ChatGPT in education: A blessing or a curse? A qualitative study exploring early adopters’ utilization and perceptions
Open accessAbstract
To foster the development of pedagogically potent and ethically sound AI-integrated learning landscapes, it is pivotal to critically explore the perceptions and experiences of the users immersed in these contexts. In this study, we perform a thorough qualitative content analysis across four key social media platforms. Our goal is to understand the user experience (UX) and views of early adopters of ChatGPT across different education sectors. The results of our research show that ChatGPT is most commonly used in the domains of higher education, K-12 education, and practical skills training. In social media dialogues, the topics most frequently associated with ChatGPT are productivity, efficiency, and ethics. Early adopters' attitudes towards ChatGPT are multifaceted. On one hand, some view it as a transformative tool capable of amplifying student self-efficacy and learning motivation. On the other hand, there is a degree of apprehension among others. They worry about a potential overdependence on the AI system, which they fear might encourage superficial learning habits and erode students’ social and critical thinking skills. This dichotomy of opinions underscores the complexity of Human-AI Interaction in educational contexts. Our investigation adds depth to this ongoing discourse, providing crowd-sourced insights for educators and learners who are considering incorporating ChatGPT or similar generative AI tools into their pedagogical strategies.
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AI-driven systems can support parenting education and provide evidence-based advice through applications and chatbots, delivering micro-interventions.
“Prior work suggested that AI-driven systems can support parenting education [61] and provide evidence-based advice through applications and chatbots, delivering micro-interventions such as teaching parents how to praise their children effectively [11, 17] or offering strategies to teach complex concepts [55, 69].”
From SET-PAiREd: Designing for Parental Involvement in Learning with an AI-Assisted Educational Robot (2025) · cites this paper as [55]
GAI offers promising support for parents by enhancing their ability to educate and engage with their children.
“GAI offers promising support for parents by enhancing their ability to educate and engage with their children.”
From SET-PAiREd: Designing for Parental Involvement in Learning with an AI-Assisted Educational Robot (2025) · cites this paper as [55]
GAI can help create personalized learning experiences by providing timely feedback and tailoring content, enhancing positive learning experiences.
“It can help create personalized learning experiences by providing timely feedback and tailoring content [28, 55, 69], enhancing positive learning experiences [39].”
From SET-PAiREd: Designing for Parental Involvement in Learning with an AI-Assisted Educational Robot (2025) · cites this paper as [55]
Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, L., & Polosukhin, I. (2017) · arXiv · doi:10.48550/arxiv.1706.03762 · Cited by 120,404 · see citing works
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Jakubův, J., Chvalovský, K., Goertzel, Z., et al. (2023) · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · doi:10.4230/lipics.itp.2023.19 · Cited by 76,648 · see citing works
Language Models are Few-Shot Learners
Brown, T. B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al. (2020) · arXiv · doi:10.48550/arxiv.2005.14165 · Cited by 23,372 · see citing works
Kaugeranna, R., Kaugeranna, E., & Aion, (. S. 4. 6. (2023) · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · doi:10.4230/lipics.giscience.2023.43 · Cited by 13,695 · see citing works
Lewis, M., Liu, Y., Goyal, N., Ghazvininejad, M., Mohamed, A., Levy, O., Stoyanov, V., & Zettlemoyer, L. (2020) · Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · doi:10.18653/v1/2020.acl-main.703 · Cited by 8,821 · see citing works
