{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T07:45:14Z","timestamp":1780991114901,"version":"3.54.1"},"reference-count":90,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2020,2,27]],"date-time":"2020-02-27T00:00:00Z","timestamp":1582761600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2020,2,27]],"date-time":"2020-02-27T00:00:00Z","timestamp":1582761600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BMC Med Inform Decis Mak"],"published-print":{"date-parts":[[2020,12]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:sec><jats:title>Background<\/jats:title><jats:p>The objective of this research is to examine, conceptualize, and empirically validate a model of mobile health (mHealth) impacts on physicians\u2019 perceived quality of care delivery (PQoC).<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>Observational quasi-experimental one group posttest-only design was implemented through the empirical testing of the conceptual model with nine hypotheses related to the association of task and technology characteristics, self-efficacy, m-health utilization, task-technology fit (TTF), and their relationships with PQoC. Primary data was collected over a four-month period from acute care physicians in The Ottawa Hospital, Ontario, Canada. The self-reported data was collected by employing a survey and distributed through the internal hospital channels to physicians who adopted iPads for their daily activities.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Physicians\u2019 PQoC was found to be positively affected by the level of mHealth utilization and TTF, while the magnitude of the TTF direct effect was two times stronger than utilization. Additionally, self-efficacy has the highest direct and total effect on mHealth utilization; in the formation of TTF, technological characteristics dominate followed by task characteristics.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>To date, the impact of utilized mHealth on PQoC has neither been richly theorized nor explored in depth. We address this gap in existing literature. Realizing how an organization can improve TTF will lead to better PQoC.<\/jats:p><\/jats:sec>","DOI":"10.1186\/s12911-020-1049-8","type":"journal-article","created":{"date-parts":[[2020,2,27]],"date-time":"2020-02-27T10:02:32Z","timestamp":1582797752000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":25,"title":["MHealth and perceived quality of care delivery: a conceptual model and validation"],"prefix":"10.1186","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3745-0342","authenticated-orcid":false,"given":"Yvonne","family":"O\u2019Connor","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pavel","family":"Andreev","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philip","family":"O\u2019Reilly","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,2,27]]},"reference":[{"issue":"1","key":"1049_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4258\/hir.2016.22.1.1","volume":"22","author":"J-H Lee","year":"2016","unstructured":"Lee J-H. Future of the smartphone for patients and healthcare providers. Healthcare Inform Res. 2016;22(1):1\u20132.","journal-title":"Healthcare Inform Res"},{"key":"1049_CR2","volume-title":"Proceedings of the 50th Hawaii international conference on system sciences","author":"S Sherer","year":"2017","unstructured":"Sherer S, Meyerhoefer C, Levick D. Challenges to aligning coordination technology with organizations, people, and processes in healthcare. In: Proceedings of the 50th Hawaii international conference on system sciences; 2017."},{"issue":"2","key":"1049_CR3","doi-asserted-by":"publisher","first-page":"113","DOI":"10.32598\/JCCNC.5.2.113","volume":"5","author":"H Seyedi","year":"2019","unstructured":"Seyedi H, Mohebbifar R, Rafiei S. Quality management system and its role in the quality maturity of training hospitals. J Client-Centered Nursing Care. 2019;5(2):113\u201322.","journal-title":"J Client-Centered Nursing Care"},{"issue":"3","key":"1049_CR4","doi-asserted-by":"publisher","first-page":"553","DOI":"10.25300\/MISQ\/2016\/40.3.02","volume":"40","author":"R Kohli","year":"2016","unstructured":"Kohli R, Tan SS-L. Electronic health records: how can IS researchers contribute to transforming healthcare? MIS Q. 2016;40(3):553\u201373.","journal-title":"MIS Q"},{"key":"1049_CR5","volume-title":"The 10-year impact of a ward-level quality improvement intervention in acute hospitals: a multiple methods study","author":"S Sarre","year":"2019","unstructured":"Sarre S, Maben J, Griffiths P, Chable R, Robert G. The 10-year impact of a ward-level quality improvement intervention in acute hospitals: a multiple methods study. Southampton: NIHR Journals Library, Health Services and Delivery Research. 