{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T18:16:45Z","timestamp":1775067405512,"version":"3.50.1"},"reference-count":51,"publisher":"Emerald","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,5,2]]},"abstract":"<jats:sec>\n                  <jats:title>Purpose<\/jats:title>\n                  <jats:p>This study aims to examine the variables that influence learners\u2019 acceptance of chat generative pre-trained transformer (ChatGPT) through the theoretical synthesis of variables in the field of behavioral science. It uses the use and gratifications theory in conjunction with variables related to the information system (IS), as proposed by the Delone and McLean IS success model.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Design\/methodology\/approach<\/jats:title>\n                  <jats:p>This quantitative research collected data from 679 undergraduate students using stratified random sampling. A two-staged structural equation modeling (SEM)-neural network approach was used to analyze the data, with SEM used to study the factors influencing the intention to use ChatGPT. Additionally, an artificial neural network approach was used to confirm the results obtained through SEM.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Findings<\/jats:title>\n                  <jats:p>The two-staged SEM-neural network approach yielded robust and consistent analysis results, indicating that the variable \u201cSystem quality (SYQ)\u201d has the highest influence, followed by \u201cCognitive need (CN),\u201d \u201cInformation Quality (INQ),\u201d \u201cSocial need (SN)\u201d and \u201cAffective need (AN)\u201d in descending order of importance.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Practical implications<\/jats:title>\n                  <jats:p>The results obtained from integrating the behavioral variables with IS variables will provide guidance to various organizations, such as the Ministry of Education, universities and educators, in the application of artificial intelligence technology in learning. They should prioritize the quality aspect of the system and the technological infrastructure that supports the use of ChatGPT for learning. Additionally, they should prepare learners to be ready in various dimensions, including knowledge, emotions and social aspects.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Originality\/value<\/jats:title>\n                  <jats:p>This study presents challenges in implementing artificial intelligence technology in learning, which educational institutions must embrace to keep up with the global technological trends. The educational sector should integrate artificial intelligence into the curriculum planning, teaching methods and learner assessment processes from the outset.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1108\/itse-01-2024-0001","type":"journal-article","created":{"date-parts":[[2024,6,13]],"date-time":"2024-06-13T07:37:22Z","timestamp":1718264242000},"page":"217-234","source":"Crossref","is-referenced-by-count":11,"title":["Do learners exhibit a willingness to use ChatGPT? An advanced two-stage SEM-neural network approach for forecasting factors influencing ChatGPT adoption"],"prefix":"10.1108","volume":"22","author":[{"given":"Nattaporn","family":"Thongsri","sequence":"first","affiliation":[{"name":"Prince of Songkla University, Surat Thani Campus Faculty of Science and Industrial Technology, , Surat Thani,","place":["Thailand"]}]},{"given":"Orawan","family":"Tripak","sequence":"additional","affiliation":[{"name":"Prince of Songkla University Faculty of Science, , Songkhla,","place":["Thailand"]}]},{"given":"Yukun","family":"Bao","sequence":"additional","affiliation":[{"name":"Huazhong University of Science and Technology Center for Modern Information Management, School of Management, , Wuhan,","place":["China"]}]}],"member":"140","published-online":{"date-parts":[[2024,6,17]]},"reference":[{"issue":"5","key":"2025081310325746200_ref001","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1016\/S0731-7085(99)00272-1","article-title":"Basic concepts of artificial neural network (ANN) modeling and its application in pharmaceutical research","volume":"22","author":"Agatonovic-Kustrin","year":"2000","journal-title":"Journal of Pharmaceutical and Biomedical