{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T18:58:51Z","timestamp":1775156331833,"version":"3.50.1"},"reference-count":93,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,7,13]],"date-time":"2023-07-13T00:00:00Z","timestamp":1689206400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,7,13]],"date-time":"2023-07-13T00:00:00Z","timestamp":1689206400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Healthc Inform Res"],"published-print":{"date-parts":[[2023,9]]},"DOI":"10.1007\/s41666-023-00135-4","type":"journal-article","created":{"date-parts":[[2023,7,13]],"date-time":"2023-07-13T20:29:57Z","timestamp":1689280197000},"page":"359-385","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Factors and Design Features Influencing the Continued Use of Wearable Devices"],"prefix":"10.1007","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8657-8732","authenticated-orcid":false,"given":"Omar","family":"El-Gayar","sequence":"first","affiliation":[]},{"given":"Ahmed","family":"Elnoshokaty","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,7,13]]},"reference":[{"key":"135_CR1","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1080\/15424065.2014.969051","volume":"11","author":"R Wright","year":"2014","unstructured":"Wright R, Keith L (2014) Wearable technology: if the tech fits, wear it. J Electron Resour Med Libr 11:204\u2013216. https:\/\/doi.org\/10.1080\/15424065.2014.969051","journal-title":"J Electron Resour Med Libr"},{"key":"135_CR2","unstructured":"MarketsandMarkets (2021) Global wearable technology market size, share trends analysis trends 2022-2026. https:\/\/www.marketsandmarkets.com\/Market-Reports\/wearable-electronics-market-983.html. Accessed 12 Jan 2023"},{"key":"135_CR3","unstructured":"Precedence Research (2022) Wearable Technology market size, trends, growth, Report 2030. https:\/\/www.precedenceresearch.com\/wearable-technology-market. Accessed 12 Jan 2023"},{"key":"135_CR4","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/978-3-662-48051-9_17","volume-title":"Financial cryptography and data security","author":"VG Motti","year":"2015","unstructured":"Motti VG, Caine K (2015) Users\u2019 privacy concerns about wearables. In: Brenner M, Christin N, Johnson B, Rohloff K (eds) Financial cryptography and data security. Springer, Berlin Heidelberg, pp 231\u2013244"},{"key":"135_CR5","doi-asserted-by":"publisher","first-page":"e40","DOI":"10.2196\/mhealth.4461","volume":"4","author":"K Mercer","year":"2016","unstructured":"Mercer K, Li M, Giangregorio L, Burns C, Grindrod K (2016) Behavior change techniques present in wearable activity trackers: a critical analysis. JMIR Mhealth Uhealth 4:e40\u2013e40. https:\/\/doi.org\/10.2196\/mhealth.4461","journal-title":"JMIR Mhealth Uhealth"},{"key":"135_CR6","unstructured":"Warraich MU (2016) Wellness routines with wearable activity trackers: a systematic review. In: Tenth Mediterranean Conference on Information Systems (MCIS), Paphos, Cyprus, p 14"},{"key":"135_CR7","doi-asserted-by":"publisher","first-page":"8532","DOI":"10.3390\/ijerph17228532","volume":"17","author":"A Hendker","year":"2020","unstructured":"Hendker A, Jetzke M, Eils E, Voelcker-Rehage C (2020) The implication of wearables and the factors affecting their usage among recreationally active people. Int J Environ Res Public Health 17:8532. https:\/\/doi.org\/10.3390\/ijerph17228532","journal-title":"Int J Environ Res Public Health"},{"key":"135_CR8","unstructured":"Gribel L, Regier S, Stengel I (2016) Acceptance factors of wearable computing: an empirical investigation. In: Proceedings of the Eleventh International Network Conference (INC 2016). pp 62\u201372"},{"key":"135_CR9","volume-title":"52nd Hawaii International Conference on Systems Sciences (HICSS-52\u201919)","author":"O El-Gayar","year":"2019","unstructured":"El-Gayar O, Nasralah T, Elnoshokaty A (2019) Wearable devices for health and wellbeing: design insights from Twitter. In: 52nd Hawaii International Conference on Systems Sciences (HICSS-52\u201919). IEEE Computer Society, Maui, HI"},{"key":"135_CR10","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1504\/IJTMKT.2017.089665","volume":"12","author":"M Kalantari","year":"2017","unstructured":"Kalantari M (2017) Consumers\u2019 adoption of wearable technologies: literature review, synthesis, and future research agenda. Int J Technol Mark 12:274. https:\/\/doi.org\/10.1504\/IJTMKT.2017.089665","journal-title":"Int J Technol Mark"},{"key":"135_CR11","doi-asserted-by":"publisher","first-page":"81","DOI":"10.3390\/joitmc6030081","volume":"6","author":"A