2019;7(28)."},{"issue":"7","key":"1049_CR6","doi-asserted-by":"publisher","first-page":"1401","DOI":"10.19026\/rjaset.7.408","volume":"7","author":"H Abu-Dalbouh","year":"2014","unstructured":"Abu-Dalbouh H. A proposed mhealth model for improving the quality care in hospitals. Res J Appl Sci Eng Technol. 2014;7(7):1401\u20135.","journal-title":"Res J Appl Sci Eng Technol"},{"issue":"3","key":"1049_CR7","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1377\/hlthaff.2014.0729","volume":"34","author":"S Rahurkar","year":"2015","unstructured":"Rahurkar S, Vest JR, Menachemi N. Despite the spread of health information exchange, there is little evidence of its impact on cost, use, and quality of care. Health Aff. 2015;34(3):477\u201383.","journal-title":"Health Aff"},{"issue":"2","key":"1049_CR8","doi-asserted-by":"publisher","first-page":"228","DOI":"10.1016\/j.amepre.2013.03.017","volume":"45","author":"S Kumar","year":"2013","unstructured":"Kumar S, Nilsen WJ, Abernethy A, Atienza A, Patrick K, Pavel M, et al. Mobile health technology evaluation: the mHealth evidence workshop. Am J Prev Med. 2013;45(2):228\u201336.","journal-title":"Am J Prev Med"},{"key":"1049_CR9","doi-asserted-by":"publisher","first-page":"25606","DOI":"10.3402\/gha.v7.25606","volume":"7","author":"CS Hall","year":"2014","unstructured":"Hall CS, Fottrell E, Wilkinson S, Byass P. Assessing the impact of mHealth interventions in low-and middle-income countries\u2013what has been shown to work? Glob Health Action. 2014;7:25606.","journal-title":"Glob Health Action"},{"key":"1049_CR10","first-page":"1","volume":"37","author":"S Dick","year":"2019","unstructured":"Dick S, O\u2019Connor Y, Heavin C. Approaches to Mobile health evaluation: a comparative study a mHealth evaluation comparison study. Inf Syst Manag. 2019;37:1\u201318.","journal-title":"Inf Syst Manag"},{"issue":"4","key":"1049_CR11","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1007\/s13142-014-0293-9","volume":"4","author":"ED Boudreaux","year":"2014","unstructured":"Boudreaux ED, Waring ME, Hayes RB, Sadasivam RS, Mullen S, Pagoto S. Evaluating and selecting mobile health apps: strategies for healthcare providers and healthcare organizations. Transl Behav Med. 2014;4(4):363\u201371.","journal-title":"Transl Behav Med"},{"key":"1049_CR12","first-page":"237","volume-title":"mHealth Multidisciplinary Verticals","author":"P Keikhosrokiani","year":"2014","unstructured":"Keikhosrokiani P, Zakaria N, Mustaffa N, Venkat I. Study of the effective factors in Mobile health-care success: sociotechnical perspective. In: mHealth Multidisciplinary Verticals; 2014. p. 237."},{"issue":"1","key":"1049_CR13","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1111\/ijcp.12582","volume":"69","author":"H Anglada-Martinez","year":"2015","unstructured":"Anglada-Martinez H, Riu-Viladoms G, Martin-Conde M, Rovira-Illamola M, Sotoca-Momblona J, Codina-Jane C. Does mHealth increase adherence to medication? Results of a systematic review. Int J Clin Pract. 2015;69(1):9\u201332.","journal-title":"Int J Clin Pract"},{"issue":"1","key":"1049_CR14","doi-asserted-by":"publisher","first-page":"35","DOI":"10.7309\/jmtm.4.1.8","volume":"4","author":"J Franz-Vasdeki","year":"2015","unstructured":"Franz-Vasdeki J, Pratt BA, Newsome M, Germann S. Taking mHealth solutions to scale: enabling environments and successful implementation. J Mobile Technol Med. 2015;4(1):35\u20138.","journal-title":"J Mobile Technol Med"},{"issue":"2","key":"1049_CR15","doi-asserted-by":"publisher","first-page":"e52","DOI":"10.2196\/jmir.3951","volume":"17","author":"S Hamine","year":"2015","unstructured":"Hamine S, Gerth-Guyette E, Faulx D, Green BB, Ginsburg AS. Impact of mHealth chronic disease management on treatment adherence and patient outcomes: a systematic review. J Med Internet Res. 2015;17(2):e52.","journal-title":"J Med Internet Res"},{"key":"1049_CR16","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1111\/ijpo.12002","volume":"10","author":"T Turner","year":"2015","unstructured":"Turner T, Spruijt-Metz D, Wen C, Hingle M. Prevention and treatment of pediatric obesity using mobile and wireless technologies: a systematic review. Pediatr Obes. 2015;10:403\u20139.","journal-title":"Pediatr Obes"},{"key":"1049_CR17","volume-title":"Understanding post-Adtopive usage behaviors: a two-dimensional view. DIGIT 2006 proceedings","author":"JP-A Hsieh","year":"2006","unstructured":"Hsieh JP-A, Zmud R. Understanding post-Adtopive usage behaviors: a two-dimensional view. DIGIT 2006 proceedings; 2006."