{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T17:33:54Z","timestamp":1776706434265,"version":"3.51.2"},"reference-count":118,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2021,1,24]],"date-time":"2021-01-24T00:00:00Z","timestamp":1611446400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>Around the world, the adoption of digital health applications is growing very fast. The use of e-health laboratory systems is increasing while research on the factors that impact users to use e-health laboratory systems in Indonesia has not been done much. The objective of this study is to analyze the behavioral factors of e-health laboratory users. This study includes a survey conducted on Indonesian users, and data analysis was carried out thoroughly. Based on the Technology Acceptance Model, this research framework explores a combination of variables consisting of task-driven, technology-driven, human-driven, and adoption variables to form the model proposed in this study. This model was verified using the Structural Equation Modeling (SEM) method for factor analysis, path analysis, and regression. A total of 163 respondents were collected to evaluate this research model empirically and the level of this study were individuals. These three problems are all essential in affecting usage intentions in adopting an e-health laboratory system. Specifically, task technology fit, information quality, and accessibility show a direct effect on both perceived usefulness and perceived ease of use factors perceived by the user, and have an indirect influence on the adoption of an e-health laboratory system through these two factors. The design of an online laboratory system affects perceived ease of use and personal innovativeness factors affect the perceived usefulness that users feel when adopting a laboratory system, while task technology fit and personal innovativeness factors do not affect the perceived ease of use. However, overall technology characteristic and perceived usefulness followed by design are the main predictors of adopting an e-health laboratory system on e-health systems in Indonesia.<\/jats:p>","DOI":"10.3390\/fi13020026","type":"journal-article","created":{"date-parts":[[2021,1,25]],"date-time":"2021-01-25T02:07:00Z","timestamp":1611540420000},"page":"26","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["Integrative Factors of E-Health Laboratory Adoption: A Case of Indonesia"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5072-853X","authenticated-orcid":false,"given":"Dwiza","family":"Riana","sequence":"first","affiliation":[{"name":"Magister of Computer Science, Sekolah Tinggi Manajemen Informatika dan Komputer Nusa Mandiri (STMIK Nusa Mandiri), Jakarta Timur 13620, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Achmad Nizar","family":"Hidayanto","sequence":"additional","affiliation":[{"name":"Faculty of Computer Science, Universitas Indonesia, Depok 16424, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9221-8645","authenticated-orcid":false,"given":"Sri","family":"Hadianti","sequence":"additional","affiliation":[{"name":"Magister of Computer Science, Sekolah Tinggi Manajemen Informatika dan Komputer Nusa Mandiri (STMIK Nusa Mandiri), Jakarta Timur 13620, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Darmawan","family":"Napitupulu","sequence":"additional","affiliation":[{"name":"Research Center for Science, Technology and Innovation Policy and Management, Indonesian Institute of Sciences, Jakarta 12710, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2021,1,24]]},"reference":[{"key":"ref_1","unstructured":"Miniwatts Marketing Group (2019, July 27). Internet Usage Statistics: The Internet Big Picture World Internet Users and 2019 Population Stats. Available online: https:\/\/www.internetworldstats.com\/stats.htm."},{"key":"ref_2","unstructured":"Miniwatts Marketing Group (2019, July 27). Indonesia Inter-Net Usage and Telecommunications Reports. Available online: https:\/\/www.internetworldstats.com\/asia.htm#id."},{"key":"ref_3","unstructured":"APJII (2019, July 27). Hasil Survei Penetrasi dan Perilaku Pengguna Internet Indonesia 2018. Available online: https:\/\/www.apjii.or.id\/content\/read\/39\/410\/Hasil-Survei-Penetrasi-dan-Perilaku-Pengguna-Internet-Indonesia-2018."