Ahmad","year":"2020","unstructured":"Ahmad A, Rasul T, Yousaf A, Zaman U (2020) Understanding factors influencing elderly diabetic patients\u2019 continuance intention to use digital health wearables: extending the technology acceptance model (TAM). J Open Innov Technol Mark Complex 6:81. https:\/\/doi.org\/10.3390\/joitmc6030081","journal-title":"J Open Innov Technol Mark Complex"},{"key":"135_CR12","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1080\/0267257X.2016.1234505","volume":"33","author":"AI Canhoto","year":"2017","unstructured":"Canhoto AI, Arp S (2017) Exploring the factors that support adoption and sustained use of health and fitness wearables. J Destin Mark Manag 33:32\u201360. https:\/\/doi.org\/10.1080\/0267257X.2016.1234505","journal-title":"J Destin Mark Manag"},{"key":"135_CR13","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1016\/j.jretconser.2018.03.017","volume":"43","author":"B Nascimento","year":"2018","unstructured":"Nascimento B, Oliveira T, Tam C (2018) Wearable technology: what explains continuance intention in smartwatches? J Retail Consum Serv 43:157\u2013169. https:\/\/doi.org\/10.1016\/j.jretconser.2018.03.017","journal-title":"J Retail Consum Serv"},{"key":"135_CR14","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1093\/jamiaopen\/ooy048","volume":"2","author":"G Shin","year":"2019","unstructured":"Shin G, Feng Y, Jarrahi MH, Gafinowitz N (2019) Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use. JAMIA Open 2:62\u201372. https:\/\/doi.org\/10.1093\/jamiaopen\/ooy048","journal-title":"JAMIA Open"},{"key":"135_CR15","doi-asserted-by":"publisher","first-page":"647","DOI":"10.1145\/2750858.2807554","volume-title":"Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp \u201915","author":"J Clawson","year":"2015","unstructured":"Clawson J, Pater JA, Miller AD, Mynatt ED, Mamykina L (2015) No longer wearing: investigating the abandonment of personal health-tracking technologies on craigslist. In: Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp \u201915. ACM Press, Osaka, Japan, pp 647\u2013658"},{"key":"135_CR16","doi-asserted-by":"publisher","first-page":"1109","DOI":"10.1145\/2858036.2858045","volume-title":"Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems","author":"DA Epstein","year":"2016","unstructured":"Epstein DA, Caraway M, Johnston C, Ping A, Fogarty J, Munson SA (2016) Beyond abandonment to next steps: understanding and designing for life after personal informatics tool use. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. ACM, San Jose California, USA, pp 1109\u20131113"},{"key":"135_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3131892","volume":"1","author":"H Jeong","year":"2017","unstructured":"Jeong H, Kim H, Kim R, Lee U, Jeong Y (2017) Smartwatch wearing behavior analysis: a longitudinal study. Proc ACM Interact Mob Wearable Ubiquitous Technol 1:1\u201331. https:\/\/doi.org\/10.1145\/3131892","journal-title":"Proc ACM Interact Mob Wearable Ubiquitous Technol"},{"key":"135_CR18","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1145\/2750858.2804288","volume-title":"Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp \u201915","author":"A Lazar","year":"2015","unstructured":"Lazar A, Koehler C, Tanenbaum J, Nguyen DH (2015) Why we use and abandon smart devices. In: Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp \u201915. ACM Press, Osaka, Japan, pp 635\u2013646"},{"key":"135_CR19","doi-asserted-by":"publisher","first-page":"351","DOI":"10.2307\/3250921","volume":"25","author":"A Bhattacherjee","year":"2001","unstructured":"Bhattacherjee A (2001) Understanding information systems continuance: an expectation-confirmation model. MIS Q 25:351. https:\/\/doi.org\/10.2307\/3250921","journal-title":"MIS Q"},{"key":"135_CR20","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1016\/j.ijhcs.2006.05.001","volume":"64","author":"J Thong","year":"2006","unstructured":"Thong J, Hong S-J, Tam KY (2006) The effects of post-adoption beliefs on the expectation-confirmation model for information technology continuance. Int J Hum-Comput Stud 64:799\u2013810. https:\/\/doi.org\/10.1016\/j.ijhcs.2006.05.001","journal-title":"Int J Hum-Comput Stud"},{"key":"135_CR21","doi-asserted-by":"publisher","first-page":"29","DOI":"10.2307\/249407","volume":"23","author":"AS Lee","year":"1999","unstructured":"Lee AS (1999) Rigor and relevance in MIS research: beyond the approach of positivism alone. MIS Q 23:29\u201333. https:\/\/doi.org\/10.2307\/249407","journal-title":"MIS Q"},{"key":"135_CR22","doi-asserted-by":"publisher","first-page":"240","DOI":"10.1287\/isre.12.3.240.9709","volume":"12","author":"J