{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T21:14:53Z","timestamp":1778274893153,"version":"3.51.4"},"reference-count":90,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T00:00:00Z","timestamp":1650931200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>Since 2021, big tech companies have been interested in metaverse platforms and services. Metaverse is the permanent, immersive mixed-reality world where people and people and people and objects can synchronously interact, collaborate, and live beyond the limitations of time and space, using avatars and the immersion-supporting devices, platforms, and infrastructures. On metaverse platforms, people can merge the real world and the virtual world. Because the metaverse has only recently begun to be studied, there are only dozens of studies on the metaverse published in qualified academic journals. There are few empirical studies on the extent to which metaverse platforms will be accommodated in the lives of information system users from an integrated perspective. Therefore, this paper aimed to empirically verify user acceptance of metaverse platforms by referring the unified theory of acceptance and use of technology (UTAUT). This study was conducted in two stages. (1) The concept and research trends of the metaverse platform were examined, and (2) the UTAUT model was introduced in \u201cIfland\u201d, one of the metaverse platforms, to verify its acceptance of information system users. I conducted a laboratory experiment while complying with the quarantine rules. Participants were required to watch a 15 min lecture on artificial intelligence on the metaverse platform \u201cIfland\u201d for a sufficient time, then they discussed the impacts of artificial intelligence with others in the lecture. A total of 120 valid data points, excluding insincere responses, were collected, and hypotheses were verified through PLS analysis. Results indicate that performance expectancy, effort expectancy, and social influence of the metaverse platform significantly increased satisfaction, usage intention, purchase intention, and word-of-mouth intention. Facilitating conditions had no significant impact on satisfaction. The results of this study provide implications for how the metaverse platform should be designed and what factors should be emphasized to increase user acceptance of metaverse platforms.<\/jats:p>","DOI":"10.3390\/jtaer17020032","type":"journal-article","created":{"date-parts":[[2022,4,26]],"date-time":"2022-04-26T11:45:55Z","timestamp":1650973555000},"page":"613-635","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":160,"title":["UTAUT in Metaverse: An \u201cIfland\u201d Case"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1649-4706","authenticated-orcid":false,"given":"Un-Kon","family":"Lee","sequence":"first","affiliation":[{"name":"Department of Business Administration, The University of Suwon, Hwaseong 18323, Korea"}]},{"given":"Hyekyung","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Liberal Arts, Sun Moon University, Asan 31460, Korea"}]}],"member":"1968","published-online":{"date-parts":[[2022,4,26]]},"reference":[{"key":"ref_1","unstructured":"Stephenson, N. (1992). Snow Crash, Bantam Books."},{"key":"ref_2","unstructured":"(2022, January 31). Second life in Wikipedia. Available online: https:\/\/en.wikipedia.org\/wiki\/Second_Life."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1080\/15252019.2021.2001273","article-title":"Advertising in the Metaverse: Research Agenda","volume":"21","author":"Kim","year":"2021","journal-title":"J. Interact. Advert."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"4209","DOI":"10.1109\/ACCESS.2021.3140175","article-title":"A Metaverse: Taxonomy, Components, Applications, and Open Challenges","volume":"10","author":"Park","year":"2021","journal-title":"IEEE Access"},{"key":"ref_5","unstructured":"Shapiro, E. (2021, April 18). Artificial Intelligence Will Change World, Says Nvidia CEO. Available online: https:\/\/time.com\/5955412\/artificial-intelligence-nvidia-jensen-huang\/."},{"key":"ref_6","unstructured":"Kelly, S.M. (2021, October 28). Facebook Changes Its Company Name to Meta. CNN Business. Available online: https:\/\/www.cnn.com\/2021\/10\/28\/tech\/facebook-mark-zuckerberg-keynote-announcements\/index.html."