},{"key":"ref_4","unstructured":"WHO (2019, July 27). Global Diffusion of eHealth-Making Universal Health Coverage Achievable. Available online: https:\/\/apps.who.int\/iris\/bitstream\/handle\/10665\/252529\/9789241511780-eng.pdf?sequence=1#page=31."},{"key":"ref_5","first-page":"48","article-title":"Electronic Health Records: Then, Now and in the Future","volume":"1","author":"Evans","year":"2016","journal-title":"Yearb. Med. Inf."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"7","DOI":"10.4103\/2153-3539.76733","article-title":"\u201cMeaningful use\u201d of electronic health records and its relevance to laboratories and pathologists","volume":"2","author":"Henricks","year":"2011","journal-title":"J. Pathol. Inform."},{"key":"ref_7","unstructured":"Polityka Insight (2019, July 27). Transforming eHealth into a Political and Economic Advantage. Available online: https:\/\/ec.europa.eu\/digital-single-market\/en\/news\/transforming-ehealth-political-and-economic-advantage."},{"key":"ref_8","unstructured":"WHO (2019, July 27). Directory of eHealth Policies. Available online: https:\/\/www.who.int\/goe\/policies\/en\/."},{"key":"ref_9","unstructured":"WHO (2019, August 10). Electronic Health Records: Manual for Developing Countries. Manila: WHO Regional Office for the Western Pacific. Available online: https:\/\/apps.who.int\/iris\/handle\/10665\/207504."},{"key":"ref_10","unstructured":"(2019, July 27). McKinsey, Can eHealth Solve China\u2019s Healthcare Challenges. Available online: https:\/\/www.slideshare.net\/fle864\/20150402-chic-mc-k-e-health-in-china-vf."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Zayyad, M.A., and Toycan, M. (2018). Factors affecting sustainable adoption of e-health technology in developing countries: An exploratory survey of Nigerian hospitals from the perspective of healthcare professionals. PeerJ, e4436.","DOI":"10.7717\/peerj.4436"},{"key":"ref_12","unstructured":"CPC Central Committee State Council (2019, July 27). Healthy China 2030, In Chinese."},{"key":"ref_13","unstructured":"Wong, Y. (2018). The New Chinese e-Health Revolution, Healthcare Bus. Int."},{"key":"ref_14","unstructured":"WHO (2019, July 27). Innovation to Implementation e-Health in the WHO European Region. Available online: http:\/\/www.euro.who.int\/data\/assets\/pdf_file\/0012\/302331\/FromInnovation-to-Implementation-eHealth-Report-EU.pdf."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"90777","DOI":"10.1109\/ACCESS.2019.2924584","article-title":"Socio-Technological Factors Affecting User\u2019s Adoption of eHealth Functionalities: A Case Study of China and Ukraine eHealth Systems","volume":"7","author":"Kutia","year":"2019","journal-title":"IEEE Access"},{"key":"ref_16","unstructured":"(2019, August 10). PesanLab.com, Pesan Tes Lab Online dari Laboratorium Klinik Pilihan Anda. Available online: https:\/\/pesanlab.com\/."},{"key":"ref_17","unstructured":"(2019, August 10). WHO, Primary Health Care: Now More Than Ever. Available online: https:\/\/www.who.int\/whr\/2008\/en\/."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"140","DOI":"10.2174\/1875036201811010140","article-title":"Enhanced Teamwork Communication Model for Electronic Clinical Pathways in Healthcare","volume":"11","author":"Mater","year":"2018","journal-title":"Open Bioinform. J."},{"key":"ref_19","unstructured":"Rodrigues, J.J., Compte, S.S., and De la Torre Diez, I. (2016). e-Health Systems: Theory and Technical Applications, ISTE Press Ltd."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.hlpt.2016.08.002","article-title":"A review of PHR, EMR and EHR integration: A more personalized healthcare and public health policy","volume":"6","author":"Heart","year":"2017","journal-title":"Health Policy Technol."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1093\/intqhc\/mzt057","article-title":"Quality of physical resources of health facilities in Indonesia: A panel study 1993\u20132007","volume":"25","author":"Diana","year":"2013","journal-title":"Int. J. Qual. Health Care"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Wahyuni, R. (2017, January 8\u201310). Explaining acceptance of e-health services: An extension of TAM and Health Belief Model Approach. Proceedings of the 5th International Conference on Information Technology for Cyber and IT Service Management (CITSM 2017), Kota Denpasar, Indonesia.","DOI":"10.1109\/CITSM.2017.8089239"},{"key":"ref_23","first-page":"535","article-title":"Teaching the Right Things and Teaching the Things Right: Professional Development for Mariners","volume":"1","author":"Tan","year":"2019","journal-title":"Educ. Innov. Appl."