{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T12:21:26Z","timestamp":1772022086136,"version":"3.50.1"},"reference-count":80,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T00:00:00Z","timestamp":1771977600000},"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>This study examines customers\u2019 continuance intention in metaverse services by integrating technological, content, and social-relational dimensions and assessing the role of immersiveness. Six focal antecedents are considered, namely, technological sophistication, security, content creativity, content richness, social interaction, and social presence. Survey data from 231 metaverse users in China show that technological sophistication, content creativity, social interaction, and social presence are positively associated with immersiveness, whereas security and content richness are not. In addition, continuance intention is positively associated with technological sophistication, security, content richness, social interaction, and immersiveness. Despite the absence of clear indirect effects via immersiveness, the results suggest that continuance intention reflects not only immersive experience but also post-adoption evaluations of assurance and usefulness. As metaverse services move toward broader adoption and commercialization, these findings distinguish experience-building drivers from retention-relevant factors and offer implications for service development, content strategy, and community experience design.<\/jats:p>","DOI":"10.3390\/jtaer21030075","type":"journal-article","created":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T10:59:16Z","timestamp":1772017156000},"page":"75","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Effects of Technology, Content, and Social Relationship on Customer Continuance Intention in the Metaverse"],"prefix":"10.3390","volume":"21","author":[{"given":"Jia-Qi","family":"Feng","sequence":"first","affiliation":[{"name":"Department of Management Information Systems, Gyeongsang National University, Jinju 52828, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-6508-1625","authenticated-orcid":false,"given":"Chao","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Management Information Systems, Gyeongsang National University, Jinju 52828, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-1350-5062","authenticated-orcid":false,"given":"Sung-Eui","family":"Cho","sequence":"additional","affiliation":[{"name":"Department of Management Information Systems, Gyeongsang National University, Jinju 52828, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,2,25]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"750","DOI":"10.1002\/mar.21767","article-title":"Metaverse marketing: How the metaverse will shape the future of consumer research and practice","volume":"40","author":"Dwivedi","year":"2023","journal-title":"Psychol. Mark."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"101774","DOI":"10.1016\/j.jsis.2023.101774","article-title":"Responsibly strategizing with the metaverse: Business implications and DEI opportunities and challenges","volume":"32","author":"Marabelli","year":"2023","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1080\/07421222.2025.2452679","article-title":"Value drivers for metaverse business models: A complementor perspective","volume":"42","author":"Weking","year":"2025","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_4","first-page":"100865","article-title":"Metaverse engagement and Korea travel intentions: Understanding affordances, presence, and place attachment among Brazilian ZEPETO users","volume":"31","author":"Yoon","year":"2024","journal-title":"J. Destin. Mark. Manag."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"104012","DOI":"10.1016\/j.jretconser.2024.104012","article-title":"What makes metaverse users immersed in the flow state in an emerging market? An applica-tion of affordance theory and ISSM","volume":"81","author":"Roh","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Tao, M., Khan, J., Abbass, A., and Mehmood, K. (2025). Metaverse characteristics: The role of consumer experience shaping consumer behavior in the metaverse. J. Theor. Appl. Electron. Commer. Res., 20.","DOI":"10.3390\/jtaer20030166"},{"key":"ref_7","first-page":"735","article-title":"Shaping the metaverse into reality: A holistic multidisciplinary understanding of opportunities, challenges, and avenues for future investigation","volume":"63","author":"Koohang","year":"2023","journal-title":"J. Comput. Inf. Syst."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Di Pietro, R., and Cresci, S. (2021). Metaverse: Security and privacy issues. Proceedings of the 2021 Third IEEE International Conference on Trust, Privacy and Security in Intelligent Systems and Applications (TPS-ISA), Atlanta, GA, USA, 13\u201315 December 2021, IEEE.","DOI":"10.1109\/TPSISA52974.2021.00032"},{"key":"ref_9","first-page":"102542","article-title":"Metaverse beyond the hype: Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy","volume":"66","author":"Dwivedi","year":"2022","journal-title":"Int. J. Inf. Manag."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1109\/COMST.2022.3202047","article-title":"A survey on metaverse: Fundamentals, security, and privacy","volume":"25","author":"Wang","year":"2023","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_11","unstructured":"Ball, M. (2026, January 14). Framework for the Metaverse. MatthewBall.co. Available online: https:\/\/www.matthewball.co\/all\/forwardtothemetaverseprimer."