{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T20:10:16Z","timestamp":1778616616303,"version":"3.51.4"},"reference-count":72,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2025,11,23]],"date-time":"2025-11-23T00:00:00Z","timestamp":1763856000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Zhejiang Province Key Research and Development Plan","award":["2024C01210"],"award-info":[{"award-number":["2024C01210"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Due to the limitations of general-purpose generative artificial intelligence (GenAI) platforms in meeting the needs of fashion design, AI-based integrated fashion design platforms (AIIFDP) have emerged as a more suitable solution. As the next generation of designers, fashion design students play a pivotal role in shaping the optimization and promotion of AIIFDP. However, research on their continuance intention toward such platforms remains limited. This study constructs an integrated model by combining the Unified Theory of Acceptance and Use of Technology (UTAUT) with the Expectation-Confirmation Model (ECM), and extending it with variables such as personal innovativeness, habit, and perceived intelligence. Using a multi-stage SEM-ANN analysis, the study empirically analyzed data from 486 questionnaires completed by fashion design students in China. The results suggest that satisfaction is the most significant positive factor influencing continuance intention. Moreover, performance expectancy, social influence, perceived intelligence, and habit also exert significant effects. This study broadens the segmented perspective on the application of GenAI in design education and validates the applicability of the extended UTAUT-ECM model in the context of AIIFDP. It also provides theoretical foundations and multi-level strategic recommendations for optimizing AIIFDP products and guiding their integration into educational practices.<\/jats:p>","DOI":"10.3390\/systems13121058","type":"journal-article","created":{"date-parts":[[2025,11,24]],"date-time":"2025-11-24T09:02:07Z","timestamp":1763974927000},"page":"1058","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Fashioning the Future with AI: Technology Acceptance and Expectation Confirmation of Integrated Design Platforms in Chinese Fashion Design Education"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-6319-5086","authenticated-orcid":false,"given":"Xinjie","family":"Huang","sequence":"first","affiliation":[{"name":"College of Textile Science and Engineering, International Institute of Silk, Zhejiang Sci-Tech University, Hangzhou 310018, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhicheng","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Fashion Design & Engineering, Zhejiang Sci-Tech University, Hangzhou 311103, China"},{"name":"Digital Intelligence Style and Creative Design Research Center, Key Research Center of Philosophy and Social Sciences, Zhejiang Sci-Tech University, Hangzhou 311103, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jixu","family":"Hao","sequence":"additional","affiliation":[{"name":"School of Fashion Design & Engineering, Zhejiang Sci-Tech University, Hangzhou 311103, China"},{"name":"Digital Intelligence Style and Creative Design Research Center, Key Research Center of Philosophy and Social Sciences, Zhejiang Sci-Tech University, Hangzhou 311103, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hangyu","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Fashion Design & Engineering, Zhejiang Sci-Tech University, Hangzhou 311103, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rongrong","family":"Cui","sequence":"additional","affiliation":[{"name":"School of Fashion Design & Engineering, Zhejiang Sci-Tech University, Hangzhou 311103, China"},{"name":"Digital Intelligence Style and Creative Design Research Center, Key Research Center of Philosophy and Social Sciences, Zhejiang Sci-Tech University, Hangzhou 311103, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,11,23]]},"reference":[{"key":"ref_1","unstructured":"Harreis, H., Koullias, T., Roberts, R., and Te, K. (2025, March 15). Generative AI: Unlocking the Future of Fashion. Available online: https:\/\/www.mckinsey.com\/industries\/retail\/our-insights\/generative-ai-unlocking-the-future-of-fashion."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Wu, D., Yu, Z., Ma, N., Jiang, J., Wang, Y., Zhou, G., Deng, H., and Li, Y. (2023, January 23\u201328). StyleMe: Towards Intelligent Fashion Generation with Designer Style. Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, Hamburg, Germany.","DOI":"10.1145\/3544548.3581377"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"654","DOI":"10.3390\/jtaer19010035","article-title":"Unlocking the Potential of Artificial Intelligence in Fashion Design and E-Commerce Applications: The Case of Midjourney","volume":"19","author":"Zhang","year":"2024","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Ryjov, A., Kazaryan, V., Golub, A., and Egorova, A. (2024). Towards Enhanced Creativity in Fashion: Integrating Generative Models with Hybrid Intelligence. Front. Artif. Intell., 7.","DOI":"10.3389\/frai.2024.1460217"},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Lee, J., and Suh, S. (2024). AI Technology Integrated Education Model for Empowering Fashion Design Ideation. Sustainability, 16.","DOI":"10.3390\/su16177262"},{"key":"ref_6","unstructured":"Randall, J. (2025, February 28). How Fashion Schools Are Tackling AI\u2019s Blind Spots. Available online: https:\/\/www.businessoffashion.com\/articles\/technology\/fashion-schools-ai-bias-diversity\/."},{"key":"ref_7","first-page":"191","article-title":"Study on the Factors Affecting the Behavioral Intention of Students Majoring in Art Design to Use Aigc Aided Design","volume":"16","author":"Zhong","year":"2024","journal-title":"Panyapiwat J."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"10285","DOI":"10.1080\/10447318.2024.2432759","article-title":"Explore the Fashion Industry\u2019s Behavioral Intention to Use Artificial Intelligence Generated Content Tools Based on the UTAUT Model","volume":"41","author":"Li","year":"2024","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Deng, H., Jiang, J., Yu, Z., Ouyang, J., and Wu, D. (2024, January 5\u20139). CrossGAI: A Cross-Device Generative AI Framework for Collaborative Fashion Design. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, Melbourne, VIC, Australia.","DOI":"10.1145\/3643542"},{"key":"ref_10","unstructured":"(2025, November 16). Weaving AI into Creativity Sparks Fashion Revolution; The World\u2019s First Designer-Led AI System AiDA Officially Launches International Brand ANTEPRIMA and Six Fashion Designer Brands Showcase Their Latest Collections Using AiDA. Available online: https:\/\/www.polyu.edu.hk\/en\/media\/media-releases\/2022\/1220_weaving-ai-into-creativity-sparks-fashion-revolution\/?utm_source=chatgpt.com."},{"key":"ref_11","unstructured":"(2025, November 16). Nanshan Enterprise\u2019s AI Fashion Design Software \u201cLOOK AI\u201d Made Its Debut at the Cultural Expo, Interpreting \u201cHow AI Is Changing the Fashion Design Industry\u201d, (In Chinese)."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Wu, D., Wu, M., Li, Y., Jiang, J., Li, X., Deng, H., Liu, C., and Li, Y. (2024, January 11\u201316). StyleWe: Towards Style Fusion in Generative Fashion Design with Efficient Federated AI. Proceedings of the ACM on Human-Computer Interaction, Honolulu, HI, USA.","DOI":"10.1145\/3687054"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1007\/s10798-024-09897-3","article-title":"The Influence of Subjective Knowledge, Technophobia and Perceived Enjoyment on Design Students\u2019 Intention to Use Artificial Intelligence Design Tools","volume":"35","author":"Wang","year":"2025","journal-title":"Int. J. Technol. Des. Educ."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"135469","DOI":"10.1109\/ACCESS.2024.3424946","article-title":"Persist Or Abandon? Exploring Chinese Users\u2019 Continuance Intentions Toward AI Painting Tools","volume":"12","author":"Xu","year":"2024","journal-title":"IEEE Access"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"2218","DOI":"10.3390\/jtaer19030108","article-title":"Exploring Consumer Acceptance of AI-Generated Advertisements: From the Perspectives of Perceived Eeriness and Perceived Intelligence","volume":"19","author":"Gu","year":"2024","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Yu, X., Yang, Y., and Li, S. (2024). Users\u2019 Continuance Intention towards an AI Painting Application: An Extended Expectation Confirmation Model. PLoS ONE, 19.","DOI":"10.1371\/journal.pone.0301821"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"8190","DOI":"10.1007\/s12144-024-07193-w","article-title":"Exploring the Usage Behavior of Generative Artificial Intelligence: A Case Study of ChatGPT with Insights into the Moderating Effects of Habit and Personal Innovativeness","volume":"44","author":"Wu","year":"2025","journal-title":"Curr. Psychol."},{"key":"ref_18","unstructured":"Peng, X., Li, J., and Li, W. (July, January 29). The Influencing Factors of Young Designers\u2019 Intentions to Continue Using Artificial Intelligence Generated Content Platforms. Proceedings of the 26th International Conference on Human-Computer Interaction, Washington, DC, USA."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"6339","DOI":"10.1007\/s00146-025-02390-y","article-title":"The Roles of Cooperative Attitude, Personal Innovativeness, and Anxiety in AI Adoption within the Design Community","volume":"40","author":"Kuo","year":"2025","journal-title":"AI Soc."