016/j.chb.2019.09.013_bib82
  article-title: Comparison of traditional versus mobile app self-monitoring of physical activity and dietary
  publication-title: Journal of the American Medical Informatics Association
  doi: 10.1136/amiajnl-2012-001510
– volume: 26
  start-page: 601
  issue: 6
  year: 2010
  ident: 10.1016/j.chb.2019.09.013_bib55
  article-title: What drives people to continue to play online games? An extension of technology model and theory of planned behavior
  publication-title: International Journal of Human-Computer Interaction
  doi: 10.1080/10447311003781318
– volume: 59
  start-page: 453
  issue: 5
  year: 2017
  ident: 10.1016/j.chb.2019.09.013_bib30
  article-title: Perceived self-efficacy and financial incentives: Factors affecting health behaviors and weight loss in a workplace weight loss intervention
  publication-title: Journal of Occupational and Environmental Medicine
  doi: 10.1097/JOM.0000000000000987
– volume: 112
  start-page: 155
  year: 1992
  ident: 10.1016/j.chb.2019.09.013_bib24
  article-title: A power primer
  publication-title: Psychological Bulletin
  doi: 10.1037/0033-2909.112.1.155
– volume: 61
  start-page: 1244
  issue: 6
  year: 2010
  ident: 10.1016/j.chb.2019.09.013_bib54
  article-title: Indagator: Investigating perceived gratifications of an application that blends mobile content sharing with game play
  publication-title: Journal of the American Society for Information Science and Technology
  doi: 10.1002/asi.21305
– volume: 76
  start-page: 790
  year: 2007
  ident: 10.1016/j.chb.2019.09.013_bib47
  article-title: Key functional characteristics in designing and operating health information websites for user satisfaction: An application of the extended technology acceptance model
  publication-title: International Journal of Medical Informatics
  doi: 10.1016/j.ijmedinf.2006.09.001
SSID ssj0005506
Score 2.6061044
Snippet Mobile apps are effective tools for administering health interventions and changing user behaviors in key lifestyle areas, such as physical activity, but the...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 151
SubjectTerms Applications programs
Exercise
Exercise self-efficacy
Fitness mobile apps
Human-technology interaction
Mobile computing
Physical fitness
Self-efficacy
Technological functions
Technology Acceptance Model
Technology utilization
User behavior
Title Linking technological functions of fitness mobile apps with continuance usage among Chinese users: Moderating role of exercise self-efficacy
URI https://dx.doi.org/10.1016/j.chb.2019.09.013
https://www.proquest.com/docview/2329281062
Volume 103
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LaxsxEBYhueTSR5KSpq6ZQ06Frb3Ww9rcjElw45JDHsQ3odVKxCWxTbw-5NJf0B-dGXll2kJ9KCwsKySx7Iw-zex-Ox9jp4H7qpB9n2l0h0wUVmXacrx02pbKK4q5iW1xpUZ34nIiJztsmP6FIVplg_1rTI9o3bR0mqfZWUynnRsq_S4VxyWHMCyicq0QffLyrz9_o3nIqK9JnTPqnb5sRo6XeyiJ3VXEUqc5_9fe9BdKx63n4h1708SMMFjf1nu242cH7G3SY4BmeR6w_Q2avRyyX9_XqghQp5fnZA6gfSy6GswDhGlNSAdP8xLBAexisQR6MQtEYJ_OVuQRsCLqGURRIiC1bb-kNowazyAKqVkiTgOxFGnKJOEES_8YMk8FKqx7OWJ3F-e3w1HWSC9kjvdkndmqrLjux4QocJVX2tqgheBB8iByp50KldIlR6AtMWpCuA2FV8EGGaTFoPED253NZ_6YgUUDaIuJtssrQdkXhnh9ZzE19oWXJf_IuumhG9fUJSd5jEeTCGg_DNrJkJ1MF48ch3zZDFmsi3Js6yySJc0fnmVw09g2rJWsbpplvTQYfhY9jVl07-T_Zv3E9nuUsEfad4vt1s8r_xmjmrpsR7dts73Bt_Hois7j6_vxKxtk-ZI
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Nb9QwELWq9kAvtBQQ_QDmABeksE0cex0kDlWh2tKlF1qpN-M4trpo2V01WVV76S_g3_AHmfHaFSDRA1KlXBLFUeQZv5lxXuYx9spz11Si7zKF7pCVlZGZMhxPrTK1dJJybmJbnMrBefnpQlyssJ_pXxiiVUbsX2J6QOt4pRdnszcbjXpfqPW7kByXHMIwYnFkVp64xTXWbe374w9o5NdFcfTx7HCQRWmBzPJCdJlp6oarfkj4PZd5o4zxqiy5F9yXuVVW-kaqmiOQ1JgVIJz4yklvvPDCVNTtAHF_rUS4INmEtze_8UpEEPSkt8vo9dKn1EAqs5c10cmq0Fs15_8Khn-FhRDrjjbZw5ikwsFyHh6xFTfZYhtJAAIiHmyx9Vv4XDxmP4ZLGQbo0m492R8ocAbfhqkHP-oIWuH7tEY0AjObtUA7wUCM-dFkTi4Ic-K6QVBBApL3di1dwzT1HQTlNkNMbSBaJD0yaUZB68Y-c9QRw9jFE3Z-LwZ5ylYn04l7xsCgAZTByt7mTUnlHuaUfWuwFneVEzXfZvtp0rWNjdBJj2OsE-Ptm0Y7abKT3scjxyFvbofMll1A7rq5TJbUf7iyxih117C9ZHUdcaTVmO9WhcKyvdj5v6e-ZA8GZ5-Henh8erLL1gvaLQic8z222l3N3XNMqbr6RXBhYF_ve838Am7ZM5o
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=Linking+technological+functions+of+fitness+mobile+apps+with+continuance+usage+among+Chinese+users%3A+Moderating+role+of+exercise+self-efficacy&rft.jtitle=Computers+in+human+behavior&rft.au=Huang%2C+Guanxiong&rft.au=Ren%2C+Yuchen&rft.date=2020-02-01&rft.pub=Elsevier+Science+Ltd&rft.issn=0747-5632&rft.eissn=1873-7692&rft.volume=103&rft.spage=151&rft_id=info:doi/10.1016%2Fj.chb.2019.09.013&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0747-5632&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0747-5632&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0747-5632&client=summon