Transformers: State-of-the-Art Natural Language Processing
Wolf, T., Debut, L., Sanh, V., Chaumond, J., Delangue, C., Moi, A., Cistac, P., Rault, T., Louf, R., Funtowicz, M., et al. (2020) · Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations · doi:10.18653/v1/2020.emnlp-demos.6 · Cited by 8,741 · see citing works
Does Active Learning Work? A Review of the Research
Prince, M. (2004) · Journal of Engineering Education · doi:10.1002/j.2168-9830.2004.tb00809.x · Cited by 7,334 · see citing works
XLNet: Generalized Autoregressive Pretraining for Language Understanding
Yang, Z., Dai, Z., Yang, Y., Carbonell, J., Salakhutdinov, R., & Le, Q. V. (2019) · arXiv · doi:10.48550/arxiv.1906.08237 · Cited by 6,687 · see citing works
Dwivedi, Y. K., Kshetri, N., Hughes, L., Slade, E. L., Jeyaraj, A., Kar, A. K., Baabdullah, A. M., Koohang, A., Raghavan, V., Ahuja, M., et al. (2023) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2023.102642 · Cited by 4,584 · see citing works
Liu, P., Yuan, W., Fu, J., Jiang, Z., Hayashi, H., & Neubig, G. (2023) · ACM Computing Surveys · doi:10.1145/3560815 · Cited by 4,361 · see citing works
Liu, P., Yuan, W., Fu, J., Jiang, Z., Hayashi, H., & Neubig, G. (2021) · arXiv · doi:10.48550/arxiv.2107.13586 · Cited by 4,352 · see citing works
Ray, P. P. (2023) · Internet of Things and Cyber-Physical Systems · doi:10.1016/j.iotcps.2023.04.003 · Cited by 2,463 · see citing works
What if the devil is my guardian angel: ChatGPT as a case study of using chatbots in education
Tlili, A., Shehata, B., Adarkwah, M. A., Bozkurt, A., Hickey, D. T., Huang, R., & Agyemang, B. (2023) · Smart Learning Environments · doi:10.1186/s40561-023-00237-x · Cited by 2,003 · see citing works
Self-citationSparks of Artificial General Intelligence: Early experiments with GPT-4
Bubeck, S., Chandrasekaran, V., Eldan, R., Gehrke, J., Horvitz, E., Kamar, E., Lee, P., Lee, Y. T., Li, Y., Lundberg, S., et al. (2023) · arXiv · doi:10.48550/arxiv.2303.12712 · Cited by 1,526 · see citing works
Proceedings of the Web Conference 2021
(2021) · doi:10.1145/3442381 · Cited by 1,500 · see citing works
Cheating in Academic Institutions: A Decade of Research
McCabe, D. L., Trevino, L. K., & Butterfield, K. D. (2001) · Ethics & Behavior · doi:10.1207/s15327019eb1103_2 · Cited by 1,379 · see citing works
A Review of Artificial Intelligence (AI) in Education from 2010 to 2020
Zhai, X., Chu, X., Chai, C. S., Jong, M. S. Y., Istenic, A., Spector, M., Liu, J.-B., Yuan, J., & Li, Y. (2021) · Complexity · doi:10.1155/2021/8812542 · Cited by 1,364 · see citing works
Unified Language Model Pre-training for Natural Language Understanding and Generation
Dong, L., Yang, N., Wang, W., Wei, F., Liu, X., Wang, Y., Gao, J., Zhou, M., & Hon, H.-W. (2019) · arXiv · doi:10.48550/arxiv.1905.03197 · Cited by 1,225 · see citing works
Proceedings of the 28th ACM International Conference on Multimedia
(2020) · doi:10.1145/3394171 · Cited by 1,219 · see citing works
State of the art and practice in <scp>AI</scp> in education
Holmes, W., & Tuomi, I. (2022) · European Journal of Education · doi:10.1111/ejed.12533 · Cited by 1,093 · see citing works
Explainable Artificial Intelligence in education
Khosravi, H., Shum, S. B., Chen, G., Conati, C., Tsai, Y.-S., Kay, J., Knight, S., Martinez-Maldonado, R., Sadiq, S., & Gašević, D. (2022) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2022.100074 · Cited by 863 · see citing works
An introduction to Deep Learning in Natural Language Processing: Models, techniques, and tools
Lauriola, I., Lavelli, A., & Aiolli, F. (2021) · Neurocomputing · doi:10.1016/j.neucom.2021.05.103 · Cited by 721 · see citing works
Jeon, J., & Lee, S. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11834-1 · Cited by 696 · see citing works
Bang, Y., Cahyawijaya, S., Lee, N., Dai, W., Su, D., Wilie, B., Lovenia, H., Ji, Z., Yu, T., Chung, W., et al. (2023) · Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (Volume 1: Long Papers) · doi:10.18653/v1/2023.ijcnlp-main.45 · Cited by 682 · see citing works
Motivation and personality: Handbook of thematic content analysis.