Mingers","year":"2001","unstructured":"Mingers J (2001) Combining IS research methods: towards a pluralist methodology. Inf Syst Res 12:240\u2013259. https:\/\/doi.org\/10.1287\/isre.12.3.240.9709","journal-title":"Inf Syst Res"},{"key":"135_CR23","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1007\/s10209-019-00663-0","volume":"19","author":"N Niknejad","year":"2020","unstructured":"Niknejad N, Hussin ARC, Ghani I, Ganjouei FA (2020) A confirmatory factor analysis of the behavioral intention to use smart wellness wearables in Malaysia. Univers Access Inf Soc 19:633\u2013653. https:\/\/doi.org\/10.1007\/s10209-019-00663-0","journal-title":"Univers Access Inf Soc"},{"key":"135_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2017\/9302328","volume":"2017","author":"I Rodr\u00edguez","year":"2017","unstructured":"Rodr\u00edguez I, Cajamarca G, Herskovic V, Fuentes C, Campos M (2017) Helping elderly users report pain levels: a study of user experience with mobile and wearable interfaces. Mob Inf Syst 2017:1\u201312. https:\/\/doi.org\/10.1155\/2017\/9302328","journal-title":"Mob Inf Syst"},{"key":"135_CR25","doi-asserted-by":"publisher","unstructured":"Chau KY, Lam MHS, Cheung ML, Tso EKH, Flint SW, Broom DR, Tse G, Lee KY (2019) Smart technology for healthcare: exploring the antecedents of adoption intention of healthcare wearable technology. Health Psychol Res 7. https:\/\/doi.org\/10.4081\/hpr.2019.8099","DOI":"10.4081\/hpr.2019.8099"},{"key":"135_CR26","doi-asserted-by":"publisher","unstructured":"Cheung ML, Chau KY, Lam MHS, Tse G, Ho KY, Flint SW, Broom DR, Tso EKH, Lee KY (2019) Examining consumers\u2019 adoption of wearable healthcare technology: the role of health attributes. Int J Environ Res Public Health 16.\u00a0https:\/\/doi.org\/10.3390\/ijerph1613225","DOI":"10.3390\/ijerph1613225"},{"key":"135_CR27","doi-asserted-by":"publisher","first-page":"153331751988349","DOI":"10.1177\/1533317519883493","volume":"35","author":"B Dai","year":"2020","unstructured":"Dai B, Larnyo E, Tetteh EA, Aboagye AK (2020) Musah, A.-A.I.: Factors affecting caregivers\u2019 acceptance of the use of wearable devices by patients with dementia: an extension of the unified theory of acceptance and use of technology model. Am J Alzheimers Dis Dementias\u00ae 35:153331751988349. https:\/\/doi.org\/10.1177\/1533317519883493","journal-title":"Am J Alzheimers Dis Dementias\u00ae"},{"key":"135_CR28","unstructured":"Shih PC, Han K, Poole ES, Rosson MB, Carroll JM (2015) Use and adoption challenges of wearable activity trackers. iConference. University of California, Irvine, p 12"},{"key":"135_CR29","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1080\/10447318.2017.1357902","volume":"34","author":"A Adapa","year":"2018","unstructured":"Adapa A, Nah FF-H, Hall RH, Siau K, Smith SN (2018) Factors influencing the adoption of smart wearable devices. Int J Human\u2013Computer Interact 34:399\u2013409. https:\/\/doi.org\/10.1080\/10447318.2017.1357902","journal-title":"Int J Human\u2013Computer Interact"},{"key":"135_CR30","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1007\/978-3-030-67322-2_9","volume-title":"Advances in Longitudinal HCI Research","author":"DA Epstein","year":"2021","unstructured":"Epstein DA, Eslambolchilar P, Kay J, Meyer J, Munson SA (2021) Opportunities and challenges for long-term tracking. In: Karapanos E, Gerken J, Kjeldskov J, Skov MB (eds) Advances in Longitudinal HCI Research. Springer International Publishing, Cham, pp 177\u2013206"},{"key":"135_CR31","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1007\/s10209-018-0639-z","volume":"19","author":"D Pal","year":"2020","unstructured":"Pal D, Funilkul S, Vanijja V (2020) The future of smartwatches: assessing the end-users\u2019 continuous usage using an extended expectation-confirmation model. Univers Access Inf Soc 19:261\u2013281. https:\/\/doi.org\/10.1007\/s10209-018-0639-z","journal-title":"Univers Access Inf Soc"},{"key":"135_CR32","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1080\/0144929X.2018.1424246","volume":"37","author":"M Dehghani","year":"2018","unstructured":"Dehghani M (2018) Exploring the motivational factors on continuous usage intention of smartwatches among actual users. Behav Inf Technol 37:145\u2013158. https:\/\/doi.org\/10.1080\/0144929X.2018.1424246","journal-title":"Behav Inf Technol"},{"key":"135_CR33","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1016\/j.tele.2018.01.007","volume":"35","author":"M Dehghani","year":"2018","unstructured":"Dehghani M, Kim KJ, Dangelico RM (2018) Will smartwatches last? Factors contributing to intention to keep using smart wearable technology. Telemat Inform 35:480\u2013490. https:\/\/doi.org\/10.1016\/j.tele.2018.01.007","journal-title":"Telemat Inform"},{"key":"135_CR34","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1287\/mksc.12.2.125","volume":"12","author":"E Anderson","year":"1993","unstructured":"Anderson E, Sullivan M (1993) The antecedents and consequences of customer satisfaction for firms. Mar Sci 12:125\u2013143","journal-title":"Mar Sci"},{"key":"135_CR35","doi-asserted-by":"publisher","first-page":"460","DOI":"10.1177\/002224378001700405","volume":"20","author":"R Oliver","year":"1980","unstructured":"Oliver R (1980) A cognitive model of the antecedents and consequences of satisfaction decisions. J Market Res 20:460\u2013469","journal-title":"J Market Res"},{"key":"135_CR36","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1086\/209358","volume":"20","author":"RL Oliver","year":"1993","unstructured":"Oliver RL (1993) Cognitive, affective, and attribute bases of the satisfaction response. J Consum Res 20:418\u2013430. https:\/\/doi.org\/10.1086\/209358","journal-title":"J Consum Res"},{"key":"135_CR37","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1287\/isre.1080.0188","volume":"20","author":"DJ Kim","year":"2009","unstructured":"Kim DJ, Ferrin DL, Rao HR (2009) Trust and satisfaction, two stepping stones for successful e-commerce Relationships: a longitudinal exploration. Inf Syst Res 20:237\u2013257. https:\/\/doi.org\/10.1287\/isre.1080.0188","journal-title":"Inf Syst Res"},{"key":"135_CR38","doi-asserted-by":"publisher","unstructured":"Chen L, Meservy T, Gillenson M (2012) Understanding information systems continuance for information-oriented mobile applications. Commun Assoc Inf Syst 30. https:\/\/doi.org\/10.17705\/1CAIS.03009","DOI":"10.17705\/1CAIS.03009"},{"key":"135_CR39","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.elerap.2014.11.003","volume":"14","author":"C-L Hsu","year":"2015","unstructured":"Hsu C-L, Lin JC-C (2015) What drives purchase intention for paid mobile apps? \u2013 An expectation confirmation model with perceived value. Electron Commer Res Appl 14:46\u201357. https:\/\/doi.org\/10.1016\/j.elerap.2014.11.003","journal-title":"Electron Commer Res Appl"},{"key":"135_CR40","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/s10796-018-9864-5","volume":"22","author":"C Tam","year":"2020","unstructured":"Tam C, Santos D, Oliveira T (2020) Exploring the influential factors of continuance intention to use mobile apps: extending the expectation confirmation model. Inf Syst Front 22:243\u2013257. https:\/\/doi.org\/10.1007\/s10796-018-9864-5","journal-title":"Inf Syst Front"},{"key":"135_CR41","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1016\/j.tele.2015.05.006","volume":"33","author":"AP Oghuma","year":"2016","unstructured":"Oghuma AP, Libaque-Saenz CF, Wong SF, Chang Y (2016) An expectation-confirmation model of continuance intention to use mobile instant messaging. Telemat Inform 33:34\u201347. https:\/\/doi.org\/10.1016\/j.tele.2015.05.006","journal-title":"Telemat Inform"},{"key":"135_CR42","doi-asserted-by":"publisher","first-page":"508","DOI":"10.1108\/IMDS-05-2015-0195","volume":"116","author":"A Susanto","year":"2016","unstructured":"Susanto A, Chang Y, Ha Y (2016) Determinants of continuance intention to use the smartphone banking services: an extension to the expectation-confirmation model. Ind Manag Data Syst 116:508\u2013525. https:\/\/doi.org\/10.1108\/IMDS-05-2015-0195","journal-title":"Ind Manag Data Syst"},{"key":"135_CR43","unstructured":"Wairimu J, Sun J (2018) Is smartwatch really for me? An expectation-confirmation perspective. In: Twenty-fourth Americas Conference on Information Systems, New Orleans, p 10"},{"key":"135_CR44","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","volume":"13","author":"FD Davis","year":"1989","unstructured":"Davis FD (1989) Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q 13:319. https:\/\/doi.org\/10.2307\/249008","journal-title":"MIS Q"},{"key":"135_CR45","doi-asserted-by":"publisher","first-page":"362","DOI":"10.1287\/isre.9.4.362","volume":"9","author":"M Parthasarathy","year":"1998","unstructured":"Parthasarathy M, Bhattacherjee A (1998) Understanding post-adoption behavior in the context of online services. Inf Syst Res 9:362\u2013379","journal-title":"Inf Syst Res"},{"key":"135_CR46","doi-asserted-by":"publisher","first-page":"399","DOI":"10.2307\/25148690","volume":"29","author":"V Brown","year":"2005","unstructured":"Brown V (2005) Model of adoption of technology in households: a baseline model test and extension incorporating household life cycle. MIS Q 29:399. https:\/\/doi.org\/10.2307\/25148690","journal-title":"MIS Q"},{"key":"135_CR47","doi-asserted-by":"publisher","first-page":"1269","DOI":"10.1108\/IMDS-01-2015-0028","volume":"115","author":"J-J Hew","year":"2015","unstructured":"Hew J-J, Lee V-H, Ooi K-B, Wei J (2015) What catalyses mobile apps usage intention: an empirical analysis. Ind Manag Data Syst 115:1269\u20131291. https:\/\/doi.org\/10.1108\/IMDS-01-2015-0028","journal-title":"Ind Manag Data Syst"},{"key":"135_CR48","doi-asserted-by":"publisher","first-page":"653","DOI":"10.1080\/13527266.2014.951065","volume":"22","author":"SC Kim","year":"2016","unstructured":"Kim SC, Yoon D, Han EK (2016) Antecedents of mobile app usage among smartphone users. J Mark Commun 22:653\u2013670. https:\/\/doi.org\/10.1080\/13527266.2014.951065","journal-title":"J Mark Commun"},{"key":"135_CR49","doi-asserted-by":"publisher","first-page":"705","DOI":"10.2307\/25148817","volume":"31","author":"H Limayem","year":"2007","unstructured":"Limayem H (2007) Cheung: How habit limits the predictive power of intention: the case of information systems continuance. MIS Q 31:705. https:\/\/doi.org\/10.2307\/25148817","journal-title":"MIS Q"},{"key":"135_CR50","doi-asserted-by":"publisher","first-page":"711","DOI":"10.1287\/isre.1100.0324","volume":"21","author":"S Vodanovich","year":"2010","unstructured":"Vodanovich S, Sundaram D, Myers M (2010) Research commentary\u2014digital natives and ubiquitous information systems. Inf Syst Res 21:711\u2013723. https:\/\/doi.org\/10.1287\/isre.1100.0324","journal-title":"Inf Syst Res"},{"key":"135_CR51","doi-asserted-by":"publisher","unstructured":"Zhang P, Carey J, Te\u2019eni, D., Tremaine, M. (2005) Integrating human-computer interaction development into the systems development life cycle: a methodology. Commun Assoc Inf Syst 15. https:\/\/doi.org\/10.17705\/1CAIS.01529","DOI":"10.17705\/1CAIS.01529"},{"key":"135_CR52","first-page":"485","volume":"24","author":"H Oinas-Kukkonen","year":"2009","unstructured":"Oinas-Kukkonen H, Harjumaa M (2009) Persuasive systems design: key issues, process model, and system features. Commun Assoc Inf Syst 24:485\u2013500","journal-title":"Commun Assoc Inf Syst"},{"key":"135_CR53","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1145\/1377999.1378017","volume-title":"Proceedings of the 9th international conference on Human computer interaction with mobile devices and services - MobileHCI \u201907","author":"A Rahmati","year":"2007","unstructured":"Rahmati A, Qian A, Zhong L (2007) Understanding human-battery interaction on mobile phones. In: Proceedings of the 9th international conference on Human computer interaction with mobile devices and services - MobileHCI \u201907. ACM Press, Singapore, pp 265\u2013272"},{"key":"135_CR54","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1177\/0887302X0602400104","volume":"24","author":"V Chattaraman","year":"2006","unstructured":"Chattaraman V, Rudd NA (2006) Preferences for aesthetic attributes in clothing as a function of body image, body cathexis and body size. Cloth Text Res J 24:44\u201361","journal-title":"Cloth Text Res J"},{"key":"135_CR55","doi-asserted-by":"publisher","first-page":"17305","DOI":"10.5465\/ambpp.2016.17305abstract","volume":"2016","author":"L Coorevits","year":"2016","unstructured":"Coorevits L, Coenen T (2016) The rise and fall of wearable fitness trackers. Acad Manag Proc 2016:17305. https:\/\/doi.org\/10.5465\/ambpp.2016.17305abstract","journal-title":"Acad Manag Proc"},{"key":"135_CR56","first-page":"8","volume":"10","author":"SC Jeong","year":"2016","unstructured":"Jeong SC, Byun JS, Jeong YJ (2016) The effect of user experience and perceived similarity of smartphone on acceptance intention for smartwatch. ICIC Express Lett 10:8","journal-title":"ICIC Express Lett"},{"key":"135_CR57","doi-asserted-by":"publisher","unstructured":"Page T (2015) Barriers to the adoption of wearable technology. -Manag. J Inf Technol 4(1\u201313). https:\/\/doi.org\/10.26634\/jit.4.3.3485","DOI":"10.26634\/jit.4.3.3485"},{"key":"135_CR58","doi-asserted-by":"publisher","first-page":"306","DOI":"10.1016\/j.chb.2017.10.003","volume":"78","author":"C Gan","year":"2018","unstructured":"Gan C, Li H (2018) Understanding the effects of gratifications on the continuance intention to use WeChat in China: a perspective on uses and gratifications. Comput Hum Behav 78:306\u2013315. https:\/\/doi.org\/10.1016\/j.chb.2017.10.003","journal-title":"Comput Hum