},{"key":"ref_24","first-page":"95","article-title":"Interactive Instructional Device","volume":"3","author":"Hsu","year":"2019","journal-title":"Children"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"2107","DOI":"10.29333\/ejmste\/86467","article-title":"Designing a system for English evaluation and teaching devices: A PZB and TAM model analysis","volume":"14","author":"Tan","year":"2018","journal-title":"Eurasia J. Math. Sci. Technol. Educ."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Tan, P.J.B. (2019). An empirical study of how the learning attitudes of college students toward English E-Tutoring websites affect site sustainability. Sustainability, 11.","DOI":"10.3390\/su11061748"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1177\/0539018414566670","article-title":"English e-learning in the virtual classroom and the factors that influence ESL (English as a Second Language): Taiwanese citizens\u2019 acceptance and use of the Modular Object-Oriented Dynamic Learning Environment","volume":"54","author":"Tan","year":"2015","journal-title":"Soc. Sci. Inf."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"245","DOI":"10.5958\/0976-5506.2018.00558.2","article-title":"Implementation E-Health System on Use Behavior Customer based on Unified Theory of Acceptance and Use of Technology (Utaut)","volume":"9","author":"Ardian","year":"2018","journal-title":"Indian J. Public Health Res. Dev."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Tan, P.J.B. (2013). Applying the UTAUT to understand factors affecting the use of english e-learning websites in Taiwan. SAGE Open, 3.","DOI":"10.1177\/2158244013503837"},{"key":"ref_30","unstructured":"Pinem, A.A., Sandhyaduhita, P., and Hidayanto, A.N. (2015, January 27\u201329). Barriers for Integration between Hospitals and the Ministry of Health in Indonesia. Proceedings of the MakeLearn and TIIM Joint International Conference, Bari, Italy."},{"key":"ref_31","first-page":"71","article-title":"Metode Hot Fit untuk Mengukur Tingkat Kesiapan SIM RS dalam Mendukung Implementasi E-Health","volume":"7","author":"Wahyuni","year":"2019","journal-title":"J. Manaj. Inf. Kesehat. Indones."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"48","DOI":"10.4018\/IJEHMC.2016100103","article-title":"Hospital Service Quality from Patients Perspective: A Case of Indonesia","volume":"7","author":"Sandhyaduhita","year":"2016","journal-title":"Int. J. E-Health  Med. Commun. (IJEHMC)"},{"key":"ref_33","first-page":"4","article-title":"Exploring online experimentation","volume":"9","author":"Restivo","year":"2013","journal-title":"Int. J. Online Eng."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"23","DOI":"10.3991\/ijoe.v9iS8.3370","article-title":"Remote laboratory portal for robotic and embedded system experiments","volume":"9","author":"Sell","year":"2013","journal-title":"Int. J. Online Eng."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Titov, I., and Titov, E. (2013, January 18\u201320). Labicom.net\u2014Putting your laboratory online in less than five minutes with WebPager tool: Automatic generation and real-time control of a LabVIEW based laboratory server from pluginless HTML page. Proceedings of the 2nd Experiment International Conference, Coimbra, Portugal.","DOI":"10.1109\/ExpAt.2013.6703063"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"16","DOI":"10.3991\/ijoe.v5s2.1090","article-title":"Portuguese Universities Sharing Remote Laboratories","volume":"5","author":"Restivo","year":"2009","journal-title":"Int. J. Online Eng."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"2473","DOI":"10.1109\/TII.2017.2769883","article-title":"HTML5-Based 3-D Online Control Laboratory With Virtual Interactive Wiring Practice","volume":"14","author":"Lei","year":"2018","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_38","unstructured":"Veteran, L.P. (2019, August 10). Home: Layanan Laboratorium Patologi Veteran. Available online: http:\/\/lab.dwiza.web.id\/."