},{"key":"ref_7","first-page":"81","article-title":"Analysis of Metaverse Business Model and Ecosystem","volume":"36","author":"Seok","year":"2021","journal-title":"ETRI Electron. Telecommun. Trends"},{"key":"ref_8","unstructured":"Cook, A.V., Bechtel, M., Anderson, S., Novak, D.R., Nodi, M., and Parekh, J. (2022, January 04). The Spatial Web and Web 3.0: What Business Leaders Should Know about the Next Era of Computing. Deloitte Insights. Available online: https:\/\/www2.deloitte.com\/content\/dam\/insights\/us\/articles\/6645_Spatial-web-strategy\/DI_Spatial-webstrategy.pdf."},{"key":"ref_9","unstructured":"Caulfield, B. (2021, August 10). What Is the Metaverse? The Official NVIDIA Blog. Available online: https:\/\/blogs.nvidia.com\/blog\/2021\/08\/10\/what-is-the-metaverse\/."},{"key":"ref_10","unstructured":"PWC (2021, August 10). Seeing Is Believing. Available online: https:\/\/www.pwc.com\/gx\/en\/technology\/publications\/assets\/how-virtual-reality-and-augmented-reality.pdf."},{"key":"ref_11","unstructured":"Smart, J., Cascio, J., and Paffendorf, J. (2021, August 10). Pathways to the 3D Web: A Cross-Industry Public Foresight Project. Metaverse Roadmap. Available online: https:\/\/www.metaverseroadmap.org\/MetaverseRoadmapOverview.pdf."},{"key":"ref_12","first-page":"17","article-title":"A Content Analysis of the Metaverse Articles","volume":"1","author":"Narin","year":"2021","journal-title":"J. Metaverse"},{"key":"ref_13","unstructured":"Grayscale Research (2021, August 10). The Metaverse: Web 3.0 Virtual Cloud Economies. Available online: https:\/\/blog.kakaocdn.net\/dn\/buMOVQ\/btrmlXtNv3i\/2ip1SPzKTNeLwWksWXk9dk\/Grayscale_Metaverse_Report_Nov2021.pdf?attach=1&knm=tfile.pdf."},{"key":"ref_14","unstructured":"The Economist (2021, May 11). What Is the Metaverse?. Available online: https:\/\/www.economist.com\/the-economist-explains\/2021\/05\/11\/what-is-the-metaverse."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1016\/S0016-3287(01)00002-7","article-title":"Active Worlds: Geography and Social Interaction in Virtual Reality","volume":"33","author":"Schroeder","year":"2001","journal-title":"Futures"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Jaynes, C., Seales, W.B., Calvert, K., Fei, Z., and Griffioen, J. (2003, January 22\u201323). The Metaverse: A Networked Collection of Inexpensive Self-configuring Immersive Environments. Proceedings of the Workshop on Virtual Environments, Zurich, Switzerland.","DOI":"10.1145\/769953.769967"},{"key":"ref_17","first-page":"81","article-title":"Escaping the Gilded Cage: User Created Content and Building the Metaverse","volume":"49","author":"Ondrejka","year":"2005","journal-title":"NYLS"},{"key":"ref_18","unstructured":"Kemp, J., and Livingstone, D. (2006, January 20). Putting a Second Life \u2018Metaverse\u2019 Skin on Learning Management Systems. Proceedings of the Second Life Education Workshop at SLCC, San Francisco, CA, USA."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1161","DOI":"10.1016\/j.artint.2007.10.011","article-title":"Human-level Artificial General Intelligence and the Possibility of a Technological Singularity: A Reaction to Ray Kurzweil\u2019s the Singularity is Near and McDermott\u2019s Critique of Kurzweil","volume":"171","author":"Goertzel","year":"2007","journal-title":"Artif. Intell."},{"key":"ref_20","unstructured":"Rymaszewski, M., Au, W.J., Wallace, M., Winters, C., Ondrejka, C., and Batstone-Cunningham, B. (2007). Second Life: The Official Guide, Wiley."},{"key":"ref_21","first-page":"51","article-title":"Looking to the Future: Higher Education in the Metaverse","volume":"43","author":"Collins","year":"2008","journal-title":"Educ. Rev."