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"666","DOI":"10.5850\/JKSCT.2023.47.4.666","article-title":"An AI-Based Clothing Design Process Applied to an Industry-University Fashion Design Class","volume":"47","author":"An","year":"2023","journal-title":"J. Korean Soc. Cloth. Text."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Fan, P., and Jiang, Q. (2024). Exploring the Factors Influencing Continuance Intention to Use AI Drawing Tools: Insights from Designers. Systems, 12.","DOI":"10.3390\/systems12030068"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1064","DOI":"10.1080\/10447318.2024.2310354","article-title":"A Study on Factors Influencing Designers\u2019 Behavioral Intention in Using AI-Generated Content for Assisted Design: Perceived Anxiety, Perceived Risk, and UTAUT","volume":"41","author":"Li","year":"2025","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1080\/10447318.2024.2311975","article-title":"Exploring the Perceptions and Continuance Intention of AI-Based Text-to-Image Technology in Supporting Design Ideation","volume":"41","author":"Liu","year":"2025","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_24","first-page":"25","article-title":"Understanding Fashion Designers\u2019 Behavior Using Generative AI for Early-Stage Concept Ideation and Revision","volume":"37","author":"Jin","year":"2024","journal-title":"Arch. Des. Res."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Jiang, Q., Qian, J., and Zang, Y. (Kybernetes, 2024). To Acknowledge or Conceal: An Exploratory Study on Designers\u2019 Self-Determination Factors and Attitudes toward Artificial Intelligence Participation in Their Works, Kybernetes, in press.","DOI":"10.1108\/K-02-2024-0471"},{"key":"ref_26","unstructured":"Mills, J. (2025, February 28). Embracing Generative AI in Fashion Education. Available online: https:\/\/nationalcentreforai.jiscinvolve.org\/wp\/2024\/08\/21\/embracing-generative-ai-in-fashion-education\/."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"157","DOI":"10.2307\/41410412","article-title":"Consumer Acceptance 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_28","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1016\/j.jbi.2009.07.002","article-title":"The Technology Acceptance Model: Its Past and Its Future in Health Care","volume":"43","author":"Holden","year":"2010","journal-title":"J. Biomed. Inform."},{"key":"ref_29","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_30","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1057\/s41599-023-01845-1","article-title":"Understanding Continuance Intention of Artificial Intelligence (AI)-Enabled Mobile Banking Applications: An Extension of AI Characteristics to an Expectation Confirmation Model","volume":"10","author":"Lee","year":"2023","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1108\/FS-10-2021-0207","article-title":"Tourists\u2019 Post-Adoption Continuance Intentions of Chatbots: Integrating Task\u2013Technology Fit Model and Expectation\u2013Confirmation Theory","volume":"25","author":"Dhiman","year":"2023","journal-title":"Foresight"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1002\/cb.2228","article-title":"Expectations and beyond: The Nexus of AI Instrumentality and Brand Credibility in Voice Assistant Retention Using Extended Expectation-confirmation Model","volume":"23","author":"Ghazali","year":"2024","journal-title":"J. Consum. Behav."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"22","DOI":"10.29379\/jedem.v15i1.786","article-title":"Understanding the Intention to Use LAPOR Application as E-Democracy in Indonesia: An Integrating ECM and UTAUT Perspective","volume":"15","author":"Huda","year":"2023","journal-title":"JeDEM-Ejournal Edemocracy Open Gov."},{"key":"ref_34","first-page":"1","article-title":"An Integrated Model Combining ECM and UTAUT to Explain Users\u2019 Post-Adoption Behaviour towards Mobile Payment Systems","volume":"24","author":"Singh","year":"2020","journal-title":"Australas. J. Inf. Syst."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Tian, X.F., and Wu, R.Z. (2022). Determinants of the Mobile Health Continuance Intention of Elders with Chronic Diseases: An Integrated Framework of ECM-ISC and UTAUT. Int. J. Environ. Res. Public Health, 19.","DOI":"10.3390\/ijerph19169980"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"2096","DOI":"10.1108\/INTR-10-2022-0807","article-title":"Understanding Users\u2019 Voice Assistant Exploration Intention: Unraveling the Differential Mechanisms of the Multiple Dimensions of Perceived Intelligence","volume":"34","author":"Zhao","year":"2024","journal-title":"Internet Res."