Behav"},{"key":"135_CR59","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/j.chb.2016.12.073","volume":"70","author":"N Liu","year":"2017","unstructured":"Liu N, Yu R (2017) Identifying design feature factors critical to acceptance and usage behavior of smartphones. Comput Hum Behav 70:131\u2013142. https:\/\/doi.org\/10.1016\/j.chb.2016.12.073","journal-title":"Comput Hum Behav"},{"key":"135_CR60","doi-asserted-by":"publisher","unstructured":"Abdul-Rahman A, Hailes S (2000) Supporting trust in virtual communities. In: Proceedings of the 33rd Annual Hawaii International Conference on System Sciences. IEEE Comput. Soc, Maui, HI, USA, p 9. https:\/\/doi.org\/10.1109\/HICSS.2000.926814","DOI":"10.1109\/HICSS.2000.926814"},{"key":"135_CR61","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1016\/S0963-8687(02)00020-3","volume":"11","author":"D Harrison McKnight","year":"2002","unstructured":"Harrison McKnight D, Choudhury V, Kacmar C (2002) The impact of initial consumer trust on intentions to transact with a web site: a trust building model. J Strateg Inf Syst 11:297\u2013323. https:\/\/doi.org\/10.1016\/S0963-8687(02)00020-3","journal-title":"J Strateg Inf Syst"},{"key":"135_CR62","doi-asserted-by":"publisher","first-page":"51","DOI":"10.2307\/30036519","volume":"27","author":"K Gefen","year":"2003","unstructured":"Gefen K (2003) Straub: Trust and TAM in online shopping: an integrated model. MIS Q 27:51. https:\/\/doi.org\/10.2307\/30036519","journal-title":"MIS Q"},{"key":"135_CR63","first-page":"79","volume":"56","author":"Z Gu","year":"2016","unstructured":"Gu Z, Wei J, Xu F (2016) An empirical study on factors influencing consumers\u2019 initial trust in wearable commerce. J Comput Inf Syst 56:79\u201385","journal-title":"J Comput Inf Syst"},{"key":"135_CR64","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1016\/j.jpsychores.2009.10.001","volume":"69","author":"BH Gottlieb","year":"2010","unstructured":"Gottlieb BH, Bergen AE (2010) Social support concepts and measures. J Psychosom Res 69:511\u2013520. https:\/\/doi.org\/10.1016\/j.jpsychores.2009.10.001","journal-title":"J Psychosom Res"},{"key":"135_CR65","doi-asserted-by":"publisher","first-page":"839","DOI":"10.7819\/rbgn.v21i5.4025","volume":"21","author":"Y Liu","year":"2019","unstructured":"Liu Y, Su X, Du X, Cui F, Liu Y, Su X, Du X, Cui F (2019) How social support motivates trust and purchase intentions in mobile social commerce. Rev Bras Gest Neg 21:839\u2013860. https:\/\/doi.org\/10.7819\/rbgn.v21i5.4025","journal-title":"Rev Bras Gest Neg"},{"key":"135_CR66","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3055534","volume":"8","author":"MA Al-Ramahi","year":"2017","unstructured":"Al-Ramahi MA, Liu J, El-Gayar OF (2017) Discovering design principles for health behavioral change support systems. ACM Trans Manag Inf Syst 8:1\u201324. https:\/\/doi.org\/10.1145\/3055534","journal-title":"ACM Trans Manag Inf Syst"},{"key":"135_CR67","doi-asserted-by":"publisher","DOI":"10.2196\/mhealth.9054","volume":"6","author":"C McCallum","year":"2018","unstructured":"McCallum C, Rooksby J, Gray CM (2018) Evaluating the impact of physical activity apps and wearables: interdisciplinary review. JMIR Mhealth Uhealth 6:e58. https:\/\/doi.org\/10.2196\/mhealth.9054","journal-title":"JMIR Mhealth Uhealth"},{"key":"135_CR68","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1365-2575.2010.00367.x","volume":"21","author":"A Bhattacherjee","year":"2011","unstructured":"Bhattacherjee A, Barfar A (2011) Information technology continuance research: current state and future directions. Asia Pac J Inf Syst 21:1\u201318","journal-title":"Asia Pac J Inf Syst"},{"key":"135_CR69","doi-asserted-by":"publisher","first-page":"1332","DOI":"10.1108\/IJCHM-09-2016-0504","volume":"30","author":"S Lee","year":"2018","unstructured":"Lee S, Kim D-Y (2018) The effect of hedonic and utilitarian values on satisfaction and loyalty of Airbnb users. Int J Contemp Hosp Manag 30:1332\u20131351. https:\/\/doi.org\/10.1108\/IJCHM-09-2016-0504","journal-title":"Int J Contemp Hosp Manag"},{"key":"135_CR70","doi-asserted-by":"publisher","first-page":"1248","DOI":"10.1108\/02635570911002306","volume":"109","author":"S Chen","year":"2009","unstructured":"Chen S, Chen H, Chen M (2009) Determinants of satisfaction and continuance intention towards self-service technologies. Ind Manag Data Syst 109:1248\u20131263. https:\/\/doi.org\/10.1108\/02635570911002306","journal-title":"Ind Manag Data Syst"},{"key":"135_CR71","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1108\/IntR-05-2014-0126","volume":"25","author":"KJ Kim","year":"2015","unstructured":"Kim KJ, Shin D-H (2015) An acceptance model for smart watches: implications for the adoption of future wearable technology. Internet Res 25:527\u2013541. https:\/\/doi.org\/10.1108\/IntR-05-2014-0126","journal-title":"Internet Res"},{"key":"135_CR72","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1016\/j.ijhcs.2013.09.008","volume":"72","author":"SS Sundar","year":"2014","unstructured":"Sundar SS, Tamul DJ, Wu M (2014) Capturing \u201ccool\u201d: measures for assessing coolness of technological products. Int J Hum-Comput Stud 72:169\u2013180. https:\/\/doi.org\/10.1016\/j.ijhcs.2013.09.008","journal-title":"Int J Hum-Comput Stud"},{"key":"135_CR73","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1177\/0887302X16646447","volume":"34","author":"C Hwang","year":"2016","unstructured":"Hwang C, Chung T-L (2016) Sanders, E.A.: Attitudes and purchase intentions for smart clothing: examining U.S. consumers\u2019 functional, expressive, and aesthetic needs for solar-powered clothing. Cloth Text Res J 34:207\u2013222. https:\/\/doi.org\/10.1177\/0887302X16646447","journal-title":"Cloth Text Res J"},{"key":"135_CR74","unstructured":"Cobos, L. (2017) Determinants of continuance intention and word of mouth for hotel branded mobile app users., https:\/\/stars.library.ucf.edu\/etd\/5719"},{"key":"135_CR75","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1287\/mnsc.46.2.186.11926","volume":"46","author":"V Venkatesh","year":"2000","unstructured":"Venkatesh V, Davis FD (2000) A theoretical extension of the technology acceptance model: four longitudinal field studies. Manag Sci 46:186\u2013204. https:\/\/doi.org\/10.1287\/mnsc.46.2.186.11926","journal-title":"Manag Sci"},{"key":"135_CR76","volume-title":"Design-type research in information systems: findings and practices","author":"V Rustam","year":"2012","unstructured":"Rustam V (2012) Design-type research in information systems: findings and practices. IGI Global, Ukraine"},{"key":"135_CR77","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1080\/08874417.2004.11647578","volume":"44","author":"C Shchiglik","year":"2004","unstructured":"Shchiglik C, Barnes SJ (2004) Evaluating website quality in the airline industry. J Comput Inf Syst 44:17\u201325. https:\/\/doi.org\/10.1080\/08874417.2004.11647578","journal-title":"J Comput Inf Syst"},{"key":"135_CR78","doi-asserted-by":"publisher","unstructured":"Baleghi-Zadeh S, Ayub A, Mahmud R, Daud S (2017) The influence of system interactivity and technical support on learning management system utilization. Knowl Manag E-Learn Int J:50\u201368. https:\/\/doi.org\/10.34105\/j.kmel.2017.09.004","DOI":"10.34105\/j.kmel.2017.09.004"},{"key":"135_CR79","volume-title":"Handbook of mixed methods in social and behavioral research","author":"JW Creswell","year":"2003","unstructured":"Creswell JW, Plano C, Hanson WE (2003) Advanced mixed methods research designs. In: Tashakkori A, Teddlie C, Gutmann ML (eds) Handbook of mixed methods in social and behavioral research. SAGE Publications, Inc, Thousand Oaks, CA, US"},{"key":"135_CR80","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1097\/00006199-199103000-00014","volume":"40","author":"JM Morse","year":"1991","unstructured":"Morse JM (1991) Approaches to qualitative-quantitative methodological triangulation. Nurs Res 40:120\u2013123","journal-title":"Nurs Res"},{"key":"135_CR81","doi-asserted-by":"publisher","first-page":"691","DOI":"10.1007\/978-3-540-32827-8_30","volume-title":"Handbook of Partial Least Squares","author":"O G\u00f6tz","year":"2010","unstructured":"G\u00f6tz O, Liehr-Gobbers K, Krafft M (2010) Evaluation of structural equation models using the partial least squares (PLS) approach. In: Esposito Vinzi V, Chin WW, Henseler J, Wang H (eds) Handbook of Partial Least Squares. Springer, Berlin Heidelberg, Berlin, Heidelberg, pp 691\u2013711"},{"key":"135_CR82","first-page":"36","volume":"11","author":"N Urbach","year":"2010","unstructured":"Urbach N, Ahlemann F (2010) Structural equation modeling in information systems research using partial least squares. J Inf Technol Theory Appl 11:36","journal-title":"J Inf Technol Theory Appl"},{"key":"135_CR83","volume-title":"A primer on partial least squares structural equation modeling (PLS-SEM)","author":"J Hair","year":"2017","unstructured":"Hair J, Hult T, Ringle C, Sarstedt M (2017) A primer on partial least squares structural equation modeling (PLS-SEM). SAGE Publications, Inc, Thousand Oaks, CA, US"},{"key":"135_CR84","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1037\/0033-2909.112.1.155","volume":"112","author":"J