},{"key":"ref_39","unstructured":"Cayalab.co.id (2020, August 10). Home: Caya Laboratorium Klinik. Available online: http:\/\/cayalab.co.id\/."},{"key":"ref_40","unstructured":"(2019, August 10). WHO, Medical Records Manual: A Guide for Developing Countries. Available online: https:\/\/apps.who.int\/iris\/handle\/10665\/208125."},{"key":"ref_41","unstructured":"Goldfarb, N.I. (2019, August 10). Assessing Quality of Primary Care through Medical Record Review: Lessons and Opportunities. Available online: http:\/\/jdc.jefferson.edu\/cgi\/viewcontent.cgi?article=1145andcontext=hpn."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"141","DOI":"10.4258\/hir.2019.25.3.141","article-title":"Narrative review for exploring barriers to readiness of electronic health record implementation in primary health care","volume":"25","author":"Afrizal","year":"2019","journal-title":"Healthc. Inform. Res."},{"key":"ref_43","first-page":"213","article-title":"Task-Technology Fit and Individual Performance","volume":"19","author":"Goodhue","year":"2014","journal-title":"JSTOR"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1016\/j.im.2008.06.004","article-title":"Understanding knowledge management system usage antecedents: An integration of social cognitive theory and task technology fit","volume":"45","author":"Lin","year":"2008","journal-title":"Inf. Manag."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1016\/j.ijhcs.2012.01.006","article-title":"Perceived fit and satisfaction on web learning performance: IS continuance intention and task-technology fit perspectives","volume":"70","author":"Lin","year":"2012","journal-title":"J. Hum. Comput. Stud."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"906","DOI":"10.1016\/j.chb.2010.02.005","article-title":"Computers in Human Behavior Determinants of users\u2019 intention to adopt wireless technology: An empirical study by integrating TTF with TAM","volume":"26","author":"Yen","year":"2010","journal-title":"Comput. Hum. Behav."},{"key":"ref_47","unstructured":"Taylor, P., Kuo, R., and Lee, G. (2011). Technology Knowledge management system adoption: Exploring the effects of empowering leadership, task-technology fit and compatibility. Behav. Inf., 37\u201341."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1002\/asi.22757","article-title":"Application of the task-technology fit model to structure and evaluate the adoption of E-books by academics","volume":"64","author":"Wilson","year":"2013","journal-title":"J. Am. Soc. Inf. Sci. Technol."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"778","DOI":"10.1016\/j.chb.2009.02.006","article-title":"Computers in Human Behavior The role of task-technology fit as users\u2019 motivation to continue information system use","volume":"25","author":"Larsen","year":"2009","journal-title":"Comput. Hum. Behav."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"496","DOI":"10.1016\/j.compedu.2008.10.002","article-title":"A task\u2014Technology fit view of learning management system impact","volume":"52","author":"Mcgill","year":"2009","journal-title":"Comput. Educ."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"760","DOI":"10.1016\/j.chb.2010.01.013","article-title":"Computers in Human Behavior Integrating TTF and UTAUT to explain mobile banking user adoption","volume":"26","author":"Zhou","year":"2010","journal-title":"Comput. Hum. Behav."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"791","DOI":"10.1016\/j.ijinfomgt.2013.05.007","article-title":"Investigating use continuance of data mining tools","volume":"33","author":"Huang","year":"2013","journal-title":"Int. J. Inf. Manag."},{"key":"ref_53","unstructured":"Shannon, C.E., and Weaver, W. (1949). A Mathematical Model of Communication, University of Illinois Press."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1016\/0378-7206(78)90028-9","article-title":"Measuring Information Output: A Comunication System Approach","volume":"1","author":"Masen","year":"1978","journal-title":"Inf. Manag."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"173","DOI":"10.2307\/249687","article-title":"Service quality: A measure of information systems effectiveness","volume":"19","author":"Pitt","year":"1995","journal-title":"MIS Q. Manag. Inf. Syst."