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1109\/OJCS.2022.3188249","article-title":"Fusing blockchain and AI with metaverse: A survey","volume":"3","author":"Yang","year":"2022","journal-title":"IEEE Open J. Comput. Soc."},{"key":"ref_13","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_14","unstructured":"Xiang, N. (2026, January 10). Baidu Wants Its XiRang Platform to Be the Enabler of the Metaverse. Forbes, Available online: https:\/\/www.forbes.com\/sites\/ninaxiang\/2022\/05\/12\/baidu-wants-its-xirang-platform-to-be-the-enabler-of-the-metaverse\/."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1007\/s10462-023-10641-x","article-title":"Artificial intelligence powered metaverse: Analysis, challenges and future perspectives","volume":"57","author":"Soliman","year":"2024","journal-title":"Artif. Intell. Rev."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1016\/j.jretai.2023.02.002","article-title":"The merchants of meta: A research agenda to understand the future of retailing in the metaverse","volume":"99","author":"Yoo","year":"2023","journal-title":"J. Retail."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Zhang, X., Chen, Y., Hu, L., and Wang, Y. (2022). The metaverse in education: Definition, framework, features, potential applications, challenges, and future research topics. Front. Psychol., 13.","DOI":"10.3389\/fpsyg.2022.1016300"},{"key":"ref_18","first-page":"527","article-title":"The metaverse in the hospitality and tourism industry: An overview of current trends and future research directions","volume":"31","author":"Gursoy","year":"2022","journal-title":"J. Hosp. Mark. Manag."},{"key":"ref_19","first-page":"13","article-title":"Antecedents of user experience in the immersive metaverse ecosystem: Insights from mining user reviews","volume":"55","author":"Basu","year":"2024","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"104294","DOI":"10.1016\/j.jretconser.2025.104294","article-title":"Digital daydreams: Exploring consumer motivations for engaging with the metaverse","volume":"85","author":"Soni","year":"2025","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"107498","DOI":"10.1016\/j.chb.2022.107498","article-title":"Social benefits of living in the metaverse: The relationships among social presence, supportive interaction, social self-efficacy, and feelings of loneliness","volume":"139","author":"Oh","year":"2023","journal-title":"Comput. Hum. Behav."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"103671","DOI":"10.1016\/j.jretconser.2023.103671","article-title":"Investigating metaverse marketing-enabled consumers\u2019 social presence, attachment, engagement and (re)visit intentions","volume":"77","author":"Ghali","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"104424","DOI":"10.1016\/j.jretconser.2025.104424","article-title":"Critical success factors for metaverse implementation in the service industry: A hybrid ISM\u2013DEMATEL approach","volume":"87","author":"Chi","year":"2025","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1287\/isre.3.1.60","article-title":"Information systems success: The quest for the dependent variable","volume":"3","author":"DeLone","year":"1992","journal-title":"Inf. Syst. Res."},{"key":"ref_25","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_26","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":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref_27","unstructured":"Csikszentmihalyi, M. (1990). Flow: The Psychology of Optimal Experience, Harper & Row."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1177\/002224299606000304","article-title":"Marketing in hypermedia computer-mediated environments: Conceptual foundations","volume":"60","author":"Hoffman","year":"1996","journal-title":"J. Mark."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1080\/00223980.1975.9915803","article-title":"A protection motivation theory of fear appeals and attitude change","volume":"91","author":"Rogers","year":"1975","journal-title":"J. Psychol."},{"key":"ref_30","unstructured":"Cacioppo, J.T., and Petty, R.E. (1983). Cognitive and physiological processes in fear appeals and attitude change: A revised theory of protection motivation. Social Psychophysiology: A Sourcebook, Guilford Press."},{"key":"ref_31","unstructured":"Short, J., Williams, E., and Christie, B. (1976). The Social Psychology of Telecommunications, Wiley."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Mennecke, B.E., Triplett, J.L., Hassall, L.M., and Jord\u00e1n-Conde, Z. (2010). Embodied social presence theory. Proceedings of the 43rd Hawaii International Conference on System Sciences (HICSS-43), Koloa, HI, USA, 5\u20138 January 2010, IEEE.","DOI":"10.1109\/HICSS.2010.179"},{"key":"ref_33","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_34","doi-asserted-by":"crossref","first-page":"101717","DOI":"10.1016\/j.jsis.2022.101717","article-title":"Immersive virtual reality in the age of the Metaverse: A hybrid-narrative review based on the technology affordance perspective","volume":"31","author":"Dincelli","year":"2022","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"101239","DOI":"10.1016\/j.tele.2019.101239","article-title":"An adoption model for virtual reality games: The roles of presence and enjoyment","volume":"42","author":"Jang","year":"2019","journal-title":"Telemat. Inform."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.displa.2019.07.002","article-title":"Cybersickness during VR gaming undermines game enjoyment: A mediation model","volume":"59","author":"Yildirim","year":"2019","journal-title":"Displays"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1108\/INTR-08-2022-0691","article-title":"Avatar design in metaverse: The effect of avatar\u2013user similarity in procedural and creative tasks","volume":"34","author":"Zhu","year":"2024","journal-title":"Internet Res."