},{"issue":"6","key":"1049_CR18","doi-asserted-by":"publisher","first-page":"1297","DOI":"10.1007\/s10796-016-9728-9","volume":"20","author":"Y O\u2019Connor","year":"2018","unstructured":"O\u2019Connor Y, O\u2019Reilly P. Examining the infusion of mobile technology by healthcare practitioners in a hospital setting. Inf Syst Front. 2018;20(6):1297\u2013317.","journal-title":"Inf Syst Front"},{"issue":"2","key":"1049_CR19","doi-asserted-by":"publisher","first-page":"213","DOI":"10.2307\/249689","volume":"19","author":"DL Goodhue","year":"1995","unstructured":"Goodhue DL, Thompson RL. Task-technology fit and individual performance. MIS Q. 1995;19(2):213\u201336.","journal-title":"MIS Q"},{"issue":"3","key":"1049_CR20","doi-asserted-by":"publisher","first-page":"597","DOI":"10.25300\/MISQ\/2016\/40.3.04","volume":"40","author":"CI Serrano","year":"2016","unstructured":"Serrano CI, Karahanna E. The compensatory interaction between user Capabiities and technology capabilities in influencing task performance: an empirical assessment in telemedicine consultations. MIS Q. 2016;40(3):597\u2013621.","journal-title":"MIS Q"},{"issue":"7-8","key":"1049_CR21","doi-asserted-by":"publisher","first-page":"444","DOI":"10.1080\/03091902.2016.1213901","volume":"40","author":"Phillip Sundin","year":"2016","unstructured":"Sundin P, Callan J, Mehta K. Why do entrepreneurial mHealth ventures in the developing world fail to scale? J Med Eng Technol. 2016;40(7-8):1\u201314.","journal-title":"Journal of Medical Engineering & Technology"},{"issue":"0","key":"1049_CR22","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1016\/j.dss.2014.06.001","volume":"66","author":"U Varshney","year":"2014","unstructured":"Varshney U. Mobile health: four emerging themes of research. Decis Support Syst. 2014;66(0):20\u201335.","journal-title":"Decis Support Syst"},{"issue":"6","key":"1049_CR23","first-page":"377","volume":"17","author":"H Sun","year":"2016","unstructured":"Sun H, Fang Y, Zou HM. Choosing a fit technology: understanding mindfulness in technology adoption and continuance. J Assoc Inf Syst. 2016;17(6):377.","journal-title":"J Assoc Inf Syst"},{"key":"1049_CR24","volume-title":"Health policy and technology","author":"S Bhuyan","year":"2017","unstructured":"Bhuyan S, Kim H, Isehunwa OO, Kumar N, Bhatt J, Wyant DK, et al. Privacy and security issues in mobile health: current research and future directions. In: Health policy and technology; 2017."},{"issue":"1","key":"1049_CR25","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1186\/1472-6947-12-109","volume":"12","author":"JD Restuccia","year":"2012","unstructured":"Restuccia JD, Cohen AB, Horwitt JN, Shwartz M. Hospital implementation of health information technology and quality of care: are they related? BMC Med Inform Decis Mak. 2012;12(1):109.","journal-title":"BMC Med Inform Decis Mak"},{"key":"1049_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.is.2017.04.001","volume":"69","author":"SJ Miah","year":"2017","unstructured":"Miah SJ, Gammack J, Hasan N. Extending the framework for Mobile health information systems research: a content analysis. Inf Syst. 2017;69:1\u201324.","journal-title":"Inf Syst"},{"issue":"2","key":"1049_CR27","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.anai.2016.01.012","volume":"117","author":"VE Cook","year":"2016","unstructured":"Cook VE, Ellis AK, Hildebrand KJ. Mobile health applications in clinical practice: pearls, pitfalls, and key considerations. Ann Allergy Asthma Immunol. 2016;117(2):143\u20139.","journal-title":"Ann Allergy Asthma Immunol"},{"key":"1049_CR28","first-page":"75","volume":"SUPPL","author":"A Donabedian","year":"1987","unstructured":"Donabedian A. Commentary on some studies of the quality of care. Health Care Financ Rev. 1987;SUPPL:75\u201385.","journal-title":"Health Care Financ Rev"},{"issue":"9","key":"1049_CR29","doi-asserted-by":"publisher","first-page":"665","DOI":"10.7326\/0003-4819-144-9-200605020-00010","volume":"144","author":"JT Chang","year":"2006","unstructured":"Chang JT, Hays RD, Shekelle PG, MacLean CH, Solomon DH, Reuben DB, et al. Patients' global ratings of their health care are not associated with the technical quality of their care. Ann Intern Med. 2006;144(9):665\u201372.","journal-title":"Ann Intern Med"},{"issue":"5","key":"1049_CR30","doi-asserted-by":"publisher","first-page":"368","DOI":"10.2471\/BLT.16.179309","volume":"95","author":"J Hanefeld","year":"2017","unstructured":"Hanefeld J, Powell-Jackson T, Balabanova D. Understanding and measuring quality of care: dealing with complexity. Bull World Health Organ. 