Smith, C. P. (1992) · Cited by 679 · see citing works
Is Metaverse in education a blessing or a curse: a combined content and bibliometric analysis
Tlili, A., Huang, R., Shehata, B., Liu, D., Zhao, J., Metwally, A. H. S., Wang, H., Denden, M., Bozkurt, A., Lee, L., et al. (2022) · Smart Learning Environments · doi:10.1186/s40561-022-00205-x · Cited by 630 · see citing works
Self-citationA systematic review on digital literacy
Tınmaz, H., Lee, Y.-T., Fanea‐Ivanovici, M., & Baber, H. (2022) · Smart Learning Environments · doi:10.1186/s40561-022-00204-y · Cited by 592 · see citing works
A review of opportunities and challenges of chatbots in education
Hwang, G.-J., & Chang, C.-Y. (2023) · Interactive Learning Environments · doi:10.1080/10494820.2021.1952615 · Cited by 530 · see citing works
Exploring Students’ Perceptions of ChatGPT: Thematic Analysis and Follow-Up Survey
Shoufan, A. (2023) · IEEE Access · doi:10.1109/access.2023.3268224 · Cited by 499 · see citing works
Determinants of Intention to Use ChatGPT for Educational Purposes: Findings from PLS-SEM and fsQCA
Foroughi, B., Senali, M. G., Iranmanesh, M., Khanfar, A. A. A., Ghobakhloo, M., Annamalai, N., & Naghmeh‐Abbaspour, B. (2023) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2226495 · Cited by 481 · see citing works
Dale, R. (2020) · Natural Language Engineering · doi:10.1017/s1351324920000601 · Cited by 461 · see citing works
Yang, W. (2022) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2022.100061 · Cited by 440 · see citing works
Companion Proceedings of the Web Conference 2021
Leskovec, J., Leskovec, J., Grobelnik, M., Najork, M., Tang, J., Zia, L., Slovenia, W. '. T. W. C. 2. 2. L., Association for Computing Machinery-Digital Library, ACM Special Interest Group on Hypertext, H. A. W., & SIGs, A. (2021) · doi:10.1145/3442442 · Cited by 439 · see citing works
ChatGPT for education and research: A review of benefits and risks
Sok, S., & Heng, K. (2023) · Cambodian Journal of Educational Research · doi:10.62037/cjer.2023.03.01.06 · Cited by 427 · see citing works
ChatGPT for Education and Research: A Review of Benefits and Risks
Sok, S., & Heng, K. (2023) · doi:10.2139/ssrn.4378735 · Cited by 386 · see citing works
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI
Wang, D., Weisz, J. D., Muller, M., Ram, P., Geyer, W., Dugan, C., Tausczik, Y., Samulowitz, H., & Gray, A. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359313 · Cited by 342 · see citing works
ChatGPT: Fundamentals, Applications and Social Impacts
Abdullah, M., Madain, A., & Jararweh, Y. (2022) · 2022 Ninth International Conference on Social Networks Analysis, Management and Security (SNAMS) · doi:10.1109/snams58071.2022.10062688 · Cited by 310 · see citing works
Self-Determination Theory in HCI Games Research: Current Uses and Open Questions
Tyack, A., & Mekler, E. D. (2020) · Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376723 · Cited by 280 · see citing works
Chatbot: An Education Support System for Student
Clarizia, F., Colace, F., Lombardi, M., Pascale, F., & Santaniello, D. (2018) · Lecture notes in computer science · doi:10.1007/978-3-030-01689-0_23 · Cited by 277 · see citing works
Qualitative HCI Research: Going Behind the Scenes
Blandford, A., Furniss, D., & Makri, S. (2016) · Synthesis Lectures on Human-Centered Informatics · doi:10.1007/978-3-031-02217-3 · Cited by 202 · see citing works
Xi, L. (2023) · Adults learning · doi:10.1177/10451595231184928 · Cited by 174 · see citing works
2018 International Conference on Communication and Signal Processing (ICCSP)
(2018) · International Conference on Communications and Signal Processing (ICCSP) · doi:10.1109/iccsp.2018.8524396 · Cited by 166 · see citing works
A Survey of Deep Learning Techniques for Neural Machine TranslationPreprint
Yang, S., Wang, Y., & Chu, X. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2002.07526 · Cited by 142 · see citing works
BreastScreening-AI: Evaluating medical intelligent agents for human-AI interactions
Calisto, F. M., Santiago, C., Nunes, N., & Nascimento, J. C. (2022) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2022.102285 · Cited by 125 · see citing works
Luo, W., He, H., Liu, J., Berson, I. R., Berson, M. J., Zhou, Y., & Li, H. (2023) · Early Education and Development · doi:10.1080/10409289.2023.2214181 · Cited by 120 · see citing works