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1145\/3432938","article-title":"Body, avatar, and me: The presentation and perception of self in social virtual reality","volume":"4","author":"Freeman","year":"2021","journal-title":"Proc. ACM Hum.-Comput. Interact."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Hooi, R., and Cho, H. (2012). Being immersed: Avatar similarity and self-awareness. Proceedings of the 24th Australian Computer-Human Interaction Conference (OzCHI \u201812), Melbourne, Australia, 26\u201330 November 2012, ACM.","DOI":"10.1145\/2414536.2414576"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"773","DOI":"10.2307\/23042808","article-title":"Co-creation in virtual worlds: The design of the user experience","volume":"35","author":"Kohler","year":"2011","journal-title":"MIS Q."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"15097","DOI":"10.1038\/s41598-023-42113-1","article-title":"Affordance, usefulness, enjoyment, and aesthetics in sustaining virtual reality engagement","volume":"13","author":"Jo","year":"2023","journal-title":"Sci. Rep."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"108039","DOI":"10.1016\/j.chb.2023.108039","article-title":"Metaverse for service industries: Future applications, opportunities, challenges and research directions","volume":"151","author":"Jung","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/07421222.2025.2455770","article-title":"Long live the metaverse: Identifying the potential for market disruption and future research","volume":"42","author":"Lowry","year":"2025","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_44","first-page":"1024","article-title":"Exploring media richness in the metaverse shopping platform: The role of rendering quality and avatar realism","volume":"48","author":"Yoon","year":"2024","journal-title":"J. Korean Soc. Cloth. Text."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Shin, D., and Jo, H. (2024). Adoption and continuance in the metaverse. Electronics, 13.","DOI":"10.3390\/electronics13193917"},{"key":"ref_46","first-page":"187","article-title":"Effects of metaverse experience factors (4Es) on perceived value and intention to continue use","volume":"28","author":"Jung","year":"2023","journal-title":"J. Korea Soc. Comput. Inf."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"575","DOI":"10.1089\/cpb.2007.9988","article-title":"Social interactions in massively multiplayer online role-playing gamers","volume":"10","author":"Cole","year":"2007","journal-title":"Cyberpsychol. Behav."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.chb.2013.07.053","article-title":"How does online social networking enhance life satisfaction? The relationships among online supportive interaction, affect, perceived social support, sense of community, and life satisfaction","volume":"30","author":"Oh","year":"2014","journal-title":"Comput. Hum. Behav."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"273","DOI":"10.2753\/MIS0742-1222290108","article-title":"Attracted to or locked in? Predicting continuance intention in social virtual world services","volume":"29","author":"Zhou","year":"2012","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_50","unstructured":"House, J.S. (1981). Work Stress and Social Support, Addison-Wesley."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1002\/1520-6629(198601)14:1<6::AID-JCOP2290140103>3.0.CO;2-I","article-title":"Sense of community: A definition and theory","volume":"14","author":"McMillan","year":"1986","journal-title":"J. Community Psychol."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"107523","DOI":"10.1016\/j.chb.2022.107523","article-title":"Feelings of presence and perceived social support in social virtual reality platforms","volume":"139","author":"Hartmann","year":"2023","journal-title":"Comput. Hum. Behav."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"456","DOI":"10.1162\/105474603322761270","article-title":"Toward a more robust theory and measure of social presence: Review and suggested criteria","volume":"12","author":"Biocca","year":"2003","journal-title":"Presence Teleoper. Virtual Environ."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1111\/j.1460-2466.1992.tb00812.x","article-title":"Defining virtual reality: Dimensions determining telepresence","volume":"42","author":"Steuer","year":"1992","journal-title":"J. Commun."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"603","DOI":"10.1162\/pres.1997.6.6.603","article-title":"A framework for immersive virtual environments (FIVE): Speculations on the role of presence in virtual environments","volume":"6","author":"Slater","year":"1997","journal-title":"Presence Teleoper. Virtual Environ."},{"key":"ref_56","first-page":"JCMC321","article-title":"At the heart of it all: The concept of presence","volume":"3","author":"Lombard","year":"1997","journal-title":"J. Comput.-Mediat. Commun."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1162\/105474698565686","article-title":"Measuring presence in virtual environments: A presence questionnaire","volume":"7","author":"Witmer","year":"1998","journal-title":"Presence Teleoper. Virtual Environ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1016\/S0963-8687(02)00020-3","article-title":"The impact of initial consumer trust on intentions to transact with a web site: A trust building model","volume":"11","author":"McKnight","year":"2002","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1080\/10864415.2003.11044275","article-title":"Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model","volume":"7","author":"Pavlou","year":"2003","journal-title":"Int. J. Electron. Commer."