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1108\/JSTPM-12-2020-0168","article-title":"Using the UTAUT, Personal Innovativeness and Perceived Financial Cost to Examine Student\u2019s Intention to Use E-Learning","volume":"13","author":"Twum","year":"2022","journal-title":"J. Sci. Technol. Policy Manag."},{"key":"ref_38","first-page":"4985","article-title":"Determinants of Using AI-Based Chatbots for Knowledge Sharing: Evidence from PLS-SEM and Fuzzy Sets (fsQCA)","volume":"71","author":"AlQudah","year":"2023","journal-title":"IEEE Trans. Eng. Manag."},{"key":"ref_39","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_40","doi-asserted-by":"crossref","unstructured":"Tian, W., Ge, J., Zhao, Y., and Zheng, X. (2024). AI Chatbots in Chinese Higher Education: Adoption, Perception, and Influence among Graduate Students\u2014An Integrated Analysis Utilizing UTAUT and ECM Models. Front. Psychol., 15.","DOI":"10.3389\/fpsyg.2024.1268549"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1080\/09537325.2019.1655537","article-title":"The Moderating Effects of Gender on Customer Satisfaction and Continuance Intention in Mobile Commerce: A UTAUT-Based Perspective","volume":"32","year":"2020","journal-title":"Technol. Anal. Strateg. Manag."},{"key":"ref_42","first-page":"5479215","article-title":"Factors Affecting Learners\u2019 Adoption of an Educational Metaverse Platform: An Empirical Study Based on an Extended UTAUT Model","volume":"2022","author":"Teng","year":"2022","journal-title":"Mob. Inf. Syst."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Jiang, S., Numtong, K., and Asavaratana, W. (2025). Toward Sustained Interaction: Investigating the Drivers of Continued Use of AI Chatbots for Language Learning in Confucius Institutes. Front. Educ., 10.","DOI":"10.3389\/feduc.2025.1656204"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"844","DOI":"10.1111\/bjet.13233","article-title":"Incorporating AI and Learning Analytics to Build Trustworthy Peer Assessment Systems","volume":"53","author":"Darvishi","year":"2022","journal-title":"Br. J. Educ. Technol."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1287\/isre.9.2.204","article-title":"A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology","volume":"9","author":"Agarwal","year":"1998","journal-title":"Inf. Syst. Res."},{"key":"ref_46","first-page":"501","article-title":"Effect of Performance Expectancy and Effort Expectancy on the Mobile Commerce Adoption Intention through Personal Innovativeness among Pakistani Consumers","volume":"12","author":"Sair","year":"2018","journal-title":"Pak. J. Commer. Soc. Sci."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"705","DOI":"10.2307\/25148817","article-title":"How Habit Limits the Predictive Power of Intention: The Case of Information Systems Continuance","volume":"31","author":"Limayem","year":"2007","journal-title":"MIS Q."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1002\/mar.22124","article-title":"Algorithm Fashion Designer? Ascribed Mind and Perceived Design Expertise of AI versus Human","volume":"42","author":"Lee","year":"2025","journal-title":"Psychol. Mark."},{"key":"ref_49","unstructured":"(2025, November 16). Zhejiang Is Making Efforts to Promote the Digital Transformation of Its Textile and Garment Industry Through Supply and Demand Collaboration and AI Empowerment. (In Chinese)."},{"key":"ref_50","unstructured":"(2025, November 16). The Digital Transformation Forum of the Clothing Industry Was Held in Changshu, (In Chinese)."},{"key":"ref_51","unstructured":"(2025, November 16). Shanghai Leads the Digital Wave of Fashion, and the Global Fashion Week Vitality Index Was Released in Shanghai. (In Chinese)."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Isabona, J., Imoize, A.L., Ojo, S., Olukayode, K., Kim, Y., Lee, C.-C., and Li, C.-T. (2022). Development of a Multilayer Perceptron Neural Network for Optimal Predictive Modeling in Urban Microcellular Radio Environments. Appl. Sci., 12.","DOI":"10.3390\/app12115713"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"114803","DOI":"10.1016\/j.eswa.2021.114803","article-title":"Neural Network Modeling of Consumer Satisfaction in Mobile Commerce: An Empirical Analysis","volume":"175","year":"2021","journal-title":"Expert Syst. Appl."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"113477","DOI":"10.1016\/j.eswa.2020.113477","article-title":"Wearable Payment: A Deep Learning-Based Dual-Stage SEM-ANN Analysis","volume":"157","author":"Lee","year":"2020","journal-title":"Expert Syst. Appl."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.eswa.2016.04.015","article-title":"Mobile Technology Acceptance Model: An Investigation Using Mobile Users to Explore Smartphone Credit Card","volume":"59","author":"Ooi","year":"2016","journal-title":"Expert Syst. Appl."