{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,18]],"date-time":"2026-04-18T02:55:23Z","timestamp":1776480923971,"version":"3.51.2"},"reference-count":139,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2025,4,25]],"date-time":"2025-04-25T00:00:00Z","timestamp":1745539200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Social Science Planning Research Project of Shandong Province","award":["25CLJJ09"],"award-info":[{"award-number":["25CLJJ09"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>Empowered by artificial intelligence and 5G technologies, intelligent messaging service instead of the existing short messaging service could provide an omni-channel service, thus achieving higher interconnection for mobile users. In this paper, we adopted mixed methods research and explored the psychological factors that affect adoption intention to adopt intelligent messaging services among mobile users based on self-determination theory. After semi-structured interviews, we constructed a partial least squares structural equation model from the perspectives of intrinsic and extrinsic motivations. In addition, openness and perceived complexity were also introduced as an extended dimension. Through an online survey, 548 valid questionnaires were obtained. The results show that intrinsic motivation has a greater effect on adoption intention. Specifically, attitude, perceived autonomy, perceived relatedness, and perceived system quality have significant positive impacts on the adoption intention of intelligent messaging, while perceived complexity has a negative direct impact on adoption intention. Although perceived competence and perceived media richness have no significant effects on adoption intention, an indirect effect on adoption intention through attitude was observed. Notably, perceived interactivity and openness have no effect on adoption intention. Through this study, we aim to provide guidance for developers to focus on mobile users\u2019 psychological needs regarding upgraded interactive channels, which can accelerate the construction of an omni-channel media environment.<\/jats:p>","DOI":"10.3390\/jtaer20020083","type":"journal-article","created":{"date-parts":[[2025,4,25]],"date-time":"2025-04-25T11:47:41Z","timestamp":1745581661000},"page":"83","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Research on Adoption Intention Toward Intelligent Messaging Service: From Self-Determination Theory Perspective"],"prefix":"10.3390","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8397-1093","authenticated-orcid":false,"given":"Jianming","family":"Wu","sequence":"first","affiliation":[{"name":"School of Journalism and Communication, Shandong University, Jinan 250100, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7298-4334","authenticated-orcid":false,"given":"Zhiyuan","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Journalism and Communication, Shandong University, Jinan 250100, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,4,25]]},"reference":[{"key":"ref_1","unstructured":"(2023, April 04). Research and Markets. Global Short Message Service Marketing Market. Available online: https:\/\/www.researchandmarkets.com\/reports\/5693342\/global-short-message-service-marketing-market."},{"key":"ref_2","unstructured":"CITA (2023, April 04). 2022 Annual Survey Highlights. Available online: https:\/\/www.ctia.org\/news\/2022-annual-survey-highlights."},{"key":"ref_3","unstructured":"National Bureau of Statistics (2023, April 04). Mobile SMS Business Volume, Available online: https:\/\/data.stats.gov.cn\/easyquery.htm?cn=A01."},{"key":"ref_4","unstructured":"MIIT (2023, April 04). 2022 Communication Industry Statistical Bulletin, Available online: https:\/\/www.miit.gov.cn\/gxsj\/tjfx\/txy\/art\/2023\/art_77b586a554e64763ab2c2888dcf0b9e3.html."},{"key":"ref_5","unstructured":"Infobip (2025, March 29). Messaging Trends 2025. Available online: https:\/\/www.infobip.com\/messaging-trends-report."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"103211","DOI":"10.1016\/j.jretconser.2022.103211","article-title":"Understanding the user satisfaction and loyalty of customer service chatbots","volume":"71","author":"Hsu","year":"2023","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"104257","DOI":"10.1016\/j.jretconser.2025.104257","article-title":"Recovering customer satisfaction after a chatbot service failure-The effect of gender","volume":"84","author":"Rese","year":"2025","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"103867","DOI":"10.1016\/j.jretconser.2024.103867","article-title":"Assessing the impact of AI-chatbot service quality on user e-brand loyalty through chatbot user trust, experience and electronic word of mouth","volume":"79","author":"Shahzad","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1186\/s40691-021-00270-9","article-title":"Can consumers\u2019 gamified, personalized, and engaging experiences with VR fashion apps increase in-app purchase intention by fulfilling needs?","volume":"8","author":"Lau","year":"2021","journal-title":"Fash. Text."