2017;95(5):368.","journal-title":"Bull World Health Organ"},{"key":"1049_CR31","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780195063585.001.0001","volume-title":"The corporation of the 1990s. Information technology and organizational transformation","author":"MS Scott Morton","year":"1991","unstructured":"Scott Morton MS. The corporation of the 1990s. Information technology and organizational transformation; 1991."},{"issue":"4","key":"1049_CR32","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1080\/07421222.2000.11518271","volume":"16","author":"AT Chatfield","year":"2000","unstructured":"Chatfield AT, Yetton P. Strategic payoff from EDI as a function of EDI embeddedness. J Manag Inf Syst. 2000;16(4):195\u2013224.","journal-title":"J Manag Inf Syst"},{"issue":"2","key":"1049_CR33","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1057\/ejis.1996.15","volume":"5","author":"M Bensaou","year":"1996","unstructured":"Bensaou M, Venkatraman N. Inter-organizational relationships and information technology: a conceptual synthesis and a research framework. Eur J Inf Syst. 1996;5(2):84\u201391.","journal-title":"Eur J Inf Syst"},{"issue":"1","key":"1049_CR34","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1186\/1748-5908-7-122","volume":"7","author":"D Doran","year":"2012","unstructured":"Doran D, Haynes BR, Estabrooks CA, Kushniruk A, Dubrowski A, Bajnok I, et al. The role of organizational context and individual nurse characteristics in explaining variation in use of information technologies in evidence based practice. Implement Sci. 2012;7(1):122.","journal-title":"Implement Sci"},{"issue":"3","key":"1049_CR35","doi-asserted-by":"publisher","first-page":"167","DOI":"10.17705\/1thci.00071","volume":"7","author":"M Chiasson","year":"2015","unstructured":"Chiasson M, Kelley H, Downey A. Understanding task-performance chain feed-forward and feedback relationships in E-health. AIS Transact Human-Comput Interact. 2015;7(3):167\u201390.","journal-title":"AIS Transact Human-Comput Interact"},{"key":"1049_CR36","doi-asserted-by":"crossref","unstructured":"Furneaux B. Task-technology fit theory: a survey and synopsis of the literature. In: Dwivedi Y., Wade M., Schneberger S. (eds) Information Systems Theory. Integrated Series in Information Systems, vol 28. New York: Springer; 2012.","DOI":"10.1007\/978-1-4419-6108-2_5"},{"issue":"01","key":"1049_CR37","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1055\/s-0039-1678551","volume":"10","author":"A Kutney-Lee","year":"2019","unstructured":"Kutney-Lee A, Sloane DM, Bowles KH, Burns LR, Aiken LH. Electronic health record adoption and nurse reports of usability and quality of care: the role of work environment. Appl Clin Inform. 2019;10(01):129\u201339.","journal-title":"Appl Clin Inform"},{"key":"1049_CR38","unstructured":"Abraham D. A grounded theory for the impacts of ubiquitous information systems (IS) access on task performance. Austin: Austin Mobility Roundtable; 2004."},{"key":"1049_CR39","volume-title":"The value and impact of mobile information and communication technologies","author":"RC Basole","year":"2004","unstructured":"Basole RC. The value and impact of mobile information and communication technologies. Atlanta: Proceedings of the 2004 International Federation of Automatic Control Symposium; 2004; 2004."},{"issue":"5","key":"1049_CR40","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1097\/NCN.0b013e31823eb82c","volume":"30","author":"J-L Hsiao","year":"2012","unstructured":"Hsiao J-L, Chen R-F. An investigation on task-technology fit of Mobile nursing information Systems for Nursing Performance. Comput Inform Nurs. 2012;30(5):265\u201373.","journal-title":"Comput Inform Nurs"},{"issue":"6","key":"1049_CR41","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1108\/14637150710834596","volume":"13","author":"M Rossi","year":"2007","unstructured":"Rossi M, Tuunainen VK, Pesonen M. Mobile technology in field customer service: big improvements with small changes. Bus Process Manag J. 2007;13(6):853\u201365.","journal-title":"Bus Process Manag J"},{"key":"1049_CR42","unstructured":"Kim H-W, Chan HC, Lee S-H. A user commitment approach to information systems infusion: PACIS 2012 Proceedings; 2012. Paper 101. Ho Chi Minh City, Vietnam."