Analysis"},{"issue":"5","key":"2025081310325746200_ref002","doi-asserted-by":"crossref","first-page":"1421","DOI":"10.1016\/j.tele.2018.03.012","article-title":"The role of transformational leadership as a mediating variable in DeLone and McLean information system success model: the context of online learning usage in Yemen","volume":"35","author":"Aldholay","year":"2018","journal-title":"Telematics and Informatics"},{"issue":"4","key":"2025081310325746200_ref003","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1108\/IJILT-11-2017-0116","article-title":"An extension of delone and McLean is success model with self-efficacy: Online learning usage in Yemen","volume":"35","author":"Aldholay","year":"2018","journal-title":"The International Journal of Information and Learning Technology"},{"issue":"3","key":"2025081310325746200_ref004","doi-asserted-by":"crossref","first-page":"1314","DOI":"10.1016\/j.jestch.2016.03.004","article-title":"Empirical investigation to explore factors that achieve high quality of mobile learning system based on students\u2019 perspectives","volume":"19","author":"Almaiah","year":"2016","journal-title":"Engineering Science and Technology, an International Journal"},{"issue":"2","key":"2025081310325746200_ref005","doi-asserted-by":"crossref","first-page":"51","DOI":"10.18860\/jetle.v2i2.11795","article-title":"I feel less judged, so I speak more: Introverted students\u2019 response on online learning platforms in speaking class","volume":"2","author":"Astuti","year":"2021","journal-title":"Journal of English Language Teaching and Learning (JETLE)"},{"issue":"10","key":"2025081310325746200_ref006","doi-asserted-by":"crossref","first-page":"120","DOI":"10.3991\/ijet.v17i10.30545","article-title":"Factors affecting students\u2019 continued usage intention of e-learning during COVID-19 pandemic: extending Delone and Mclean is success model","volume":"17","author":"Awad","year":"2022","journal-title":"International Journal of Emerging Technologies in Learning"},{"key":"2025081310325746200_ref007","doi-asserted-by":"crossref","first-page":"104383","DOI":"10.1016\/j.compedu.2021.104383","article-title":"Usage of augmented reality (AR) and development of e-learning outcomes: an empirical evaluation of students\u2019e-learning experience","volume":"177","author":"Baabdullah","year":"2022","journal-title":"Computers and Education"},{"issue":"6370","key":"2025081310325746200_ref008","doi-asserted-by":"crossref","first-page":"1530","DOI":"10.1126\/science.aap8062","article-title":"What can machine learning do? Workforce implications","volume":"358","author":"Brynjolfsson","year":"2017","journal-title":"Science"},{"issue":"2","key":"2025081310325746200_ref009","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1108\/SJME-04-2020-0074","article-title":"Understanding motivations to use online streaming services: integrating the technology acceptance model (TAM) and the uses and gratifications theory (UGT)","volume":"25","author":"Camilleri","year":"2021","journal-title":"Spanish Journal of Marketing-ESIC"},{"issue":"5","key":"2025081310325746200_ref010","doi-asserted-by":"crossref","first-page":"3443","DOI":"10.1007\/s10639-020-10159-7","article-title":"Adoption of artificial intelligence in higher education: a quantitative analysis using structural equation modelling","volume":"25","author":"Chatterjee","year":"2020","journal-title":"Education and Information Technologies"},{"key":"2025081310325746200_ref011","first-page":"1","article-title":"Reporting reliability, convergent and discriminant validity with structural equation modeling: a review and best-practice recommendations","author":"Cheung","year":"2023","journal-title":"Asia Pacific Journal of Management"},{"key":"2025081310325746200_ref012","doi-asserted-by":"crossref","DOI":"10.1016\/j.urology.2023.05.040","article-title":"Can ChatGPT, an artificial intelligence language model, provide accurate and high-quality patient information on prostate cancer?","volume":"180","author":"Coskun","year":"2023","journal-title":"Urology"},{"key":"2025081310325746200_ref013","unstructured":"David C. Banks\n           (2023), \u201cChatGPT caught NYC schools off guard. Now, we\u2019re determined to embrace its potential\u201d, available at: https:\/\/ny.chalkbeat.org\/2023\/5\/18\/23727942\/chatgpt-nyc-schools-david-banks"},{"key":"2025081310325746200_ref014","unstructured":"Department