},{"key":"ref_10","first-page":"170","article-title":"Social media enablers and inhibitors: Understanding their relationships in a social networking site context","volume":"49","author":"Sullivan","year":"2019","journal-title":"Int. J. Inf. Manag."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1310","DOI":"10.1108\/IJBM-02-2021-0074","article-title":"Making finance fun: The gamification of personal financial management apps","volume":"39","author":"Buil","year":"2021","journal-title":"Int. J. Bank Mark."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"842","DOI":"10.1080\/10810730.2018.1528317","article-title":"CervixCheck: A Spiritually-Based Text Messaging Intervention to Promote Cervical Cancer Awareness and Pap Test Screening Intention among African-American Women","volume":"23","author":"Le","year":"2018","journal-title":"J. Health Commun."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1016\/j.jadohealth.2018.12.026","article-title":"Short Message Service Reminders to Parents for Increasing Adolescent Human Papillomavirus Vaccination Rates in a Secondary School Vaccine Program: A Randomized Control Trial","volume":"65","author":"Tull","year":"2019","journal-title":"J. Adolesc. Health"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"e428","DOI":"10.1016\/S2214-109X(17)30072-4","article-title":"Mobile phone-delivered reminders and incentives to improve childhood immunisation coverage and timeliness in Kenya (M-SIMU): A cluster randomised controlled trial","volume":"5","author":"Gibson","year":"2017","journal-title":"Lancet Glob. Health"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1080\/1389224X.2019.1629970","article-title":"Farmers\u2019 intention to use text messaging for extension services in Trinidad","volume":"25","author":"Narine","year":"2019","journal-title":"J. Agric. Educ. Ext."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/j.compag.2018.06.015","article-title":"Exploring farmers\u2019 intentions to adopt mobile Short Message Service (SMS) for citizen science in agriculture","volume":"151","author":"Beza","year":"2018","journal-title":"Comput. Electron. Agric."},{"key":"ref_17","first-page":"217","article-title":"Public service reformation: Relationship building by mobile technology","volume":"49","author":"Shareef","year":"2019","journal-title":"Int. J. Inf. Manag."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"25","DOI":"10.4018\/JOEUC.2015100102","article-title":"Influence of SMS advertising on consumer behavioral intention","volume":"27","author":"Lin","year":"2015","journal-title":"J. Organ. End User Comput."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1080\/10864415.2016.1171976","article-title":"Carefulness Matters: Consumer Responses to Short Message Service Advertising","volume":"20","author":"Tseng","year":"2016","journal-title":"Int. J. Electron. Commer."},{"key":"ref_20","first-page":"96","article-title":"Drivers of SMS advertising acceptance: A mixed-methods approach","volume":"13","author":"Bakr","year":"2019","journal-title":"J. Res. Interact. Mark."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"106919","DOI":"10.1016\/j.chb.2021.106919","article-title":"Does SMS advertising still have relevance to increase consumer purchase intention? A hybrid PLS-SEM-neural network modelling approach","volume":"124","author":"Sharma","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Yu, Z., Liu, Y., Yu, Y., Han, H., and Li, Y. (2021). The study on public-interest short message service (Sms) in china during the COVID-19 pandemic: Mobile user survey and content analysis. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18157915"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1007\/s10792-020-01616-w","article-title":"The use of short message service (SMS) to reduce outpatient attendance in ophthalmic clinics during the coronavirus pandemic","volume":"41","author":"Lai","year":"2021","journal-title":"Int. Ophthalmol."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Loubet, P., Czeschan, C., Sintes, M., Sotto, A., and Laureillard, D. (2020). Use of short message service in at-home COVID-19 patient management. BMC Med., 18.","DOI":"10.1186\/s12916-020-01863-9"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1007\/s12525-023-00633-8","article-title":"AI-based chatbots in conversational commerce and their effects on product and price perceptions","volume":"33","author":"Sidlauskiene","year":"2023","journal-title":"Electron. Mark."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1007\/s12525-023-00629-4","article-title":"Chatbot commerce\u2014How contextual factors affect Chatbot effectiveness","volume":"33","author":"Hsu","year":"2023","journal-title":"Electron. Mark."},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Wang, S., Yan, Q., and Wang, L. (2023). Task-oriented vs. social-oriented: Chatbot communication styles in electronic commerce service recovery. Electron. Commer. Res., 1\u201333.","DOI":"10.1007\/s10660-023-09741-1"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1007\/s12599-022-00755-x","article-title":"Opposing Effects of Response Time in Human\u2013Chatbot Interaction: The Moderating Role of Prior Experience","volume":"64","author":"Gnewuch","year":"2022","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"3860","DOI":"10.1108\/IJCHM-10-2020-1244","article-title":"\u201cFind a flight for me, Oscar!