Cohen","year":"1992","unstructured":"Cohen J (1992) A power primer. Psychol Bull 112:155\u2013159. https:\/\/doi.org\/10.1037\/0033-2909.112.1.155","journal-title":"Psychol Bull"},{"key":"135_CR85","first-page":"91","volume":"16","author":"D Gefen","year":"2005","unstructured":"Gefen D, Straub D (2005) A practical guide to factorial validity using PLS-GRAPH: tutorial and annotated example. Commun Assoc Inf Syst 16:91\u2013109","journal-title":"Commun Assoc Inf Syst"},{"key":"135_CR86","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1108\/S1474-7979(2009)0000020014","volume":"20","author":"J Henseler","year":"2009","unstructured":"Henseler J, Ringle CM, Sinkovics RR (2009) The use of partial least squares path modeling in international marketing. Advances in International Marketing 20:277\u2013319. https:\/\/doi.org\/10.1108\/S1474-7979(2009)0000020014","journal-title":"Advances in International Marketing"},{"key":"135_CR87","doi-asserted-by":"publisher","first-page":"39","DOI":"10.2307\/3151312","volume":"18","author":"C Fornell","year":"1981","unstructured":"Fornell C, Larcker DF (1981) Evaluating structural equation models with unobservable variables and measurement error. J Market Res 18:39. https:\/\/doi.org\/10.2307\/3151312","journal-title":"J Market Res"},{"key":"135_CR88","doi-asserted-by":"publisher","first-page":"414","DOI":"10.1007\/s11747-011-0261-6","volume":"40","author":"JF Hair","year":"2012","unstructured":"Hair JF, Sarstedt M, Ringle CM, Mena JA (2012) An assessment of the use of partial least squares structural equation modeling in marketing research. J Acad Market Sci 40:414\u2013433. https:\/\/doi.org\/10.1007\/s11747-011-0261-6","journal-title":"J Acad Market Sci"},{"key":"135_CR89","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1016\/j.compedu.2004.06.001","volume":"45","author":"C-M Chiu","year":"2005","unstructured":"Chiu C-M, Hsu M-H, Sun S-Y, Lin T-C, Sun P-C (2005) Usability, quality, value and e-learning continuance decisions. Comput Educ 45:399\u2013416","journal-title":"Comput Educ"},{"key":"135_CR90","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1007\/s11002-006-3796-4","volume":"17","author":"Y Gr\u00e9goire","year":"2006","unstructured":"Gr\u00e9goire Y, Fisher RJ (2006) The effects of relationship quality on customer retaliation. Mark Lett 17:31\u201346. https:\/\/doi.org\/10.1007\/s11002-006-3796-4","journal-title":"Mark Lett"},{"key":"135_CR91","volume-title":"Constructing grounded theory: a practical guide through qualitative analysis","author":"K Charmaz","year":"2006","unstructured":"Charmaz K (2006) Constructing grounded theory: a practical guide through qualitative analysis. SAGE Publications Ltd, London, Thousand Oaks, CA, US"},{"key":"135_CR92","volume-title":"Basics of qualitative research: techniques and procedures for developing grounded theory","author":"AL Strauss","year":"1998","unstructured":"Strauss AL, Corbin JM (1998) Basics of qualitative research: techniques and procedures for developing grounded theory. Sage Publications, Thousand Oaks, CA, US"},{"key":"135_CR93","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1186\/s13612-016-0042-6","volume":"6","author":"E Karapanos","year":"2016","unstructured":"Karapanos E, Gouveia R, Hassenzahl M, Forlizzi J (2016) Wellbeing in the making: peoples\u2019 experiences with wearable activity trackers. Psychol Well-Being 6:4. https:\/\/doi.org\/10.1186\/s13612-016-0042-6","journal-title":"Psychol Well-Being"}],"container-title":["Journal of Healthcare Informatics Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41666-023-00135-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s41666-023-00135-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41666-023-00135-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T16:08:19Z","timestamp":1692893299000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s41666-023-00135-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,13]]},"references-count":93,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,9]]}},"alternative-id":["135"],"URL":"https:\/\/doi.org\/10.1007\/s41666-023-00135-4","relation":{},"ISSN":["2509-4971","2509-498X"],"issn-type":[{"value":"2509-4971","type":"print"},{"value":"2509-498X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,7,13]]},"assertion":[{"value":"17 May 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 May 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 June 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 July 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}}]}}