of Employment\n           (2023), \u201cLabor market situation in Thailand, 3rd quarter\u201d, available at: www.doe.go.th\/prd\/assets\/upload\/files\/lmia_th\/fb70696767ab11c06391d40430cbacad.pdf"},{"issue":"1","key":"2025081310325746200_ref015","article-title":"Exploring the integration of ChatGPT in education: adapting for the future","volume":"3","author":"Elbanna","year":"2023","journal-title":"Management and Sustainability: An Arab Review"},{"key":"2025081310325746200_ref016","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.iotcps.2023.06.002","article-title":"Transformative effects of ChatGPT on modern education: Emerging era of AI chatbots","volume":"4","author":"Gill","year":"2024","journal-title":"Internet of Things and Cyber-Physical Systems"},{"key":"2025081310325746200_ref017","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1007\/978-3-030-80519-7_6","article-title":"Evaluation of the structural model","author":"Hair","year":"2021","journal-title":"Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook"},{"key":"2025081310325746200_ref018","volume-title":"Multivariate Data Analysis","author":"Hair","year":"2006"},{"issue":"2","key":"2025081310325746200_ref019","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1111\/bjet.12148","article-title":"Adult learners' intention to adopt mobile learning: a motivational perspective","volume":"46","author":"Hashim","year":"2015","journal-title":"British Journal of Educational Technology"},{"key":"2025081310325746200_ref020","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.compedu.2019.02.012","article-title":"Online learning usage within Yemeni higher education: the role of compatibility and task-technology fit as mediating variables in the is success model","volume":"136","author":"Isaac","year":"2019","journal-title":"Computers and Education"},{"key":"2025081310325746200_ref021","unstructured":"Kalhan Rosenblatt\n           (2023), \u201cChatGPT banned from New York city public schools\u2019 devices and networks\u201d, available at: www.nbcnews.com\/tech\/tech-news\/new-york-city-public-schools-ban-chatgpt-devices-networks-rcna64446"},{"key":"2025081310325746200_ref022","doi-asserted-by":"crossref","first-page":"101225","DOI":"10.1016\/j.techsoc.2019.101225","article-title":"Cloud computing adoption and its impact on SMEs\u2019 performance for cloud supported operations: a dual-stage analytical approach","volume":"60","author":"Khayer","year":"2020","journal-title":"Technology in Society"},{"key":"2025081310325746200_ref023","doi-asserted-by":"crossref","first-page":"102047","DOI":"10.1016\/j.ijinfomgt.2019.102047","article-title":"Predicting mobile wallet resistance: a two-staged structural equation modeling-artificial neural network approach","volume":"51","author":"Leong","year":"2020","journal-title":"International Journal of Information Management"},{"issue":"7","key":"2025081310325746200_ref024","doi-asserted-by":"publisher","first-page":"1237","DOI":"10.1093\/jamia\/ocad072","article-title":"Using AI-generated suggestions from ChatGPT to optimize clinical decision support","volume":"30","author":"Liu","year":"2023","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"1","key":"2025081310325746200_ref025","doi-asserted-by":"crossref","first-page":"174","DOI":"10.3390\/ijerph17010174","article-title":"Assessing the effects of information system quality and relationship quality on continuance intention in e-tourism","volume":"17","author":"Masri","year":"2020","journal-title":"International Journal of Environmental Research and Public Health"},{"issue":"1","key":"2025081310325746200_ref026","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1108\/JSIT-03-2017-0016","article-title":"Relationships between system quality, service quality, and customer satisfaction: M-commerce in the Jordanian context","volume":"20","author":"Mohammad Salameh","year":"2018","journal-title":"Journal of Systems and Information Technology"},{"issue":"8","key":"2025081310325746200_ref027","doi-asserted-by":"crossref","first-page":"153","DOI":"10.3390\/computers12080153","article-title":"Impact of the implementation of ChatGPT in education: a systematic review","volume":"12","author":"Montenegro-Rueda","year":"2023","journal-title":"Computers"},{"key":"2025081310325746200_ref028","doi-asserted-by":"crossref","first-page":"104010","DOI":"10.1016\/j.compedu.2020.104010","article-title":"Determinants