},{"key":"ref_56","first-page":"37","article-title":"Information Systems Success: The Quest for the Independent Variables","volume":"29","author":"Petter","year":"2013","journal-title":"J. Manag. Inf."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Dinev, T., Albano, V., Xu, H., D\u2019Atri, A., and Hart, P. (2016). Individuals\u2019 Attitudes towards Electronic Health Records: A Privacy Calculus Perspective. Advances in Healthcare Informatics and Analytics, Springer.","DOI":"10.1007\/978-3-319-23294-2_2"},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Delone, W.H., and McLean, E.R. (2016). Information Systems Success Measurement, Foundations and Trends\u00ae in Information Systems 2.1.","DOI":"10.1561\/2900000005"},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Schaupp, L.C., Fan, W., and Belanger, F. (2006, January 4\u20137). Determining Success for Different Website Goals. Proceedings of the 39th Annual Hawaii International Conference on System Sciences (HICSS\u201906), Kauai, HI, USA.","DOI":"10.1109\/HICSS.2006.122"},{"key":"ref_60","unstructured":"Velasquez, N.F. (2009, January 5\u20138). Studying Knowledge Management System Success in System Administration. Proceedings of the 42nd Hawaii International Conference on System Sciences, Big Island, HI, USA."},{"key":"ref_61","first-page":"75","article-title":"Predictors of E-Learning Satisfaction in Teaching and Learning for School Teachers: A Literature Review","volume":"8","author":"Cheok","year":"2015","journal-title":"Int. J. Instr."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"817","DOI":"10.1089\/cpb.2007.9948","article-title":"Measuring Online Learning Systems Success: Applying the Updated DeLone and McLean Model","volume":"10","author":"Lin","year":"2007","journal-title":"CyberPsychol. Behav."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1016\/j.jsis.2010.06.002","article-title":"An empirical investigation of employee portal success","volume":"19","author":"Urbach","year":"2010","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.im.2011.09.007","article-title":"A comprehensive study of the relationship between enterprise resource planning selection criteria and enterprise resource planning system success","volume":"49","author":"Tsai","year":"2012","journal-title":"Inf. Manag."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Maillet, \u00c9., Mathieu, L., and Sicotte, C. (2014). Modeling factors explaining the acceptance, actual use and satisfaction of nurses using an Electronic Patient Record in acute care settings: An extension of the UTAUT. Int. J. Med. Inform., 1\u201312.","DOI":"10.1016\/j.ijmedinf.2014.09.004"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1016\/j.chb.2014.03.065","article-title":"Computers in Human Behavior Determinants of repurchase intention in online group-buying: The perspectives of DeLone & McLean IS success model and trust","volume":"36","author":"Hsu","year":"2014","journal-title":"Comput. Hum. Behav."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1085","DOI":"10.1016\/j.dss.2012.10.034","article-title":"An empirical examination of continuance intention of mobile payment service","volume":"54","author":"Zhou","year":"2013","journal-title":"Decis. Support System."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"940","DOI":"10.1016\/j.ijmedinf.2013.05.010","article-title":"Evaluation of a comprehensive EHR based on the DeLone and McLean model for IS success: Approach, results and success factors","volume":"82","author":"Bossen","year":"2013","journal-title":"Int. J. Med. Inform."},{"key":"ref_69","first-page":"85","article-title":"Professional Students\u2019 Technology Readiness, Prior Computing Experience and Acceptance of an E-Learning System","volume":"6","author":"Ling","year":"2007","journal-title":"Malays. Acc. Rev."},{"key":"ref_70","first-page":"10","article-title":"Learners\u2019 Perspective on Critical Factors to LMS Success in Blended Learning: An Empirical Investigation","volume":"30","year":"2012","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1016\/j.dss.2011.03.003","article-title":"The adoption of mobile healthcare by hospital\u2019s professionals: An integrative perspective","volume":"51","author":"Wu","year":"2011","journal-title":"Decis. Support Syst."