},{"issue":"3","key":"1049_CR43","doi-asserted-by":"publisher","first-page":"831","DOI":"10.25300\/MISQ\/2018\/11881","volume":"42","author":"JB Thatcher","year":"2018","unstructured":"Thatcher JB, Wright RT, Sun H, Zagenczyk TJ, Klein R. Mindfulness in information technology use: definitions, distinctions, and a new measure. MIS Q. 2018;42(3):831\u201347.","journal-title":"MIS Q"},{"key":"1049_CR44","first-page":"130","volume-title":"PACIS 2011 proceedings","author":"E McLean","year":"2011","unstructured":"McLean E, Sedera D, Tan F. Reconceptualizing system use for contemporary information systems. In: PACIS 2011 proceedings; 2011. p. 130."},{"key":"1049_CR45","unstructured":"Oakley R, Palvia P. A study of the impact of Mobile self-efficacy and emotional attachment on Mobile device infusion. Seattle: AMCIS 2012; 2012. Paper 15."},{"issue":"1","key":"1049_CR46","first-page":"Article 3","volume":"4","author":"M Limayem","year":"2003","unstructured":"Limayem M, Hirt SG. Force of habit and information systems usage: theory and initial validation. J Assoc Inf Syst. 2003;4(1):Article 3.","journal-title":"J Assoc Inf Syst"},{"issue":"6","key":"1049_CR47","doi-asserted-by":"publisher","first-page":"792","DOI":"10.1197\/jamia.M3215","volume":"16","author":"M Prgomet","year":"2009","unstructured":"Prgomet M, Georgiou A, Westbrook JI. The impact of mobile handheld technology on hospital physicians' work practices and patient care: a systematic review. J Am Med Inform Assoc. 2009;16(6):792\u2013801.","journal-title":"J Am Med Inform Assoc"},{"issue":"6","key":"1049_CR48","doi-asserted-by":"publisher","first-page":"318","DOI":"10.1136\/ejhpharm-2017-001483","volume":"26","author":"H Bell","year":"2019","unstructured":"Bell H, Garfield S, Khosla S, Patel C, Franklin BD. Mixed methods study of medication-related decision support alerts experienced during electronic prescribing for inpatients at an English hospital. Eur J Hosp Pharm. 2019;26(6):318\u201322.","journal-title":"Eur J Hosp Pharm"},{"key":"1049_CR49","doi-asserted-by":"crossref","unstructured":"Mans R, van der Aalst W, Russell N, Bakker P. Implementation of a healthcare process in four different workflow systems. Technical report. Eindhoven: Technische Universiteit Eindhoven; 2009.","DOI":"10.1007\/978-3-642-03121-2_21"},{"key":"1049_CR50","first-page":"Paper 69","volume-title":"ECIS 2004 proceedings","author":"S Han","year":"2004","unstructured":"Han S, Harkke V, Mustonen P, Seppanen M, Kallio M. Mobilizing medical information and knowledge: some insights from a survey. In: ECIS 2004 proceedings; 2004. p. Paper 69."},{"issue":"3","key":"1049_CR51","doi-asserted-by":"publisher","first-page":"483","DOI":"10.2307\/25148853","volume":"32","author":"V Venkatesh","year":"2008","unstructured":"Venkatesh V, Brown SA, Maruping LM, Bala H. Predicting different conceptualizations of system use: the competing roles of behavioral intention, facilitating conditions, and behavioral expectation. MIS Q. 2008;32(3):483\u2013502.","journal-title":"MIS Q"},{"issue":"2","key":"1049_CR52","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1287\/isre.13.2.168.84","volume":"13","author":"R Agarwal","year":"2002","unstructured":"Agarwal R, Venkatesh V. Assessing a firm\u2019s web presence: a heuristic evaluation procedure for the measurement of usability. Inf Syst Res. 2002;13(2):168\u201386.","journal-title":"Inf Syst Res"},{"issue":"2","key":"1049_CR53","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1287\/mnsc.36.2.123","volume":"36","author":"RB Cooper","year":"1990","unstructured":"Cooper RB, Zmud RW. Information technology implementation research: a technological diffusion approach. Manag Sci. 1990;36(2):123\u201339.","journal-title":"Manag Sci"},{"issue":"4","key":"1049_CR54","doi-asserted-by":"publisher","first-page":"657","DOI":"10.2307\/30036552","volume":"27","author":"W Lewis","year":"2003","unstructured":"Lewis W, Agarwal R, Sambamurthy V. Sources of influence on beliefs about information technology use: an empirical study of knowledge workers. MIS Q. 2003;27(4):657\u201378.","journal-title":"MIS Q"},{"key":"1049_CR55","doi-asserted-by":"publisher","first-page":"103342","DOI":"10.1016\/j.csi.2019.04.001","volume":"66","author":"Min-Fang Tsai","year":"2019","unstructured":"Tsai M-F, Hung S-Y, Yu W-J, Chen C, Yen DC. Understanding physicians\u2019 adoption of electronic medical records: healthcare technology self-efficacy, service level and risk perspectives. Comput Stand Interfaces. 