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Wright, M., Ekeus, H., Coyne, R., Stewart, J., Travlou, P., and Williams, R. (2008, January 3\u20135). Augmented Duality: Overlapping a Metaverse with the Real World. Proceedings of the International Conference on Advances in Computer Entertainment Technology, Yokohama, Japan.","DOI":"10.1145\/1501750.1501812"},{"key":"ref_23","first-page":"26","article-title":"The Metaverse: Telepresence in 3D Avatar-driven Digital-virtual Worlds. Tic. Revista d\u2019innovaci?","volume":"2","author":"Schlemmer","year":"2009","journal-title":"Educativa"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1016\/j.arcontrol.2009.05.002","article-title":"Collaborative Learning and Engineering Workspaces","volume":"33","author":"Schaf","year":"2009","journal-title":"Annu. Rev. Control"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1016\/j.futures.2009.04.013","article-title":"A Virtual World Space Agency","volume":"41","author":"Prisco","year":"2009","journal-title":"Futures"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1016\/j.dss.2009.02.014","article-title":"Virtual Worlds\u2014Past, Present and Future: New Directions in Social Computing","volume":"47","author":"Messinger","year":"2009","journal-title":"Decis. Support Syst."},{"key":"ref_27","unstructured":"Hazan, S. (2010). Musing the Metaverse. Heritage in the Digital Era Brentwood Esse, Multi-Science Publishing."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"425","DOI":"10.4101\/jvwr.v2i5.808","article-title":"Staging the New Retail Drama: At a Metaverse near You!","volume":"2","author":"Papagiannidis","year":"2010","journal-title":"J. Virtual Worlds Res."},{"key":"ref_29","unstructured":"Forte, M., Lercari, N., Galeazzi, F., and Borra, D. (2010). Metaverse Communities and Archaeology: The Case of Teramo. Proc. EuroMed, 79\u201384."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Cunningham, T.C. (2010). Marching toward the Metaverse: Strategic Communication through the New Media, BiblioScholar.","DOI":"10.21236\/ADA522953"},{"key":"ref_31","unstructured":"Cline, E. (2011). Ready Player One, Ballantine Books."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1145\/1952712.1952717","article-title":"An Empirical Investigation of Virtual World Projects and Metaverse Technology Capabilities","volume":"42","author":"Owens","year":"2011","journal-title":"ACM SIGMIS Database Database Adv. Inf. Syst."},{"key":"ref_33","first-page":"1","article-title":"Puzzles as a Creative Form of Play in Metaverse","volume":"4","year":"2011","journal-title":"J. Virtual Worlds Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/j.elerap.2010.10.003","article-title":"Virtual Wealth Protection through Virtual Money Exchange","volume":"10","author":"Guo","year":"2011","journal-title":"Electron. Commer. Res."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1389","DOI":"10.1016\/j.compedu.2011.01.009","article-title":"An Alternate Reality Game for Language Learning: ARGuing for Multilingual Motivation","volume":"57","author":"Connolly","year":"2011","journal-title":"Comput. Educ."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Resmini, A., and Luca, R. (2011). Pervasive Information Architecture: Designing Cross-Channel User Experiences, Elsevier.","DOI":"10.1109\/TPC.2011.2170911"},{"key":"ref_37","unstructured":"M\u00fcller, F. (2012). Remembering in the Metaverse: Preservation Evaluation and Perception. [Ph.D. Thesis, University of Basel]. Available online: https:\/\/edoc.unibas.ch\/16452\/."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1328","DOI":"10.1016\/j.techfore.2012.03.006","article-title":"Play Online Work Better? Examining the Spillover of Active Learning and Transformational Leadership","volume":"79","author":"Xanthopoulou","year":"2012","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"741","DOI":"10.1016\/j.geoforum.2011.12.008","article-title":"Splendid Isolation: \u2018Philosopher\u2019s Islands\u2019 and the Reimagination of Space","volume":"43","author":"Cameron","year":"2012","journal-title":"Geoforum"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3879","DOI":"10.1016\/j.comnet.2012.09.016","article-title":"Virtual Worlds Augmented Reality Blended Reality","volume":"56","author":"Hughes","year":"2012","journal-title":"Comput. Netw."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1663","DOI":"10.1016\/j.chb.2012.04.004","article-title":"I Became an Attractive Person in the Virtual World: Users\u2019 Identification with Virtual Communities and Avatars","volume":"28","author":"Kim","year":"2012","journal-title":"Comput. Hum. Behav."},{"key":"ref_42","unstructured":"Kipper, G., and Joseph, R. (2012). Augmented Reality: An Emerging Technologies Guide to AR, Elsevier. [1st ed.]."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"828","DOI":"10.1016\/j.procs.2013.09.165","article-title":"Eco Car Project for Japan Students as a Virtual PBL Class","volume":"22","author":"Kanematsu","year":"2013","journal-title":"Proc. Comput. Sci."