\u201d Motivational customer experiences with chatbots","volume":"33","author":"Rubio","year":"2021","journal-title":"Int. J. Contemp. Hosp. Manag."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Yu, Z., Wu, J., Song, X., Fu, W., and Zhai, C. (2022). The Quantitative Research on Behavioral Intention towards 5G Rich Communication Services among University Students. Systems, 10.","DOI":"10.3390\/systems10050136"},{"key":"ref_31","first-page":"100949","article-title":"Understanding travel tracking mobile application usage: An integration of self determination theory and UTAUT2","volume":"42","author":"Medeiros","year":"2022","journal-title":"Tour. Manag. Perspect."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Ryan, R.M., and Deci, E.L. (2019). Brick by Brick: The Origins, Development, and Future of Self-Determination Theory, Elsevier Inc.","DOI":"10.1016\/bs.adms.2019.01.001"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1177\/0734371X211043559","article-title":"The Effects of Innovation Climate on Employee Job Satisfaction and Affective Commitment: Findings from Public Organizations","volume":"43","author":"Demircioglu","year":"2023","journal-title":"Rev. Public Pers. Adm."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"101660","DOI":"10.1016\/j.psychsport.2020.101660","article-title":"Reciprocal relations between autonomous motivation from self-determination theory and social cognition constructs from the theory of planned behavior: A cross-lagged panel design in sport injury prevention","volume":"48","author":"Chan","year":"2020","journal-title":"Psychol. Sport Exerc."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1057","DOI":"10.1002\/aqc.3801","article-title":"The psychological impacts of community-based protected areas","volume":"32","author":"Kockel","year":"2022","journal-title":"Aquat. Conserv. Mar. Freshw. Ecosyst."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1465","DOI":"10.1080\/0267257X.2017.1400994","article-title":"Privacy concerns on social networking sites: A longitudinal study","volume":"33","author":"Kelly","year":"2017","journal-title":"J. Mark. Manag."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/JOEUC.2018010101","article-title":"Seeking health information on social media: A perspective of trust, self-determination, and social support","volume":"30","author":"Li","year":"2018","journal-title":"J. Organ. End User Comput."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1207\/S15327965PLI1104_01","article-title":"The \u201cWhat\u201d and \u201cWhy\u201d of Goal Pursuits: Human Needs and the Self-Determination of Behavior","volume":"11","author":"Deci","year":"2000","journal-title":"Psychol. Inq."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1037\/a0012801","article-title":"Self-determination theory: A macrotheory of human motivation, development, and health","volume":"49","author":"Deci","year":"2008","journal-title":"Can. Psychol."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1006\/ceps.1999.1020","article-title":"Intrinsic and Extrinsic Motivations: Classic Definitions and New Directions","volume":"36","author":"Ryan","year":"2000","journal-title":"Contemp. Educ. Psychol."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1080\/15309576.2017.1400991","article-title":"Examining the Effects of Social Media Use on Job Satisfaction in the Australian Public Service: Testing Self-Determination Theory","volume":"41","author":"Demircioglu","year":"2018","journal-title":"Public Perform. Manag. Rev."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"10705","DOI":"10.1007\/s10639-022-11047-y","article-title":"Integration of personality trait, motivation and UTAUT 2 to understand e-learning adoption in the era of COVID-19 pandemic","volume":"27","author":"Osei","year":"2022","journal-title":"Educ. Inf. Technol."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1086","DOI":"10.1177\/1096348016675926","article-title":"The Effect of Social Networking Sites\u2019 Activities on Customers\u2019 Well-Being","volume":"42","author":"Lee","year":"2018","journal-title":"J. Hosp. Tour. Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"101860","DOI":"10.1016\/j.cedpsych.2020.101860","article-title":"Intrinsic and extrinsic motivation from a self-determination theory perspective: Definitions, theory, practices, and future directions","volume":"61","author":"Ryan","year":"2020","journal-title":"Contemp. Educ. Psychol."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"355","DOI":"10.2307\/248682","article-title":"Message equivocality, media selection, and manager performance: Implications for information systems","volume":"11","author":"Daft","year":"1987","journal-title":"MIS Q."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1016\/j.im.2018.03.006","article-title":"What motivates health information exchange in social media? The roles of the social cognitive theory and perceived interactivity","volume":"55","author":"Lin","year":"2018","journal-title":"Inf. Manag."