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/S0167-9236(97)00006-7","article-title":"The antecedents and consequents of user perceptions in information technology adoption","volume":"22","author":"Agarwal","year":"1998","journal-title":"Decis. Support Syst."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"183","DOI":"10.2307\/249751","article-title":"Information technology adoption across time: A cross-sectional comparison of pre-adoption and post-adoption beliefs","volume":"23","author":"Karahanna","year":"1999","journal-title":"MIS Q. Manag. Inf. Syst."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/S0378-7206(01)00143-4","article-title":"Why do people use information technology? A critical review of the technology acceptance model","volume":"40","author":"Legris","year":"2003","journal-title":"Inf. Manag."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.chb.2016.03.016","article-title":"Understanding the impact of m-banking on individual performance: DeLone & McLean and TTF perspective","volume":"61","author":"Tam","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_76","first-page":"66","article-title":"A theoretical discussion of factors affecting the acceptance of m-commerce among SMTEs by integrating TTF with TAM","volume":"26","author":"Alqatan","year":"2017","journal-title":"Int. J. Bus. Inf. Syst."},{"key":"ref_77","unstructured":"Chang, S. (2010, January 9\u201312). The Literature Review of Technology Acceptance Model: A Study of the Bibliometric Distributions. Proceedings of the Taipei Pacific Asia Conference on Information System, Taipei, Taiwan."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1016\/j.compedu.2011.07.008","article-title":"Antecedences to continued intentions of adopting e-learning system in blended learning instruction: A contingency framework based on models of information system success and task-technology fit","volume":"58","author":"Lin","year":"2018","journal-title":"Comput. Educ."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"709","DOI":"10.1002\/jtr.787","article-title":"Modelling roles of task-technology fit and self-efficacy in hotel employees\u2019 usage behaviours of hotel information systems","volume":"12","author":"Kim","year":"2010","journal-title":"Int. J. Tour. Res."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"1003","DOI":"10.1111\/j.1467-8535.2010.01054.x","article-title":"Modelling the factors that affect individuals\u2019 utilisation of online learning systems: An empirical study combining the task technology fit model with the theory of planned behaviour","volume":"41","author":"Yu","year":"2010","journal-title":"Br. J. Educ. Technol."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1016\/j.chb.2013.10.020","article-title":"Computers in Human Behavior Toward an understanding of the behavioral intention to use a social networking site: An extension of task-technology fit to social-technology fit","volume":"34","author":"Lu","year":"2014","journal-title":"Comput. Hum. Behav."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.jsis.2010.05.001","article-title":"Organizational impact of system quality, information quality, and service quality","volume":"19","author":"Gorla","year":"2010","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"530","DOI":"10.1287\/mnsc.29.5.530","article-title":"Development of A Tool For Measuring and Analyzing Computer User Satisfaction","volume":"29","author":"Bailey","year":"1963","journal-title":"Manag. Sci."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1287\/isre.8.3.240","article-title":"A Respectification and Extension of the Delone and McLean Model of IS Success","volume":"8","author":"Seddon","year":"1997","journal-title":"Inf. Syst. Res."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1016\/j.ijhcs.2006.01.003","article-title":"Understanding e-learning continuance intention: An extension of the Technology Acceptance Model","volume":"64","author":"Carlos","year":"2006","journal-title":"Int. J. Hum.-Comput. Stud."},{"key":"ref_86","first-page":"4","article-title":"Critical success factors for adoption of web-based learning management systems in Tanzania","volume":"10","author":"Lwoga","year":"2014","journal-title":"Int. J. Educ. Dev. Using Inf. Commun. Technol."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1108\/10662241211235699","article-title":"Effects of quality antecedents on e-learning acceptance","volume":"22","author":"Cheng","year":"2012","journal-title":"Internet Res."