},{"key":"ref_44","first-page":"87","article-title":"Virtual World Control System Using Sensed Information and Adaptation Engine. Signal Process","volume":"28","author":"Kim","year":"2013","journal-title":"Image Commun."},{"key":"ref_45","first-page":"85","article-title":"Introduction to the Special Issue on MPEG-V. Signal Process","volume":"28","author":"Preda","year":"2013","journal-title":"Image Commun."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1122","DOI":"10.1016\/j.chb.2012.10.004","article-title":"The Changing Nature of User Attitudes toward Virtual World Technology: A Longitudinal Study","volume":"29","author":"Luse","year":"2013","journal-title":"Comput. Hum. Behav."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2480741.2480751","article-title":"3D Virtual Worlds and the Metaverse: Current Status and Future Possibilities","volume":"45","author":"Dionisio","year":"2013","journal-title":"ACM Comput. Surv."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"330","DOI":"10.1016\/j.procs.2013.11.039","article-title":"Virtual Worlds: Opportunities and Challenges in the 21st Century","volume":"25","author":"Santos","year":"2013","journal-title":"Proc. Comput. Sci."},{"key":"ref_49","unstructured":"Ko, E., and Jang, J. (2014, January 21\u201324). The Virtual Device Managing Module of the Metaverse Assisted Living Support System. Proceedings of the International Conference on Modeling, Simulation and Visualization Methods (MSV) Steering Committee World Congress in Computer Science, Computer Engineering and Applied Computing (WorldComp), Las Vegas, NV, USA."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Dascalu, M.-I., Moldoveanu, A., and Shudayfat, E.A. (2014, January 17\u201319). Mixed Reality to Support New Learning Paradigms. Proceedings of the 18th International Conference on System Theory, Control and Computing (ICSTCC), Sinaia, Romania.","DOI":"10.1109\/ICSTCC.2014.6982498"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1413","DOI":"10.1016\/j.procs.2014.05.128","article-title":"A Multiple Intelligences Theory-based 3D Virtual Lab Environment for Digital Systems Teaching","volume":"29","author":"Amorim","year":"2014","journal-title":"Proc. Comput. Sci."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Moldoveanu, A., Gradinaru, A., Ferche, O.-M., and Stefan, L. (2014, January 17\u201319). The 3D UPB Mixed Reality Campus: Challenges of Mixing the Real and the Virtual. Proceedings of the 18th International Conference on System Theory, Control and Computing (ICSTCC), Sinaia, Romania.","DOI":"10.1109\/ICSTCC.2014.6982472"},{"key":"ref_53","unstructured":"Kwanya, T., Christine, S., and Peter, U. (2014). Library 3.0: Intelligent Libraries and Apomediation, Elsevier."},{"key":"ref_54","unstructured":"Yoon, K., Kim, S.K., Han, J.J., Han, S., and Preda, M. (2015). MPEG-V: Bridging the Virtual and Real World, Academic."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1195","DOI":"10.1016\/j.procs.2015.08.181","article-title":"Evaluation for Students\u2019 Learning Manner Using Eye Blinking System in Metaverse","volume":"60","author":"Barry","year":"2015","journal-title":"Proc. Comput. Sci."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4101\/jvwr.v8i2.7149","article-title":"The Metaverse as Mediator between Technology Trends and the Digital Transformation of Society and Business","volume":"8","author":"Rehm","year":"2015","journal-title":"J. Virtual Worlds Res."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1016\/j.compedu.2016.08.004","article-title":"The Crossroads of English Language Learners Task-based Instruction and 3D Multi-user Virtual Learning in Second Life","volume":"102","author":"Chen","year":"2016","journal-title":"Comput. Educ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.futures.2015.11.002","article-title":"Toward a Simulated Peplica of Futures: Classification and Possible Trajectories of Simulation in Futures Studies","volume":"81","author":"Zackery","year":"2016","journal-title":"Futures"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1519","DOI":"10.1016\/j.ijinfomgt.2016.04.017","article-title":"A Content Service Deployment Plan for Metaverse Museum Exhibitions\u2014Centering on the Combination of Beacons and HMDs","volume":"37","author":"Choi","year":"2017","journal-title":"Int. J. Inf. Manag."