2019;66(103342).","journal-title":"Computer Standards & Interfaces"},{"issue":"2","key":"1049_CR56","doi-asserted-by":"publisher","first-page":"189","DOI":"10.2307\/249688","volume":"19","author":"DR Compeau","year":"1995","unstructured":"Compeau DR, Higgins CA. Computer self-efficacy: development of a measure and initial test. MIS Q. 1995;19(2):189\u2013211.","journal-title":"MIS Q"},{"key":"1049_CR57","first-page":"Paper 125","volume-title":"Extending feature usage: a study of the post-adoption of electronic medical records CIS 2011 proceedings","author":"N Shaw","year":"2011","unstructured":"Shaw N, Manwani S. Extending feature usage: a study of the post-adoption of electronic medical records CIS 2011 proceedings; 2011. p. Paper 125."},{"issue":"2","key":"1049_CR58","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1037\/0033-295X.84.2.191","volume":"84","author":"A Bandura","year":"1977","unstructured":"Bandura A. Self-efficacy: toward a unifying theory of behavioral change. Psychol Rev. 1977;84(2):191\u2013215.","journal-title":"Psychol Rev"},{"issue":"2","key":"1049_CR59","doi-asserted-by":"publisher","first-page":"240","DOI":"10.1037\/0033-2909.124.2.240","volume":"124","author":"AD Stajkovic","year":"1988","unstructured":"Stajkovic AD, Luthans F. Self-efficacy and work-related performance: a meta-analysis. Psychol Bull. 1988;124(2):240\u201361.","journal-title":"Psychol Bull"},{"issue":"1","key":"1049_CR60","first-page":"105","volume":"9","author":"R Vannatta","year":"2001","unstructured":"Vannatta R, Beyerbach B, Walsh C. From teaching technology to using technology to enhance student learning: preservice teachers\u2019 changing perceptions of technology infusion. J Technol Teach Educ. 2001;9(1):105\u201327.","journal-title":"J Technol Teach Educ"},{"key":"1049_CR61","first-page":"432","volume-title":"Americas conference on information systems Paper","author":"D Pongpattrachai","year":"2009","unstructured":"Pongpattrachai D, Cragg P, Fisher R. Spreadsheet infusion in small audit firms in Thailand. In: Americas conference on information systems Paper; 2009. p. 432."},{"issue":"1","key":"1049_CR62","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1037\/1089-2680.7.1.84","volume":"7","author":"JL Pierce","year":"2003","unstructured":"Pierce JL, Kostova T, Dirks KT. The state of psychological ownership: integrating and extending a century of research. Rev Gen Psychol. 2003;7(1):84\u2013107.","journal-title":"Rev Gen Psychol"},{"issue":"5","key":"1049_CR63","doi-asserted-by":"publisher","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","volume":"88","author":"PM Podsakoff","year":"2003","unstructured":"Podsakoff PM, MacKenzie SB, Lee J-Y, Podsakoff NP. Common method biases in behavioral research: a critical review of the literature and recommended remedies. J Appl Psychol. 2003;88(5):879.","journal-title":"J Appl Psychol"},{"issue":"1","key":"1049_CR64","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1186\/s12874-015-0016-z","volume":"15","author":"CT Cunningham","year":"2015","unstructured":"Cunningham CT, Quan H, Hemmelgarn B, Noseworthy T, Beck CA, Dixon E, et al. Exploring physician specialist response rates to web-based surveys. BMC Med Res Methodol. 2015;15(1):32.","journal-title":"BMC Med Res Methodol"},{"issue":"1","key":"1049_CR65","doi-asserted-by":"publisher","first-page":"555","DOI":"10.1007\/s00500-019-03972-x","volume":"24","author":"Samaher Al-Janabi","year":"2019","unstructured":"Al-Janabi S, Alkaim AF. A nifty collaborative analysis to predicting a novel tool (DRFLLS) for missing values estimation. Soft Comput. 2019;24:555\u201369.","journal-title":"Soft Computing"},{"key":"1049_CR66","volume-title":"Statistical power analysis for the behavioral sciences ed","author":"J Cohen","year":"1988","unstructured":"Cohen J. Statistical power analysis for the behavioral sciences ed. Hillsdale: Lawrence Erlbaum Associates, NJ; 1988."},{"issue":"1","key":"1049_CR67","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1016\/j.csda.2004.03.005","volume":"48","author":"M Tenenhaus","year":"2005","unstructured":"Tenenhaus M, Vinzi VE, Chatelin YM, Lauro C. PLS path modeling. Comput Stat Data Anal. 2005;48(1):159\u2013205.","journal-title":"Comput Stat Data Anal"},{"issue":"4","key":"1049_CR68","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1111\/j.1467-8551.2006.00500.x","volume":"17","author":"A Diamantopoulos","year":"2006","unstructured":"Diamantopoulos A, Siguaw JA. Formative versus reflective indicators in organizational measure development: a comparison and empirical illustration. Br J Manag. 