{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T15:00:47Z","timestamp":1784991647482,"version":"3.55.0"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031971181","type":"print"},{"value":"9783031971198","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,11,16]],"date-time":"2025-11-16T00:00:00Z","timestamp":1763251200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,16]],"date-time":"2025-11-16T00:00:00Z","timestamp":1763251200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-97119-8_47","type":"book-chapter","created":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T15:04:19Z","timestamp":1763219059000},"page":"611-623","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Exploring GPT Usage Behavior Groups for Business Case Solutions: Insights from Fogg and Technology Acceptance Models"],"prefix":"10.1007","author":[{"given":"Nurlan","family":"Musazade","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J\u00f3zsef","family":"Mezei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaolu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,11,16]]},"reference":[{"key":"47_CR1","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.jbusres.2020.11.038","volume":"125","author":"K Sowa","year":"2021","unstructured":"Sowa, K., Przegalinska, A., Ciechanowski, L.: Cobots in knowledge work: human\u2013AI collaboration in managerial professions. J. Bus. Res. 125, 135\u2013142 (2021). https:\/\/doi.org\/10.1016\/j.jbusres.2020.11.038","journal-title":"J. Bus. Res."},{"issue":"2","key":"47_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3542698","volume":"20","author":"B Mahmud","year":"2023","unstructured":"Mahmud, B., Hong, G., Fong, B.: A study of human-AI symbiosis for creative work: recent developments and future directions in deep learning. ACM Trans. Multimed. Comput. Commun. Appl. 20(2), 1\u201321 (2023). https:\/\/doi.org\/10.1145\/3542698","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."},{"issue":"22","key":"47_CR3","doi-asserted-by":"publisher","first-page":"10537","DOI":"10.3390\/app112210537","volume":"11","author":"AA AlQudah","year":"2021","unstructured":"AlQudah, A.A., Al-Emran, M., Shaalan, K.: Technology acceptance in healthcare: a systematic review. Appl. Sci. 11(22), 10537 (2021). https:\/\/doi.org\/10.3390\/app112210537","journal-title":"Appl. Sci."},{"issue":"1","key":"47_CR4","doi-asserted-by":"publisher","first-page":"2172","DOI":"10.1177\/1071181322661279","volume":"66","author":"K Zahed","year":"2022","unstructured":"Zahed, K., Fields, S., Sasangohar, F.: Investigating the efficacy of behavioral models to predict use of health technology: a scoping review. Proc. Hum. Factors Ergon. Soc. Ann. Meet. 66(1), 2172\u20132176 (2022). https:\/\/doi.org\/10.1177\/1071181322661279","journal-title":"Proc. Hum. Factors Ergon. Soc. Ann. Meet."},{"issue":"5","key":"47_CR5","doi-asserted-by":"publisher","first-page":"5041","DOI":"10.1007\/s10639-022-11345-5","volume":"28","author":"S Sackstein","year":"2023","unstructured":"Sackstein, S., Matthee, M., Weilbach, L.: Theories and models employed to understand the use of technology in education: a hermeneutic literature review. Educ. Inf. Technol. 28(5), 5041\u20135081 (2023). https:\/\/doi.org\/10.1007\/s10639-022-11345-5","journal-title":"Educ. Inf. Technol."},{"issue":"1","key":"47_CR6","doi-asserted-by":"publisher","first-page":"21","DOI":"10.4301\/s1807-17752017000100002","volume":"14","author":"P Lai","year":"2017","unstructured":"Lai, P.: The literature review of technology adoption models and theories for the novelty technology. J. Inf. Syst. Technol. Manag. 14(1), 21\u201338 (2017). https:\/\/doi.org\/10.4301\/s1807-17752017000100002","journal-title":"J. Inf. Syst. Technol. Manag."},{"issue":"1","key":"47_CR7","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1006\/ijhc.1996.0040","volume":"45","author":"FD Davis","year":"1996","unstructured":"Davis, F.D., Venkatesh, V.: A critical assessment of potential measurement biases in the technology acceptance model: three experiments. Int. J. Hum. Comput. Stud. 45(1), 19\u201345 (1996). https:\/\/doi.org\/10.1006\/ijhc.1996.0040","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"47_CR8","doi-asserted-by":"publisher","unstructured":"Davis, F.D.: Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quart. 13(3), 319\u2013340. JSTOR (1989). https:\/\/doi.org\/10.2307\/249008","DOI":"10.2307\/249008"},{"key":"47_CR9","doi-asserted-by":"publisher","first-page":"1170","DOI":"10.1109\/ICSSIT55814.2023.10060898","volume":"2023","author":"T Kittappa","year":"2023","unstructured":"Kittappa, T., Sandhya, C., Krishnan, V., Sharma, S., Khubalkar, D., Ramachandran, G., Muthumanickam, T.: Artificial intelligence-based electronics engineering software application system. Proc. IEEE ICSSIT 2023, 1170\u20131173 (2023). https:\/\/doi.org\/10.1109\/ICSSIT55814.2023.10060898","journal-title":"Proc. IEEE ICSSIT"},{"key":"47_CR10","doi-asserted-by":"publisher","unstructured":"Colley, A., V\u00e4\u00e4n\u00e4nen, K., H\u00e4kkil\u00e4, J.: Tangible explainable AI: an initial conceptual framework. In: Proceedings of the 21st International Conference on Mobile and Ubiquitous Multimedia (2022). https:\/\/doi.org\/10.1145\/3568444.3568456","DOI":"10.1145\/3568444.3568456"},{"issue":"1","key":"47_CR11","first-page":"134","volume":"9","author":"I Baroni","year":"2022","unstructured":"Baroni, I., Re Calegari, G., Scandolari, D., Celino, I.: AI-TAM: A model to investigate user acceptance and collaborative intention in human-in-the-loop AI applications. J. Hum.