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"1730","DOI":"10.1016\/j.procs.2017.08.200","article-title":"Skype Discussion for PBL between Two Laboratories and Students Biological\/psychological Responses","volume":"112","author":"Kanematsu","year":"2017","journal-title":"Proc. Comput. Sci."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"e1752","DOI":"10.1002\/cav.1752","article-title":"Virtual World Defined from a Technological Perspective and Applied to Video Games Mixed Reality and the Metaverse","volume":"29","author":"Nevelsteen","year":"2018","journal-title":"Comput. Animat. Virtual Worlds"},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Ryskeldiev, B., Ochiai, Y., Cohen, M., and Herder, J. (2018, January 7\u20139). Distributed Metaverse: Creating Decentralized Blockchain-based Model for Peer-to-peer Sharing of Virtual Spaces for Mixed Reality Applications. Proceedings of the 9th Augmented Human International Conference, Seoul, Korea.","DOI":"10.1145\/3174910.3174952"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"1","DOI":"10.14434\/sdh.v4i1.26218","article-title":"Virtually Real or Really Virtual: Towards a Heritage Metaverse","volume":"4","author":"Huggett","year":"2020","journal-title":"Stud. Digit. Herit."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"2125","DOI":"10.1016\/j.procs.2020.09.249","article-title":"Virtual Experiments in Metaverse and their Applications to Collaborative Projects: The Framework and its Significance","volume":"176","author":"Suzuki","year":"2020","journal-title":"Proc. Comput. Sci."},{"key":"ref_65","unstructured":"De Decker, P., and Peterson, S. (2022, January 07). Beyond Virtual or Physical Environments: Building a Research Metaverse a White Paper for NDRIO\u2019s Canadian Digital Research Needs Assessment. Available online: https:\/\/alliancecan.ca\/assets\/uploads\/documents\/whitepapers\/NDRIO-White-Paper-Digital-Metaverse-DeDeckerPeterson.pdf."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Siyaev, A., and Jo, G.S. (2021). Towards Aircraft Maintenance Metaverse Using Speech Interactions with Virtual Objects in Mixed Reality. Sensors, 21.","DOI":"10.3390\/s21062066"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"102096","DOI":"10.1016\/j.frl.2021.102096","article-title":"Fertile LAND: Pricing Non-Fungible Tokens","volume":"44","author":"Dowling","year":"2021","journal-title":"Financ. Res. Lett."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Duan, H., Li, J., Fan, S., Lin, Z., Wu, X., and Cai, W. (2021, January 21\u201325). Metaverse for Social Good: A University Campus Prototype. Proceedings of the 29th ACM International Conference on Multimedia, Nice, France.","DOI":"10.1145\/3474085.3479238"},{"key":"ref_69","unstructured":"Collins, B. (2021, September 27). The Metaverse: How to Build a Massive Virtual World. Forbes Magazine. Available online: https:\/\/www.forbes.com\/sites\/barrycollins\/2021\/09\/25\/the-metaverse-how-tobuild-a-massive-virtual-world\/?sh=60735bad6d1c."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Shen, B., Tan, W., Guo, J., Zhao, L., and Qin, P. (2021). How to Promote User Purchase in Metaverse? A Systematic Literature Review on Consumer Behavior Research and Virtual Commerce Application Design. Appl. Sci., 11.","DOI":"10.3390\/app112311087"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"32","DOI":"10.3352\/jeehp.2021.18.32","article-title":"Educational applications of metaverse: Possibilities and limitations","volume":"18","author":"Kye","year":"2021","journal-title":"J. Educ. Eval. Health Prof."},{"key":"ref_72","unstructured":"Korean Government (2022, January 20). Joint Aannouncement by Relevant Ministries of the Korean Government: Metaverse Industrialzation Policy, Available online: https:\/\/www.korea.kr\/news\/policyBriefingView.do?newsId=156492454."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"665","DOI":"10.2307\/3250951","article-title":"Time Flies When You\u2019re having Fun: Cognitive Absorption and Beliefs about Information Technology Usage","volume":"24","author":"Agarwal","year":"2000","journal-title":"MIS Q."