of mobile learning acceptance for STEM education in rural areas","volume":"160","author":"Mutambara","year":"2021","journal-title":"Computers and Education"},{"key":"2025081310325746200_ref029","doi-asserted-by":"crossref","first-page":"102202","DOI":"10.1016\/j.inffus.2023.102202","article-title":"An information fusion based approach to context-based fine-tuning of GPT models","volume":"104","author":"Nguyen-Mau","year":"2024","journal-title":"Information Fusion"},{"issue":"2","key":"2025081310325746200_ref030","doi-asserted-by":"crossref","first-page":"255","DOI":"10.21449\/ijate.656077","article-title":"Parametric or non-parametric: Skewness to test normality for mean comparison","volume":"7","author":"Orcan","year":"2020","journal-title":"International Journal of Assessment Tools in Education"},{"issue":"1","key":"2025081310325746200_ref031","first-page":"47","article-title":"Research sampling and sample size determination: a practical application","volume":"2","author":"Oribhabor","year":"2019","journal-title":"Journal of Educational Research, (Fudjer)"},{"issue":"6","key":"2025081310325746200_ref032","doi-asserted-by":"crossref","first-page":"7893","DOI":"10.1007\/s10639-022-10925-9","article-title":"Artificial intelligence in online higher education: a systematic review of empirical research from 2011 to 2020","volume":"27","author":"Ouyang","year":"2022","journal-title":"Education and Information Technologies"},{"issue":"2","key":"2025081310325746200_ref033","first-page":"1","article-title":"Discriminant validity assessment in PLS-SEM: a comprehensive composite-based approach","volume":"3","author":"Rasoolimanesh","year":"2022","journal-title":"Data Analysis Perspectives Journal"},{"key":"2025081310325746200_ref034","unstructured":"REUTERS\n           (2023), \u201cTop French university bans use of ChatGPT to prevent plagiarism\u201d, available at: www.straitstimes.com\/world\/europe\/top-french-university-bans-use-of-chatgpt-to-prevent-plagiarism"},{"key":"2025081310325746200_ref035","unstructured":"Ronald Goh\n           (2023), \u201cChatGPT caught NYC schools off guard. Now, we\u2019re determined to embrace its potential\u201d, available at: https:\/\/sg.news.yahoo.com\/chatgpt-schools-tools-detect-cheating-chan-chun-sing-083204275.html?guccounter=2"},{"key":"2025081310325746200_ref036","first-page":"1","volume-title":"Artificial Intelligence in Teaching and Learning: what Questions Should we Ask of ChatGPT","author":"Rospigliosi","year":"2023"},{"key":"2025081310325746200_ref037","doi-asserted-by":"crossref","first-page":"81210","DOI":"10.1109\/ACCESS.2021.3084815","article-title":"A systematic review of the DeLone and McLean model of information systems success in an E-learning context (2010\u20132020)","volume":"9","author":"Sabeh","year":"2021","journal-title":"IEEE Access"},{"issue":"10","key":"2025081310325746200_ref038","doi-asserted-by":"crossref","first-page":"1053","DOI":"10.1080\/0144929X.2017.1340973","article-title":"Structural equation model (SEM)-neural network (NN) model for predicting quality determinants of e-learning management systems","volume":"36","author":"Sharma","year":"2017","journal-title":"Behaviour and Information Technology"},{"issue":"4","key":"2025081310325746200_ref039","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/j.giq.2018.07.002","article-title":"Mobile applications in government services (mG-App) from user's perspectives: a predictive modelling approach","volume":"35","author":"Sharma","year":"2018","journal-title":"Government Information Quarterly"},{"issue":"1","key":"2025081310325746200_ref040","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/s10639-020-10271-8","article-title":"M-learning adoption of management students\u2019: a case of India","volume":"26","author":"Shukla","year":"2021","journal-title":"Education and Information Technologies"},{"issue":"1","key":"2025081310325746200_ref041","doi-asserted-by":"crossref","first-page":"35","DOI":"10.3390\/bdcc7010035","article-title":"What can ChatGPT do?