-Centric Comput. Inf. Sci. 9(1), 134 (2022)","journal-title":"J. Hum.-Centric Comput. Inf. Sci."},{"key":"47_CR12","doi-asserted-by":"publisher","unstructured":"Fogg, B.: A behavior model for persuasive design. In: Proceedings of the 4th International Conference on Persuasive Technology, 40(40), 1\u20137 (2009). https:\/\/doi.org\/10.1145\/1541948.1541999","DOI":"10.1145\/1541948.1541999"},{"key":"47_CR13","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2023.108097","volume":"154","author":"N Saif","year":"2024","unstructured":"Saif, N., Khan, S.U., Shaheen, I., Alotaibi, F.A., Alnfiai, M.M., Arif, M.: Chat-GPT; validating technology acceptance model (TAM) in education sector via ubiquitous learning mechanism. Comput. Hum. Behav. 154, 108097 (2024). https:\/\/doi.org\/10.1016\/j.chb.2023.108097","journal-title":"Comput. Hum. Behav."},{"issue":"6","key":"47_CR14","doi-asserted-by":"publisher","first-page":"1903","DOI":"10.1108\/jeee-07-2023-0260","volume":"16","author":"S Abaddi","year":"2024","unstructured":"Abaddi, S.: GPT revolution and digital entrepreneurial intentions. J. Entrepreneurship Emerg. Econ. 16(6), 1903\u20131930 (2024). https:\/\/doi.org\/10.1108\/jeee-07-2023-0260","journal-title":"J. Entrepreneurship Emerg. Econ."},{"issue":"2","key":"47_CR15","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1080\/17501229.2023.2240316","volume":"18","author":"G Liu","year":"2024","unstructured":"Liu, G., Ma, C.: Measuring EFL learners\u2019 use of ChatGPT in informal digital learning of English based on the technology acceptance model. Innov. Lang. Learn. Teach. 18(2), 125\u2013138 (2024). https:\/\/doi.org\/10.1080\/17501229.2023.2240316","journal-title":"Innov. Lang. Learn. Teach."},{"issue":"1","key":"47_CR16","doi-asserted-by":"publisher","DOI":"10.5585\/2024.26378","volume":"12","author":"A Torres Urdan","year":"2024","unstructured":"Torres Urdan, A., Marson, C.: Morality and modeling of intention to use Chatgpt technology. Int. J. Innov. 12(1), e26378 (2024). https:\/\/doi.org\/10.5585\/2024.26378","journal-title":"Int. J. Innov."},{"key":"47_CR17","doi-asserted-by":"publisher","first-page":"01009","DOI":"10.1051\/shsconf\/202418101009","volume":"181","author":"K Cao","year":"2024","unstructured":"Cao, K.: Predicting the behavior intention of intelligent office software. SHS Web Conf. 181, 01009 (2024). https:\/\/doi.org\/10.1051\/shsconf\/202418101009","journal-title":"SHS Web Conf."},{"key":"47_CR18","doi-asserted-by":"publisher","unstructured":"Fu, C.-J., Silalahi, A.D.K., Huang, S.-C., Phuong, D.T.T., Eunike, I.J., Yu, Z.-H.: The (Un)knowledgeable, the (Un)skilled? Undertaking Chat-GPT users\u2019 benefit-risk-coping paradox in higher education focusing on an integrated, UTAUT and PMT. Int. J. Hum.\u2013Comput. Interact., 1\u201331 (2024). https:\/\/doi.org\/10.1080\/10447318.2024.2365028","DOI":"10.1080\/10447318.2024.2365028"},{"key":"47_CR19","doi-asserted-by":"publisher","unstructured":"Jyothy, S.N., Kolil, V.K., Raman, R., Achuthan, K.: Exploring large language models as an integrated tool for learning, teaching, and research through the Fogg behavior model: a comprehensive mixed-methods analysis. Cogent Eng. 11(1) (2024). https:\/\/doi.org\/10.1080\/23311916.2024.2353494","DOI":"10.1080\/23311916.2024.2353494"},{"key":"47_CR20","unstructured":"Cosentino, M.: Case in Point: Complete Case Interview Preparation. Burgee Press (2013)"}],"container-title":["Lecture Notes in Networks and Systems","Emerging Trends in Information Systems and Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97119-8_47","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T14:02:31Z","timestamp":1784988151000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97119-8_47"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,16]]},"ISBN":["9783031971181","9783031971198"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97119-8_47","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,16]]},"assertion":[{"value":"16 November 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WorldCIST","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"World Conference on Information Systems and Technologies","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Florianopolis","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazil","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 March 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 March 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"worldcist2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/worldcist.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}