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1016\/j.im.2006.12.008","article-title":"The impact of Web quality and playfulness on user acceptance of online retailing","volume":"44","author":"Ahn","year":"2007","journal-title":"Inf. Manag."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"1628","DOI":"10.1016\/j.compedu.2010.07.005","article-title":"Computers & Education Linking employees\u2019 e-learning system use to their overall job outcomes: An empirical study based on the IS success model","volume":"55","author":"Chen","year":"2010","journal-title":"Comput. Educ."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"77179","DOI":"10.1109\/ACCESS.2018.2879677","article-title":"\u201cI am Still Learning\u201d: Modeling LMS Critical Success Factors for Promoting Students \u2019 Experience and Satisfaction in a Blended Learning Environment","volume":"6","author":"Ghazal","year":"2018","journal-title":"IEEE Access"},{"key":"ref_91","doi-asserted-by":"crossref","unstructured":"Tantiponganant, P., and Laksitamas, P. (September, January 31). An Analysis of the Technology Acceptance Model in Understanding Students\u2019 Behavioral Intention to Use University\u2019s Social Media. Proceedings of the 2014 IIAI 3rd International Conference on Advanced Applied Informatics, Kitakyushu, Japan.","DOI":"10.1109\/IIAI-AAI.2014.14"},{"key":"ref_92","first-page":"131","article-title":"Critical Success in E-learning: An Examination of Technological and Institutional Support Factors","volume":"1","author":"Masrom","year":"2008","journal-title":"Int. J. Cyber Soc. Educ."},{"key":"ref_93","first-page":"374","article-title":"A study of Web-based learning (WBL) environment in Malaysia","volume":"18","author":"Poon","year":"2004","journal-title":"Int. J. Educ. Manag."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"592","DOI":"10.1111\/j.1467-8535.2011.01229.x","article-title":"University students\u2019 behavioral intention to use mobile learning: Evaluating the technology acceptance model","volume":"43","author":"Park","year":"2011","journal-title":"Br. J. Educ. Technol."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"562","DOI":"10.14742\/ajet.381","article-title":"An empirical examination of individual and system characteristics on enhancing e-learning acceptance","volume":"30","author":"Lee","year":"2014","journal-title":"Australas. J. Educ. Technol."},{"key":"ref_96","first-page":"37","article-title":"Empirical study on continuance intentions towards E- Learning 2.0 systems","volume":"33","author":"Taylor","year":"2014","journal-title":"Behav. Inf. Technol."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1080\/07421222.2003.11045748","article-title":"The DeLone and McLean Model of Information Systems Success: A Ten-Year Update","volume":"19","author":"DeLone","year":"2003","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1016\/j.jbi.2005.10.004","article-title":"Heuristic evaluation of paper-based Web pages: A simplified inspection usability methodology","volume":"39","author":"Allen","year":"2006","journal-title":"J. Biomed. Inform."},{"key":"ref_99","doi-asserted-by":"crossref","unstructured":"Rivero, L., and Kalinowski, M. (2014, January 6\u20139). Practical Findings from Applying Innovative Design Usability Evaluation Technologies for Mockups of Web Applications. Proceedings of the 2014 47th Hawaii International Conference on System Science Practical, Waikoloa, HI, USA.","DOI":"10.1109\/HICSS.2014.380"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1016\/j.compedu.2009.09.009","article-title":"Extending the TAM model to explore the factors that affect Intention to Use an Online Learning Community","volume":"54","author":"Liu","year":"2010","journal-title":"Comput. Educ."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.tele.2017.10.002","article-title":"What drives smartwatch purchase intention? Perspectives from hardware, software, design and value","volume":"35","author":"Hsiao","year":"2018","journal-title":"Telemat. Inform."