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","article-title":"Common method biases in behavioral research: A critical review of the literature and recommended remedies","volume":"88","author":"Podsakoff","year":"2003","journal-title":"J. Appl. Psychol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1146\/annurev-orgpsych-110721-040030","article-title":"Common method bias: It\u2019s bad, it\u2019s complex, it\u2019s widespread, and it\u2019s not easy to fix","volume":"11","author":"Podsakoff","year":"2024","journal-title":"Annu. Rev. Organ. Psychol. Organ. Behav."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1007\/BF02310555","article-title":"Coefficient alpha and the internal structure of tests","volume":"16","author":"Cronbach","year":"1951","journal-title":"Psychometrika"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1007\/BF02291575","article-title":"An index of factorial simplicity","volume":"39","author":"Kaiser","year":"1974","journal-title":"Psychometrika"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1111\/j.2044-8317.1950.tb00285.x","article-title":"Tests of significance in factor analysis","volume":"3","author":"Bartlett","year":"1950","journal-title":"Br. J. Stat. Psychol."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"113969","DOI":"10.1016\/j.jbusres.2023.113969","article-title":"A systematic literature review of exploratory factor analyses in management","volume":"164","author":"Howard","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1007\/s11135-006-9018-6","article-title":"A caution regarding rules of thumb for variance inflation factors","volume":"41","year":"2007","journal-title":"Qual. Quant."},{"key":"ref_67","unstructured":"Harman, H.H. (1976). Modern Factor Analysis, University of Chicago Press. [3rd ed.]."},{"key":"ref_68","unstructured":"Hayes, A.F. (2018). Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach, Guilford Press. [2nd ed.]."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"879","DOI":"10.3758\/BRM.40.3.879","article-title":"Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models","volume":"40","author":"Preacher","year":"2008","journal-title":"Behav. Res. Methods"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1276","DOI":"10.1108\/IJCHM-09-2023-1500","article-title":"Metaverse technologies in hospitality: Using the theory of consumption values to reveal consumer attitudes and trust factors","volume":"37","author":"Chakraborty","year":"2025","journal-title":"Int. J. Contemp. Hosp. Manag."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"2645","DOI":"10.1108\/APJML-11-2022-0945","article-title":"The perceived value of digital fashion product and purchase intention: The mediating role of the flow experience in metaverse platforms","volume":"35","author":"Park","year":"2023","journal-title":"Asia Pac. J. Mark. Logist."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"2961","DOI":"10.1108\/IJCHM-10-2024-1549","article-title":"Authentic experience in the metaverse: A situated cognition perspective of metaverse food festivals","volume":"37","author":"Chang","year":"2025","journal-title":"Int. J. Contemp. Hosp. Manag."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"108345","DOI":"10.1016\/j.chb.2024.108345","article-title":"A comprehensive analysis of presence, seamlessness, and player responses in metaverse gaming","volume":"159","author":"Jo","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Kumar, H., and Sharma, V.K. (2024). Creating an immersive environment of metaverse for businesses. Australas. J. Inf. Syst., 28.","DOI":"10.3127\/ajis.v28.4529"},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"776","DOI":"10.1108\/JSTP-12-2024-0465","article-title":"Plugged into the future: How immersive technologies are changing service experiences?","volume":"35","author":"Sama","year":"2025","journal-title":"J. Serv. Theory Pract."},{"key":"ref_76","unstructured":"Zuboff, S. (2019). The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power, PublicAffairs."},{"key":"ref_77","unstructured":"(2026, January 10). Regulation (EU) 2024\/1689 Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act). EUR-Lex. Available online: https:\/\/eur-lex.europa.eu\/eli\/reg\/2024\/1689\/oj."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"2495","DOI":"10.1016\/j.jbusres.2014.07.006","article-title":"Embrace\u2022perform\u2022model: Complexity theory, contrarian case analysis, and multiple realities","volume":"67","author":"Woodside","year":"2014","journal-title":"J. Bus. Res."},{"key":"ref_79","unstructured":"Ragin, C.C. (2000). Fuzzy-Set Social Science, University of Chicago Press."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"393","DOI":"10.5465\/amj.2011.60263120","article-title":"Building better causal theories: A fuzzy set approach to typologies in organization research","volume":"54","author":"Fiss","year":"2011","journal-title":"Acad. Manag. J."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/21\/3\/75\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T11:46:21Z","timestamp":1772019981000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/21\/3\/75"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,25]]},"references-count":80,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2026,3]]}},"alternative-id":["jtaer21030075"],"URL":"https:\/\/doi.org\/10.3390\/jtaer21030075","relation":{},"ISSN":["0718-1876"],"issn-type":[{"value":"0718-1876","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,25]]}}}