},{"key":"ref_47","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_48","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1037\/0021-9010.91.2.259","article-title":"The big five personality dimensions and entrepreneurial status: A meta-analytical review","volume":"91","author":"Zhao","year":"2006","journal-title":"J. Appl. Psychol."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/S0148-2963(97)00005-2","article-title":"Adoption of a service innovation in the business market: An empirical test of supply-side variables","volume":"41","author":"Frambach","year":"1998","journal-title":"J. Bus. Res."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1016\/0022-1031(86)90045-4","article-title":"Prediction of goal-directed behavior: Attitudes, intentions, and perceived behavioral control","volume":"22","author":"Ajzen","year":"1986","journal-title":"J. Exp. Soc. Psychol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"982","DOI":"10.1287\/mnsc.35.8.982","article-title":"User Acceptance of Computer Technology: A Comparison of Two Theoretical Models","volume":"35","author":"Davis","year":"1989","journal-title":"Manag. Sci."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"2463","DOI":"10.1007\/s10639-019-10071-9","article-title":"University students\u2019 intention to use search engines for research purposes: A structural equation modeling approach","volume":"25","author":"Lavidas","year":"2020","journal-title":"Educ. Inf. Technol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1108\/10662240510590324","article-title":"Mobile internet acceptance in Korea","volume":"15","author":"Cheong","year":"2005","journal-title":"Internet Res."},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Li, Q. (2020). Healthcare at your fingertips: The acceptance and adoption of mobile medical treatment services among Chinese users. Int. J. Environ. Res. Public Health, 17.","DOI":"10.3390\/ijerph17186895"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"344","DOI":"10.1177\/0735633117713022","article-title":"What Leads to Player\u2019s Enjoyment and Achievement in a Mobile Learning Game?","volume":"56","author":"Touati","year":"2018","journal-title":"J. Educ. Comput. Res."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"418","DOI":"10.1016\/j.chb.2015.05.021","article-title":"Relating motivation to information and communication technology acceptance: Self-determination theory perspective","volume":"51","author":"Lee","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref_57","first-page":"107","article-title":"Understanding mobile health service use: An investigation of routine and emergency use intentions","volume":"45","author":"Liu","year":"2019","journal-title":"Int. J. Inf. Manag."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"104775","DOI":"10.1016\/j.ijmedinf.2022.104775","article-title":"An empirical study on factors influencing consumers\u2019 motivation towards teleconsultation system use. A preliminary report about the Sehha application from Saudi Arabia","volume":"163","author":"Almathami","year":"2022","journal-title":"Int. J. Med. Inform."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1007\/s12144-009-9043-4","article-title":"The effects of social identity and perceived autonomy support on health behaviour within the theory of planned behaviour","volume":"28","author":"Chatzisarantis","year":"2009","journal-title":"Curr. Psychol."},{"key":"ref_60","first-page":"1003","article-title":"Investigating the influence of intrinsic motivation on behavioral intention and actual use of technology in moodle platforms","volume":"15","author":"Raman","year":"2022","journal-title":"Int. J. Instr."},{"key":"ref_61","first-page":"239","article-title":"Moocs adoption in higher education: A management perspective","volume":"23","author":"Khalid","year":"2021","journal-title":"Pol. J. Manag. Stud."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"591","DOI":"10.1007\/s10639-018-9784-5","article-title":"An investigation of motivation and experience in virtual learning environments: A self-determination theory","volume":"24","author":"Huang","year":"2019","journal-title":"Educ. Inf. Technol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"106523","DOI":"10.1016\/j.chb.2020.106523","article-title":"Running on a social exercise platform: Applying self-determination theory to increase motivation to participate in a sporting event","volume":"114","author":"Tsai","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"105295","DOI":"10.1016\/j.aap.2019.105295","article-title":"Formative research identifying message strategies for a campus bicycle safety campaign using self-determination theory and the social norms approach","volume":"133","author":"Grayson","year":"2019","journal-title":"Accid. Anal. Prev."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"964","DOI":"10.1016\/j.tele.2017.09.009","article-title":"Predicting the acceptance of MOOCs in a developing country: Application of task-technology fit model, social motivation, and self-determination theory","volume":"35","author":"Khan","year":"2018","journal-title":"Telemat. Inform."