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Liu, C., Yang, L., Dong, X., and Li, X. (2025). Factors Influencing Generative AI Usage Intention in China: Extending the Acceptance\u2013Avoidance Framework with Perceived AI Literacy. Systems, 13.","DOI":"10.3390\/systems13080639"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"2673","DOI":"10.1080\/10447318.2022.2084036","article-title":"Examining the Impact of Psychological, Social, and Quality Factors on the Continuous Intention to Use Virtual Meeting Platforms During and beyond COVID-19 Pandemic: A Hybrid SEM-ANN Approach","volume":"39","author":"Arpaci","year":"2023","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Yu, X., Hu, Y., and Hu, Y. (2025). Pre-Service Teachers\u2019 Acceptance of ClassroomRescue VR: A Virtual Reality Tool for First Aid Skills Training in K-12 Classrooms. Int. J. Hum.-Comput. Interact., 1\u201314.","DOI":"10.1080\/10447318.2025.2505776"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"5316","DOI":"10.1080\/10447318.2024.2359226","article-title":"The Influence of Interactivity, Aesthetic, Creativity and Vividness on Consumer Purchase of Virtual Clothing: The Mediating Effect of Satisfaction and Flow","volume":"41","author":"Lin","year":"2024","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Hair, J.F., Hult, G.T.M., Ringle, C.M., Sarstedt, M., Danks, N.P., and Ray, S. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook, Springer Nature.","DOI":"10.1007\/978-3-030-80519-7"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1007\/s10490-023-09871-y","article-title":"Reporting Reliability, Convergent and Discriminant Validity with Structural Equation Modeling: A Review and Best-Practice Recommendations","volume":"41","author":"Cheung","year":"2024","journal-title":"Asia Pac. J. Manag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1177\/01466216970212006","article-title":"Estimation of Composite Reliability for Congeneric Measures","volume":"21","author":"Raykov","year":"1997","journal-title":"Appl. Psychol. Meas."},{"key":"ref_63","unstructured":"Hair, J.F., Black, W.C., Babin, B.J., and Anderson, R.E. (2010). Multivariate Data Analysis, Pearson Prentice Hall. [7th ed.]."},{"key":"ref_64","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. Res."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1007\/s11747-014-0403-8","article-title":"A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling","volume":"43","author":"Henseler","year":"2015","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Chen, J., Zhuo, Z., and Lin, J. (2023). Does ChatGPT Play a Double-Edged Sword Role in the Field of Higher Education? An in-Depth Exploration of the Factors Affecting Student Performance. Sustainability, 15.","DOI":"10.3390\/su152416928"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1108\/EBR-11-2018-0203","article-title":"When to Use and How to Report the Results of PLS-SEM","volume":"31","author":"Hair","year":"2019","journal-title":"Eur. Bus. Rev."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"2158244020941858","DOI":"10.1177\/2158244020941858","article-title":"Toward an Understanding of University Students\u2019 Continued Intention to Use MOOCs: When UTAUT Model Meets TTF Model","volume":"10","author":"Wan","year":"2020","journal-title":"Sage Open"},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Bhatnagr, P., and Rajesh, A. (Manag. Decis., 2024). Artificial Intelligence Features and Expectation Confirmation Theory in Digital Banking Apps: Gen Y and Z Perspective, Manag. Decis., in press.","DOI":"10.1108\/MD-07-2023-1145"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Ma, H., and Li, N. (IEEE Access, 2024). Exploring User Behavioral Intentions and Their Relationship with AI Design Tools: A Future Outlook on Intelligent Design, IEEE Access, in press.","DOI":"10.1109\/ACCESS.2024.3441088"},{"key":"ref_71","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_72","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1515\/edu-2020-0119","article-title":"Recommender in AI-Enhanced Learning: An Assessment from the Perspective of Instructional Design","volume":"2","author":"Kerres","year":"2020","journal-title":"Open Educ. Stud."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/12\/1058\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,26]],"date-time":"2025-11-26T05:19:46Z","timestamp":1764134386000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/12\/1058"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,23]]},"references-count":72,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["systems13121058"],"URL":"https:\/\/doi.org\/10.3390\/systems13121058","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,23]]}}}