Modeling adoption of intelligent agents in medical imaging
Calisto, F. M., Nunes, N., & Nascimento, J. C. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2022.102922 · Cited by 111 · see citing works
Assertiveness-based Agent Communication for a Personalized Medicine on Medical Imaging Diagnosis
Calisto, F. M., Fernandes, J., Morais, M., Santiago, C., Abrantes, J., Nunes, N., & Nascimento, J. C. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3580682 · Cited by 106 · see citing works
GenAICHI: Generative AI and HCI
Muller, M., Chilton, L. B., Kantosalo, A., Martin, C. P., & Walsh, G. (2022) · CHI Conference on Human Factors in Computing Systems Extended Abstracts · doi:10.1145/3491101.3503719 · Cited by 101 · see citing works
"How over is it?" Understanding the Incel Community on YouTube
Papadamou, K., Zannettou, S., Blackburn, J., Cristofaro, E. D., Stringhini, G., & Sirivianos, M. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3479556 · Cited by 99 · see citing works
Cheng, K., & Tsai, C. (2014) · British Journal of Educational Technology · doi:10.1111/bjet.12228 · Cited by 98 · see citing works
Peer and Self-Assessment in High Schools
Noonan, B., & Duncan, C. R. (2020) · doi:10.7275/a166-vm41 · Cited by 96 · see citing works
Calisto, F. M., Santiago, C., Nunes, N., & Nascimento, J. C. (2021) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2021.102607 · Cited by 96 · see citing works
Understanding Privacy-Related Questions on Stack Overflow
Tahaei, M., Vaniea, K. E., & Saphra, N. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376768 · Cited by 95 · see citing works
An Improved LSTM Structure for Natural Language Processing
Yao, L., & Guan, Y. (2018) · 2018 IEEE International Conference of Safety Produce Informatization (IICSPI) · doi:10.1109/iicspi.2018.8690387 · Cited by 94 · see citing works
Attitudes and perspectives towards the preferences for artificial intelligence in psychotherapy
Aktan, M. E., Turhan, Z., & Dolu, İ. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107273 · Cited by 91 · see citing works
A Comprehensive Review of Arabic Text Summarization
Elsaid, A., Mohammed, A., Ibrahim, L. F., & Sakre, M. (2022) · IEEE Access · doi:10.1109/access.2022.3163292 · Cited by 89 · see citing works
Investigation of recurrent neural networks in the field of sentiment analysis
Baktha, K., & Tripathy, B. K. (2017) · doi:10.1109/iccsp.2017.8286763 · Cited by 71 · see citing works
Personalized Review Recommendation based on Users’ Aspect Sentiment
ChunLi, H., Jiang, W., Wu, J., & Wang, G. (2020) · ACM Transactions on Internet Technology · doi:10.1145/3414841 · Cited by 63 · see citing works
Kang, E. Y.-N., Chen, D., & Chen, Y. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107529 · Cited by 59 · see citing works
Mogavi, R. H., Guo, B., Zhang, Y.-H., Haq, E.-U., Hui, P., & Ma, X. (2022) · ACM Conference on Learning @ Scale · doi:10.1145/3491140.3528274 · Cited by 58 · see citing works
Self-citationWang, C.-Y., & Lin, J. J. H. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2023.107721 · Cited by 55 · see citing works
MetaNER: Named Entity Recognition with Meta-Learning
Li, J., Shang, S., & Shao, L. (2020) · doi:10.1145/3366423.3380127 · Cited by 54 · see citing works
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Murgia, E., Pera, M. S., Landoni, M., & Huibers, T. (2023) · Adjunct Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization · doi:10.1145/3563359.3596996 · Cited by 54 · see citing works
Liang, Q., TORRE, J. D. L., & Law, N. W. Y. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106850 · Cited by 53 · see citing works
Omran, T., Sharef, B. T., Groşan, C., & Li, Y. (2022) · Data & Knowledge Engineering · doi:10.1016/j.datak.2022.102106 · Cited by 53 · see citing works
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Kasthuri, E., & Balaji, S. (2021) · International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV) · doi:10.1109/icicv50876.2021.9388633 · Cited by 53 · see citing works
Mogavi, R. H., Zhao, Y., Haq, E.-U., Hui, P., & Ma, X. (2021) · ACM Conference on Learning @ Scale (L@S) · doi:10.1145/3430895.3460126 · Cited by 40 · see citing works
Self-citationHuman Computer Interaction System for Teacher-Student Interaction Model Using Machine Learning