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/j.chb.2016.11.020","article-title":"Mobile-Based Assessment: Integrating acceptance and motivational factors into a combined model of Self-Determination Theory and Technology Acceptance","volume":"68","author":"Nikou","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1379","DOI":"10.1007\/s11618-021-01042-3","article-title":"Students\u2019 motivation and continued intention with online self-regulated learning: A self-determination theory perspective","volume":"24","author":"Luo","year":"2021","journal-title":"Z. Fur Erzieh."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1287\/isre.14.1.47.14767","article-title":"Informational influence in organizations: An integrated approach to knowledge adoption","volume":"14","author":"Sussman","year":"2003","journal-title":"Inf. Syst. Res."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"21582440221114325","DOI":"10.1177\/21582440221114325","article-title":"Factors Influencing School Teachers\u2019 Continuous Usage Intention of Using VR Technology for Classroom Teaching","volume":"12","author":"Du","year":"2022","journal-title":"SAGE OPEN"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1195","DOI":"10.1007\/s10660-021-09460-5","article-title":"Experiences in consumer flow in online supermarkets","volume":"22","year":"2022","journal-title":"Electron. Commer. Res."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1080\/01463373.2010.525702","article-title":"Teenagers\u2019 use of MSN features, discussion topics, and online friendship development: The impact of media richness and communication control","volume":"59","author":"Sheer","year":"2011","journal-title":"Commun. Q."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"599","DOI":"10.1016\/j.compedu.2008.11.002","article-title":"Impact of media richness and flow on e-learning technology acceptance","volume":"52","author":"Liu","year":"2009","journal-title":"Comput. Educ."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.compedu.2014.08.011","article-title":"Exploring the antecedents of screenshot-based interactions in the context of advanced computer software learning","volume":"80","author":"Huang","year":"2015","journal-title":"Comput. Educ."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1016\/j.jhtm.2021.09.014","article-title":"Understanding the role of atmospheric cues of travel apps: A synthesis between media richness and stimulus\u2013organism\u2013response theory","volume":"49","author":"Wu","year":"2021","journal-title":"J. Hosp. Tour. Manag."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"21582440211061379","DOI":"10.1177\/21582440211061379","article-title":"Predicting Chinese University Students\u2019 E-Learning Acceptance and Self-Regulation in Online English Courses: Evidence From Emergency Remote Teaching (ERT) During COVID-19","volume":"11","author":"Zhou","year":"2021","journal-title":"SAGE Open"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"810","DOI":"10.1016\/j.eswa.2014.07.050","article-title":"Design and application of augmented reality query-answering system in mobile phone information navigation","volume":"42","author":"Lin","year":"2015","journal-title":"Expert Syst. Appl."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"121468","DOI":"10.1016\/j.techfore.2021.121468","article-title":"Using cloud-based virtual learning environments to mitigate increasing disparity in urban-rural academic competence","volume":"176","author":"Safdar","year":"2022","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1108\/14684521111161936","article-title":"User attitudes toward dedicated e-book readers for reading: The effects of convenience, compatibility and media richness","volume":"35","author":"Lai","year":"2011","journal-title":"Online Inf. Rev."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"103658","DOI":"10.1016\/j.csi.2022.103658","article-title":"Influencing factors of mobile instant messaging applications between single- and multi-platform use cases","volume":"83","author":"Huang","year":"2023","journal-title":"Comput. Stand. Interfaces"},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"29085","DOI":"10.1109\/ACCESS.2019.2899343","article-title":"An investigation into patient privacy disclosure in online medical platforms","volume":"7","author":"Feng","year":"2019","journal-title":"IEEE Access"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1016\/j.jbusres.2012.07.004","article-title":"Towards a theoretical framework of motivations and interactivity for using IPTV","volume":"66","author":"Kim","year":"2013","journal-title":"J. Bus. Res."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1016\/j.chb.2014.10.050","article-title":"Social media adoption: The role of media needs and innovation characteristics","volume":"43","author":"Zolkepli","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.intmar.2020.01.001","article-title":"Are Digital Menus Really Better than Traditional Menus? The Mediating Role of Consumption Visions and Menu Enjoyment","volume":"50","author":"Yim","year":"2020","journal-title":"J. Interact. Mark."