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"34170","DOI":"10.1109\/ACCESS.2019.2893311","article-title":"Employee Usage Intention of Ubiquitous Learning Technology: An Integrative View of User Perception Regarding Interactivity, Software and Hardware","volume":"7","author":"Wu","year":"2019","journal-title":"IEEE Access"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"227","DOI":"10.2501\/IJMR-2013-021","article-title":"Towards a Better Measure of Customer Experience","volume":"55","author":"Klaus","year":"2013","journal-title":"Int. J. Mark. Res."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.im.2014.10.005","article-title":"The influence of website dimensionality on customer experiences, perceptions and behavioral intentions: An exploration of 2D vs. 3D web design","volume":"52","author":"Visinescu","year":"2015","journal-title":"Inf. Manag."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1016\/j.ijmedinf.2015.12.010","article-title":"Examining individuals\u2019 adoption of healthcare wearable devices: An empirical study from privacy calculus perspective","volume":"88","author":"Li","year":"2020","journal-title":"Int. J. Med. Inform."},{"key":"ref_106","first-page":"37","article-title":"User acceptance of context-aware services: Self-efficacy, user innovativeness and perceived sensitivity on contextual pressure","volume":"26","author":"Taylor","year":"2008","journal-title":"Behav. Inf. Technol."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived Usefulness, Perceived Ease of Use and User Acceptance of Information Technology","volume":"6","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref_108","first-page":"561","article-title":"Evaluating the Role of Trust in Consumer Adoption of Mobile Payment Systems: An Empirical Analysis","volume":"27","author":"Chandra","year":"2010","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_109","unstructured":"Malhotra, N.K. (2006). Marketing Research: An Applied Orientation, Pearson Education."},{"key":"ref_110","first-page":"1","article-title":"A technique for the measurement of attitudes","volume":"22","author":"Likert","year":"1932","journal-title":"Arch. Psychol."},{"key":"ref_111","first-page":"967","article-title":"A Review of Scale Development Practices in the Study of Organizations","volume":"21","author":"Hinkin","year":"1995","journal-title":"J. Manag."},{"key":"ref_112","unstructured":"Stone, E. (1978). Research Methods in Organizational Behavior, Scott Foresman."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.lrp.2013.01.001","article-title":"Partial Least Squares Structural Equation Modeling: Rigorous Applications, Better Results and Higher Acceptance","volume":"46","author":"Hair","year":"2013","journal-title":"Long Range Plann."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1108\/EBR-11-2018-0203","article-title":"When to use and how to report the results of PLS-SEM","volume":"31","author":"Hair","year":"2019","journal-title":"Eur. Bus. Rev."},{"key":"ref_115","first-page":"263","article-title":"Formative Versus Reflective Indicators in Organizational Measure Development: A Comparison and Empirical Illustration","volume":"17","author":"Diamantopoulos","year":"2006","journal-title":"Br. J. Manag."},{"key":"ref_116","unstructured":"Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., and Tatham, R.L. (2010). Multivariate Data Analysis: A Global Perspective, Pearson Education Inc.. [7th ed.]."},{"key":"ref_117","first-page":"7","article-title":"Issues and opinion on structural equation modeling","volume":"22","author":"Chin","year":"1998","journal-title":"MIS Q. Manag. Inf. Syst."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/S0378-7206(98)00101-3","article-title":"Extending the technology acceptance model with task technology fit constructs","volume":"36","author":"Dishaw","year":"1999","journal-title":"Inf. Manag."}],"container-title":["Future Internet"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-5903\/13\/2\/26\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T05:14:43Z","timestamp":1760159683000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-5903\/13\/2\/26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1,24]]},"references-count":118,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2021,2]]}},"alternative-id":["fi13020026"],"URL":"https:\/\/doi.org\/10.3390\/fi13020026","relation":{},"ISSN":["1999-5903"],"issn-type":[{"value":"1999-5903","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1,24]]}}}