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"425","DOI":"10.2307\/30036540","article-title":"User Acceptance of Information Technology: Toward a Unified View","volume":"27","author":"Venkatesh","year":"2003","journal-title":"MIS Q."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"157","DOI":"10.2307\/41410412","article-title":"Consumer Accepance and Use of Information Technology: Extending the Unified Theory of Acceptance and Use of Technology","volume":"36","author":"Venkatesh","year":"2012","journal-title":"MIS Q."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1111\/j.1559-1816.2002.tb00236.x","article-title":"Perceived Behavioral Control, Self-Efficacy, Locus of Control, and the Theory of Planned Behavior","volume":"32","author":"Ajzen","year":"2003","journal-title":"J. App. Soc. Psycho."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"351","DOI":"10.2307\/3250921","article-title":"Understanding Information Systems Continuance: An Expectation Confirmation Model","volume":"25","author":"Bhattacherjee","year":"2001","journal-title":"MIS Q."},{"key":"ref_78","unstructured":"Oliver, R.L. (1997). Satisfaction: A Behavioral Perspective on the Consumer, McGrow-Hill."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1177\/002224378001700405","article-title":"A Cognitive Model of the Antecedents and Consequences of Satisfaction Decisions","volume":"17","author":"Oliver","year":"1980","journal-title":"J. Mark. Res."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"49","DOI":"10.2307\/20650278","article-title":"Out of Dedication or Constraint? A Dual Model of Post-Adoption Phenomena and Its Empirical Test in the Context of Online Services","volume":"33","author":"Kim","year":"2009","journal-title":"MIS Q."},{"key":"ref_81","first-page":"328","article-title":"Unified Theory of Acceptance and Use of Technology: A Syntehsis and the Road Ahead","volume":"17","author":"Venkatesh","year":"2016","journal-title":"J. Assoc. Inform. Syst."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"554","DOI":"10.1287\/mnsc.32.5.554","article-title":"Organizational Information Requirement, Media Richness and Structural Design","volume":"32","author":"Daft","year":"1986","journal-title":"Manag. Sci."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1080\/07421222.2003.11045754","article-title":"Exploring the Core Concept of Media Richness Theory: The Impact of Cue Multiplicity and Feedback Immediacy on Decision Quality","volume":"20","author":"Kahai","year":"2003","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.dss.2009.12.007","article-title":"Input Information Complexity, Perceived Time Pressure, and Information Processing in GSS-based Work Group: An Experimental Investigation Using a Decision Shema to Alleviate Information Overload Conditions","volume":"49","author":"Paul","year":"2010","journal-title":"Decis. Support. Syst."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1177\/002224377901600110","article-title":"A Paradigm for Developing Better Measures of Marketing Constructs","volume":"16","author":"Churchill","year":"1979","journal-title":"J. Mark. Res."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.im.2010.09.001","article-title":"An Intenational Comparison of Technology Adoption: Testing UTAUT model","volume":"48","author":"Im","year":"2011","journal-title":"Inf. Manag."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1219","DOI":"10.1287\/mnsc.1050.0427","article-title":"A Theoritical Approach to Web Design in E-Commerce: A Belief Reinforcement Model","volume":"51","author":"Song","year":"2005","journal-title":"Manage. Sci."},{"key":"ref_88","first-page":"295","article-title":"The Partial Least Squares Approach to Structural Equation Modeling","volume":"295","author":"Chin","year":"1998","journal-title":"Mod. Methods Busi. Res."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1177\/001316447403400104","article-title":"Intra-Class Reliability Estimates: Testing Structural Assumptions","volume":"34","author":"Werts","year":"1973","journal-title":"Educ. Psychol. Meas."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1177\/002224378101800104","article-title":"Evaluating structural equation models with unobservable variables and measurement error","volume":"18","author":"Fornell","year":"1981","journal-title":"J. Mark. 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