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1080\/16184742.2014.880496","article-title":"Effects of perceived interactivity and web organization on user attitudes","volume":"14","author":"Ahn","year":"2014","journal-title":"Eur. Sport Manag. Q."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"996","DOI":"10.1093\/her\/cyv056","article-title":"Influence of perceived interactivity of a sexual health text message service on young people\u2019s attitudes, satisfaction and repeat use","volume":"30","author":"Willoughby","year":"2015","journal-title":"Health Educ. Res."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"156","DOI":"10.1080\/0144929X.2011.603360","article-title":"Smart TV: Are they really smart in interacting with people? Understanding the interactivity of Korean Smart TV","volume":"32","author":"Shin","year":"2013","journal-title":"Behav. Inf. Technol."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1108\/OIR-12-2016-0344","article-title":"Social media environments effect on perceived interactivity: An empirical investigation from WeChat moments","volume":"43","author":"Xu","year":"2019","journal-title":"Online Inf. Rev."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1177\/02666669221114649","article-title":"The predictors of mobile government services adoption through social media: A case of Chinese citizens","volume":"40","author":"Fu","year":"2022","journal-title":"Inf. Dev."},{"key":"ref_89","first-page":"355","article-title":"Antecedents and consequences of user engagement in smartphone travel apps","volume":"2","author":"Ali","year":"2021","journal-title":"J. Hosp. Tour. Technol."},{"key":"ref_90","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_91","doi-asserted-by":"crossref","first-page":"1170","DOI":"10.1108\/IntR-04-2016-0087","article-title":"Why do people switch mobile platforms? The moderating role of habit","volume":"27","author":"Lin","year":"2017","journal-title":"Internet Res."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"102595","DOI":"10.1016\/j.ijhm.2020.102595","article-title":"Quality of virtual reality and its impacts on behavioral intention","volume":"90","author":"Lee","year":"2020","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"1422","DOI":"10.1080\/14783363.2021.1962704","article-title":"Examining drivers affecting E-learning system quality during COVID-19","volume":"33","author":"Elbadrawy","year":"2022","journal-title":"Total Qual. Manag. Bus. Excell."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1002\/hfm.20548","article-title":"Predicting the intention to use a web-based learning system: Perceived content quality, anxiety, perceived system quality, image, and the technology acceptance model","volume":"24","author":"Calisir","year":"2014","journal-title":"Hum. Factors Ergon. Manuf."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1177\/0961000617726123","article-title":"Modelling digital library success using the DeLone and McLean information system success model","volume":"51","author":"Alzahrani","year":"2019","journal-title":"J. Librariansh. Inf. Sci."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1108\/ITSE-02-2021-0034","article-title":"Factors affecting students\u2019 online behavioral intention in using discussion forum","volume":"19","author":"Wut","year":"2022","journal-title":"Interact. Technol. Smart Educ."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"04020023","DOI":"10.1061\/(ASCE)CO.1943-7862.0001792","article-title":"Mediating Effect of Risk Propensity between Personality Traits and Unsafe Behavioral Intention of Construction Workers","volume":"146","author":"Zhang","year":"2020","journal-title":"J. Constr. Eng. Manag."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"S67","DOI":"10.1002\/per.482","article-title":"Evidence of Cross-Cultural Invariance of the Big Five Personality Dimensions in Work Settings","volume":"17","author":"Salgado","year":"2003","journal-title":"Eur. J. Personal."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"1921","DOI":"10.1016\/j.chb.2006.02.003","article-title":"Differences that do matter: A dialectic analysis of individual characteristics and personality dimensions contributing to computer anxiety","volume":"23","author":"Korukonda","year":"2007","journal-title":"Comput. Hum. Behav."},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Denden, M., Tlili, A., Abed, M., Bozkurt, A., Huang, R., and Burgos, D. (2022). To Use or Not to Use: Impact of Personality on the Intention of Using Gamified Learning Environments. Electronics, 11.","DOI":"10.3390\/electronics11121907"},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"677","DOI":"10.1108\/IJRDM-08-2020-0299","article-title":"How do consumers perceive mobile self-checkout in fashion retail stores?","volume":"50","author":"Liang","year":"2022","journal-title":"Int. J. Retail Distrib. Manag."