2006;17(4):263\u201382.","journal-title":"Br J Manag"},{"issue":"4","key":"1049_CR69","doi-asserted-by":"publisher","first-page":"440","DOI":"10.1177\/002224378201900406","volume":"19","author":"C Fornell","year":"1982","unstructured":"Fornell C, Bookstein FL. Two structural equation models: LISREL and PLS applied to consumer exit-voice theory. J Market Res. 1982;19(4):440\u201352.","journal-title":"J Market Res"},{"issue":"2009","key":"1049_CR70","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. The use of partial least squares path modeling in international marketing. Adv Int Mark. 2009;20(2009):277\u2013319.","journal-title":"Adv Int Mark"},{"key":"1049_CR71","unstructured":"Andreev P, Heart T, Maoz H, Pliskin N. Validating formative partial least squares (PLS) models: methodological review and empirical illustration. Phoenix: ICIS 2009 Proceedings; 2009. p. 193."},{"key":"1049_CR72","unstructured":"Chatelin YM, Vinzi VE, Tenenhaus M. State-of-art on PLS path modeling through the available software. In: Les cahiers de Recherche. Paris: Groupe HEC; 2002. p. 764."},{"issue":"7","key":"1049_CR73","first-page":"1","volume":"4","author":"D Gefen","year":"2000","unstructured":"Gefen D, Straub DW, Boudreau M-C. Structural equation modeling and regression: guidelines for research and practice. CAIS. 2000;4(7):1\u201370.","journal-title":"CAIS."},{"key":"1049_CR74","first-page":"295","volume-title":"Modern methods for business research Mahwah","author":"WW Chin","year":"1998","unstructured":"Chin WW. The partial least squares approach to structural equation modeling. In: G.E M, editor. Modern methods for business research Mahwah. New Jersey: Lawrence Erlbaum Associates; 1998. p. 295\u2013336."},{"key":"1049_CR75","volume-title":"A primer on partial least squares structural equation modeling (PLS-SEM): sage publications","author":"JF Hair Jr","year":"2016","unstructured":"Hair JF Jr, Hult GTM, Ringle C, Sarstedt M. A primer on partial least squares structural equation modeling (PLS-SEM): sage publications; 2016."},{"issue":"5","key":"1049_CR76","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/j.lrp.2012.10.001","volume":"45","author":"J-M Becker","year":"2012","unstructured":"Becker J-M, Klein K, Wetzels M. Hierarchical latent variable models in PLS-SEM: guidelines for using reflective-formative type models. Long Range Plann. 2012;45(5):359\u201394.","journal-title":"Long Range Plann"},{"issue":"01","key":"1049_CR77","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1055\/s-0038-1632396","volume":"9","author":"SB Ali","year":"2018","unstructured":"Ali SB, Romero J, Morrison K, Hafeez B, Ancker JS. Focus section health IT usability: applying a task-technology fit model to adapt an electronic patient portal for patient work. Appl Clin Inform. 2018;9(01):174\u201384.","journal-title":"Appl Clin Inform"},{"key":"1049_CR78","first-page":"143","volume-title":"AMCIS 2002 proceedings","author":"M Dishaw","year":"2002","unstructured":"Dishaw M, Strong D, Bandy DB. Extending the task-technology fit model with self-efficacy constructs. In: AMCIS 2002 proceedings; 2002. p. 143."},{"issue":"6","key":"1049_CR79","doi-asserted-by":"publisher","first-page":"410","DOI":"10.1016\/j.im.2008.06.004","volume":"45","author":"T-C Lin","year":"2008","unstructured":"Lin T-C, Huang C-C. Understanding knowledge management system usage antecedents: an integration of social cognitive theory and task technology fit. Inf Manage. 2008;45(6):410\u20137.","journal-title":"Inf Manage"},{"issue":"1","key":"1049_CR80","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1093\/jamia\/ocv052","volume":"23","author":"M-P Gagnon","year":"2015","unstructured":"Gagnon M-P, Ngangue P, Payne-Gagnon J, Desmartis M. M-health adoption by healthcare professionals: a systematic review. J Am Med Inform Assoc. 2015;23(1):212\u201320.","journal-title":"J Am Med Inform Assoc"},{"issue":"1","key":"1049_CR81","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1186\/1741-7015-8-63","volume":"8","author":"E Murray","year":"2010","unstructured":"Murray E, Treweek S, Pope C, MacFarlane A, Ballini L, Dowrick C, et al. Normalisation process theory: a framework for developing, evaluating and implementing complex interventions. BMC Med. 2010;8(1):63.","journal-title":"BMC Med"},{"key":"1049_CR82","unstructured":"Beaudry A, Pinsonneault A. Advancing the theory of infusion: an appropriation model of the infusion process. Paris: Cahier du GreSI M, Canada; 1999."