\u201d analyzing early reactions to the innovative AI chatbot on Twitter","volume":"7","author":"Taecharungroj","year":"2023","journal-title":"Big Data and Cognitive Computing"},{"key":"2025081310325746200_ref042","article-title":"Does social banking matter in times of crisis? Evidence from the COVID-19 pandemic: a combined SEM-neural network approach","author":"Thongsri","year":"2023","journal-title":"International Journal of Social Economics"},{"issue":"12","key":"2025081310325746200_ref043","doi-asserted-by":"crossref","first-page":"1243","DOI":"10.1080\/0144929X.2019.1581259","article-title":"Investigating factors affecting learner\u2019s perception toward online learning: evidence from ClassStart application in Thailand","volume":"38","author":"Thongsri","year":"2019","journal-title":"Behaviour and Information Technology"},{"issue":"3","key":"2025081310325746200_ref044","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1108\/ITSE-08-2020-0165","article-title":"Predicting the determinants of online learning adoption during the COVID-19 outbreak: a two-staged hybrid SEM-neural network approach","volume":"18","author":"Thongsri","year":"2021","journal-title":"Interactive Technology and Smart Education"},{"issue":"1","key":"2025081310325746200_ref045","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1186\/s40561-023-00237-x","article-title":"What if the devil is my guardian angel: ChatGPT as a case study of using chatbots in education","volume":"10","author":"Tlili","year":"2023","journal-title":"Smart Learning Environments"},{"key":"2025081310325746200_ref046","doi-asserted-by":"crossref","first-page":"e47479","DOI":"10.2196\/47479","article-title":"Reliability of medical information provided by ChatGPT: assessment against clinical guidelines and patient information quality instrument","volume":"25","author":"Walker","year":"2023","journal-title":"Journal of Medical Internet Research"},{"key":"2025081310325746200_ref047","doi-asserted-by":"crossref","DOI":"10.1109\/OJCS.2023.3300321","article-title":"A survey on ChatGPT: AI-generated contents, challenges, and solutions","volume":"4","author":"Wang","year":"2023","journal-title":"IEEE Open Journal of the Computer Society"},{"issue":"7","key":"2025081310325746200_ref048","first-page":"1321","article-title":"The behavioural intention to use MOOCs by undergraduate students: incorporating TAM with TPB","volume":"36","author":"Wang","year":"2022","journal-title":"International Journal of Educational Management"},{"issue":"5","key":"2025081310325746200_ref049","doi-asserted-by":"crossref","first-page":"1122","DOI":"10.1109\/JAS.2023.123618","article-title":"A brief overview of ChatGPT: the history, status quo and potential future development","volume":"10","author":"Wu","year":"2023","journal-title":"IEEE\/CAA Journal of Automatica Sinica"},{"key":"2025081310325746200_ref050","first-page":"183","article-title":"Assessing eLearning systems success in Nigeria: an application of the DeLone and McLean information systems success model","volume":"17","author":"Yakubu","year":"2018","journal-title":"Journal of Information Technology Education: Research"},{"issue":"3","key":"2025081310325746200_ref051","doi-asserted-by":"crossref","first-page":"192","DOI":"10.20448\/jeelr.v9i3.4186","article-title":"Factors affecting the success of E-Learning-Based training using learning management system platforms: Adaptations of updated DeLone and McLean models","volume":"9","author":"Yudiawan","year":"2022","journal-title":"Journal of Education and e-Learning Research"}],"container-title":["Interactive Technology and Smart Education"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/ITSE-01-2024-0001\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/itse\/article-pdf\/22\/2\/217\/10069361\/itse-01-2024-0001.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/www.emerald.com\/itse\/article-pdf\/22\/2\/217\/10069361\/itse-01-2024-0001.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,13]],"date-time":"2025-08-13T14:33:09Z","timestamp":1755095589000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.emerald.com\/itse\/article\/22\/2\/217\/1274786\/Do-learners-exhibit-a-willingness-to-use-ChatGPT"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,17]]},"references-count":51,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,5,2]]}},"URL":"https:\/\/doi.org\/10.1108\/itse-01-2024-0001","relation":{},"ISSN":["1741-5659","1758-8510"],"issn-type":[{"value":"1741-5659","type":"print"},{"value":"1758-8510","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6,17]]}}}