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1016\/j.giq.2018.06.003","article-title":"Digital divide at individual level: Evidence for Eastern and Western European countries","volume":"35","author":"Chipeva","year":"2018","journal-title":"Gov. Inf. Q."},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"111450","DOI":"10.1016\/j.paid.2021.111450","article-title":"Modeling consumers\u2019 information acquisition and 5G technology utilization: Is personality relevant?","volume":"188","author":"Irfan","year":"2022","journal-title":"Personal. Individ. Differ."},{"key":"ref_104","first-page":"34","article-title":"Innovation characteristics influencing veterans\u2019 adoption of E-government services","volume":"54","author":"Illia","year":"2014","journal-title":"J. Comput. Inf. Syst."},{"key":"ref_105","first-page":"458","article-title":"Factors influencing intention to use e-government services among citizens in Malaysia","volume":"29","author":"Lean","year":"2009","journal-title":"Int. J. Inf. Manag."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1287\/serv.2015.0110","article-title":"Organizational buyers\u2019 acceptance of electronic procurement services-an empirical investigation in Indian firms","volume":"7","author":"Ramkumar","year":"2015","journal-title":"Serv. Sci."},{"key":"ref_107","unstructured":"Strauss, A., and Corbin, J. (1998). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory, SAGE Publications."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"1877","DOI":"10.1080\/08870446.2023.2269400","article-title":"Blame others but hurt yourself: Blaming or sympathetic attitudes toward victims of COVID-19 and how it alters one\u2019s health status","volume":"39","author":"Lou","year":"2023","journal-title":"Psychol. Health"},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"1087","DOI":"10.1002\/cb.2262","article-title":"Getting away from death fear: How disease threat drives consumers\u2019 colorfulness seeking","volume":"23","author":"Yi","year":"2024","journal-title":"J. Consum. Behav."},{"key":"ref_110","first-page":"261","article-title":"How does artificial intelligence (AI) enhance hospitality employee innovation? The roles of exploration, AI trust, and proactive personality","volume":"33","author":"Kong","year":"2024","journal-title":"J. Hosp. Mark. Manag."},{"key":"ref_111","unstructured":"Hair, J., Hult, G., Ringle, C.M., and Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), SAGE Publications."},{"key":"ref_112","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_113","doi-asserted-by":"crossref","first-page":"59","DOI":"10.2307\/25148781","article-title":"Assimilation of Enterprise Systems: The Effect of Institutional Pressures and the Mediating Role of Top Management","volume":"31","author":"Liang","year":"2007","journal-title":"MIS Q."},{"key":"ref_114","first-page":"3","article-title":"A critical look at the use of PLS-SEM in MIS quarterly","volume":"36","author":"Ringle","year":"2012","journal-title":"MIS Q. Manag. Inf. Syst."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1002\/(SICI)1097-0266(199902)20:2<195::AID-SMJ13>3.0.CO;2-7","article-title":"Use of partial least squares (PLS) in strategic management research: A review of four recent studies","volume":"20","author":"Hulland","year":"1999","journal-title":"Strateg. Manag. J."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1007\/BF02723327","article-title":"On the evaluation of structural equation models","volume":"16","author":"Bagozzi","year":"1988","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"17","DOI":"10.2307\/3250957","article-title":"An empirical investigation of the factors affecting data warehousing success","volume":"25","author":"Wixom","year":"2001","journal-title":"MIS Q. Manag. Inf. Syst."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1177\/002224378101800104","article-title":"Evaluating structural equation models with unobservable variables","volume":"18","author":"Fornell","year":"1981","journal-title":"J. Mark. Res."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"139","DOI":"10.2753\/MTP1069-6679190202","article-title":"PLS-SEM: Indeed a silver bullet","volume":"19","author":"Hair","year":"2011","journal-title":"J. Mark. Theory Pract."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1287\/isre.14.2.189.16018","article-title":"A partial least squares latent variable modeling approach for measuring interaction effects: Results from a Monte Carlo simulation study and an electronic-mail emotion\/adoption study","volume":"14","author":"Chin","year":"2003","journal-title":"Inf. Syst. Res."},{"key":"ref_121","first-page":"5","article-title":"Structural Equation Modeling in Information Systems Research Using Partial Least Squares","volume":"11","author":"Urbach","year":"2010","journal-title":"J. Inf. Technol. Theory Appl. (JITTA)"},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"4795","DOI":"10.1007\/s10639-021-10497-0","article-title":"Factors influencing instructors\u2019 intentions to use information technologies in higher education amid the pandemic","volume":"26","author":"Sahin","year":"2021","journal-title":"Educ. Inf. Technol."