},{"issue":"6","key":"1049_CR83","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1016\/0305-0483(95)00035-6","volume":"23","author":"M Igbaria","year":"1995","unstructured":"Igbaria M, Iivari J. The effects of self-efficacy on computer usage. Omega. 1995;23(6):587\u2013605.","journal-title":"Omega."},{"key":"1049_CR84","doi-asserted-by":"publisher","first-page":"665","DOI":"10.2307\/3250951","volume":"24","author":"R Agarwal","year":"2000","unstructured":"Agarwal R, Karahanna E. Time flies when you're having fun: cognitive absorption and beliefs about information technology usage. MIS Q. 2000;24:665\u201394.","journal-title":"MIS Q"},{"key":"1049_CR85","first-page":"25","volume-title":"Proceedings of the 2006 ACM SIGMIS CPR conference on computer personnel research: forty four years of computer personnel research: achievements, challenges and the future","author":"V Jain","year":"2006","unstructured":"Jain V, Kanungo S. IS-enabled performance improvement at the individual level: evidence of complementarity. In: Proceedings of the 2006 ACM SIGMIS CPR conference on computer personnel research: forty four years of computer personnel research: achievements, challenges and the future. Claremont. 1125181: ACM; 2006. p. 25\u201333."},{"issue":"2","key":"1049_CR86","doi-asserted-by":"publisher","first-page":"453","DOI":"10.2307\/41703463","volume":"36","author":"H Sun","year":"2012","unstructured":"Sun H. Understanding user revisions when using information system features: adaptive system use and triggers. MIS Q. 2012;36(2):453\u201378.","journal-title":"MIS Q"},{"issue":"1","key":"1049_CR87","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1111\/j.1471-1842.2006.00621.x","volume":"23","author":"C Honeybourne","year":"2006","unstructured":"Honeybourne C, Sutton S, Ward L. Knowledge in the palm of your hands: PDAs in the clinical setting. Health Info Libr J. 2006;23(1):51\u20139.","journal-title":"Health Info Libr J"},{"issue":"2\u20133","key":"1049_CR88","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1145\/1161345.1161358","volume":"37","author":"DM Strong","year":"2006","unstructured":"Strong DM, Dishaw MT, Bandy DB. Extending task technology fit with computer self-efficacy. ACM SIGMIS Database. 2006;37(2\u20133):96\u2013107.","journal-title":"ACM SIGMIS Database"},{"key":"1049_CR89","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.dss.2014.03.005","volume":"62","author":"U Varshney","year":"2014","unstructured":"Varshney U. A model for improving quality of decisions in mobile health. Decis Support Syst. 2014;62:66\u201377.","journal-title":"Decis Support Syst"},{"issue":"3","key":"1049_CR90","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1057\/palgrave.ejis.3000619","volume":"15","author":"RL Wakefield","year":"2006","unstructured":"Wakefield RL, Whitten D. Mobile computing: a user study on hedonic\/utilitarian mobile device usage. Eur J Inf Syst. 2006;15(3):292\u2013300.","journal-title":"Eur J Inf Syst"}],"container-title":["BMC Medical Informatics and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s12911-020-1049-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s12911-020-1049-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s12911-020-1049-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T05:39:03Z","timestamp":1722490743000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedinformdecismak.biomedcentral.com\/articles\/10.1186\/s12911-020-1049-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,2,27]]},"references-count":90,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2020,12]]}},"alternative-id":["1049"],"URL":"https:\/\/doi.org\/10.1186\/s12911-020-1049-8","relation":{},"ISSN":["1472-6947"],"issn-type":[{"value":"1472-6947","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,2,27]]},"assertion":[{"value":"15 October 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 February 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 February 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"This study was reviewed by the research ethics board at the Ottawa Hospital, Canada. Organizational level written consent (by email) was provided for this study.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable; no identifying information on any individual\u2019s data is presented in this manuscript.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare that they have no competing interests.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"41"}}