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1207\/s15327841mpee1003_4","article-title":"Development and initial validation of a measure of autonomy, competence, and relatedness in exercise: The Basic Psychological Needs in Exercise Scale","volume":"10","author":"Vlachopoulos","year":"2006","journal-title":"Meas. Phys. Educ. Exerc. Sci."},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1348\/000709904X22359","article-title":"A test of self-determination theory in school physical education","volume":"75","author":"Standage","year":"2005","journal-title":"Br. J. Educ. Psychol."},{"key":"ref_125","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1037\/0022-3514.79.3.367","article-title":"Within-Person Variation in Security of Attachment: A Self-Determination Theory Perspective on Attachment, Need Fulfillment, and Well-Being","volume":"79","author":"Ryan","year":"2000","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"981","DOI":"10.1348\/096317909X481382","article-title":"Capturing autonomy, competence, and relatedness at work: Construction and initial validation of the Work-related Basic Need Satisfaction scale","volume":"83","author":"Vansteenkiste","year":"2010","journal-title":"J. Occup. Organ. Psychol."},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.compedu.2012.10.020","article-title":"Evolution of online discussion forum richness according to channel expansion theory: A longitudinal panel data analysis","volume":"62","author":"Fernandez","year":"2013","journal-title":"Comput. Educ."},{"key":"ref_128","doi-asserted-by":"crossref","first-page":"153","DOI":"10.2307\/257090","article-title":"Channel expansion theory and the experiential nature of media richness perceptions","volume":"42","author":"Carlson","year":"1999","journal-title":"Acad. Manag. J."},{"key":"ref_129","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1007\/s10726-006-9047-5","article-title":"Role-based experiences, media perceptions, and knowledge transfer success in virtual dyads","volume":"15","author":"Hasty","year":"2006","journal-title":"Group Decis. Negot."},{"key":"ref_130","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1007\/s10660-007-9009-2","article-title":"Investigating antecedents of technology acceptance of initial eCRM users beyond generation X and the role of self-construal","volume":"7","author":"Chen","year":"2007","journal-title":"Electron. Commer. Res."},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"207","DOI":"10.2501\/jar-43-2-207-216","article-title":"Developing a scale to measure the interactivity of websites","volume":"43","author":"Liu","year":"2003","journal-title":"J. Advert. Res."},{"key":"ref_132","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.jbusres.2019.11.010","article-title":"Determinants of users\u2019 continuance intention toward digital innovations: Are late adopters different?","volume":"115","author":"Jahanmir","year":"2020","journal-title":"J. Bus. Res."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1287\/isre.1050.0042","article-title":"A theoretical integration of user satisfaction and technology acceptance","volume":"16","author":"Wixom","year":"2005","journal-title":"Inf. Syst. Res."},{"key":"ref_134","unstructured":"John, O.P., and Srivastava, S. (2008). The Big Five Trait Taxonomy: History, Measurement, and Theoretical Perspectives, Guilford Press."},{"key":"ref_135","doi-asserted-by":"crossref","first-page":"125","DOI":"10.2307\/249443","article-title":"Personal Computing: Toward a Conceptual Model of Utilization","volume":"15","author":"Thompson","year":"1991","journal-title":"MIS Q."},{"key":"ref_136","doi-asserted-by":"crossref","first-page":"997","DOI":"10.1108\/IJBM-07-2016-0099","article-title":"Determinants of consumers\u2019 intention to adopt mobile banking services in Zimbabwe","volume":"35","author":"Makanyeza","year":"2017","journal-title":"Int. J. Bank Mark."},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1108\/IntR-11-2016-0348","article-title":"What drives users\u2019 intentions to purchase a GPS Navigation app: The moderating role of perceived availability of free substitutes","volume":"28","author":"Wang","year":"2018","journal-title":"Internet Res."},{"key":"ref_138","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1080\/00913367.1987.10673058","article-title":"An investigation of factors underlying attitude-toward-advertising-in-general","volume":"16","author":"Muehling","year":"1987","journal-title":"J. Advert."},{"key":"ref_139","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."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/2\/83\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:21:52Z","timestamp":1760030512000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/2\/83"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,25]]},"references-count":139,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025,6]]}},"alternative-id":["jtaer20020083"],"URL":"https:\/\/doi.org\/10.3390\/jtaer20020083","relation":{},"ISSN":["0718-1876"],"issn-type":[{"value":"0718-1876","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,25]]}}}