Zhang, A. (2022) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2115645 · Cited by 33 · see citing works
Novel Use of Chatbot Technology to Educate Patients Before Breast Biopsy
Chetlen, A., Artrip, R., Drury, B., Arbaiza, A., & Moore, M. (2019) · Journal of the American College of Radiology · doi:10.1016/j.jacr.2019.05.050 · Cited by 28 · see citing works
Text Classification Using Neural Network Language Model (NNLM) and BERT: An Empirical Comparison
Esmaeilzadeh, A., & Taghva, K. (2021) · Lecture notes in networks and systems · doi:10.1007/978-3-030-82199-9_12 · Cited by 28 · see citing works
Xia, H., Ng, H. X., Chen, Z., & Hollan, J. D. (2022) · ACM Conference on Learning @ Scale (L@S) · doi:10.1145/3491140.3528279 · Cited by 27 · see citing works
Zero- and Few-Shot NLP with Pretrained Language Models
Beltagy, I., Cohan, A., Logan, R., IV, Min, S., & Singh, S. (2022) · doi:10.18653/v1/2022.acl-tutorials.6 · Cited by 27 · see citing works
Fogliato, R., Chouldechova, A., & Lipton, Z. C. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3479572 · Cited by 26 · see citing works
Self-Evolving Adaptive Learning for Personalized Education
Liu, J., Loh, L., Ng, E., Chen, Y., Wood, K. L., & Lim, K. H. (2020) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/3406865.3418326 · Cited by 25 · see citing works
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(2022) · doi:10.1145/3491140 · Cited by 21 · see citing works
Characterizing Student Engagement Moods for Dropout Prediction in Question Pool Websites
Mogavi, R. H., Ma, X., & Hui, P. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449086 · Cited by 19 · see citing works
Self-citationMogavi, R. H., Zhang, Y., Haq, E.-U., Wu, Y., Hui, P., & Ma, X. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555124 · Cited by 16 · see citing works
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Sinha, R., Shibata, R., Patel, A. J., & Sternchos, J. A. (2021) · Journal of Minimally Invasive Gynecology · doi:10.1016/j.jmig.2021.02.011 · Cited by 15 · see citing works
Gong, J., Yao, Z., Lu, Z., Ding, Q., Zhang, Y., Zhang, L., & Wang, Q. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445436 · Cited by 15 · see citing works
Kikerpill, K., & Siibak, A. (2023) · Computers in the Schools · doi:10.1080/07380569.2023.2244941 · Cited by 15 · see citing works
Natural Language Processing Projects
Kulkarni, A., Shivananda, A., & Kulkarni, A. (2021) · Apress eBooks · doi:10.1007/978-1-4842-7386-9 · Cited by 14 · see citing works
Haq, E.-U., Braud, T., Lee, L., Vallapuram, A. K., Yu, Y., Gareth Tyson, A., & Hui, P. (2022) · International World Wide Web Conference (WWW) · doi:10.1145/3487553.3524202 · Cited by 14 · see citing works
Self-citationResponsible AI for Trusted AI-powered Enterprise Platforms
Hoi, S. C. H. (2023) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/3539597.3575784 · Cited by 10 · see citing works
Cyberspace Safety and Security
(2019) · Lecture notes in computer science · doi:10.1007/978-3-030-37337-5 · Cited by 9 · see citing works
Zhong, N., Qian, Z., & Zhang, X. (2021) · ACM International Conference on Multimedia (ACM MM) · doi:10.1145/3474085.3475505 · Cited by 6 · see citing works
Nistal, M. L. (2013) · IEEE Revista Iberoamericana de Tecnologias del Aprendizaje · doi:10.1109/rita.2013.2258225 · Cited by 5 · see citing works
Kikerpill, K., & Siibak, A. (2023) · doi:10.31124/advance.22300885.v2 · Cited by 3 · see citing works
Building a Chatbot Using Transfer Learning
Kulkarni, A., Shivananda, A., & Kulkarni, A. (2021) · Apress eBooks · doi:10.1007/978-1-4842-7386-9_9 · Cited by 2 · see citing works
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2018) · arXiv · doi:10.48550/arxiv.1810.04805
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Wang, C., Wang, H., Li, Y., Dai, J., Gu, X., & Yu, T. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2383033 · Cited by 433 · see citing works
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Ravšelj, D., Keržič, D., Tomaževič, N., Umek, L., Brezovar, N., A. Iahad, N., Abdulla, A. A., Akopyan, A., Aldana Segura, M. W., AlHumaid, J., et al. (2025) · PLOS ONE · doi:10.1371/journal.pone.0315011 · Cited by 376 · see citing works
Raghu Raman, R., Mandal, S., Das, P., Kaur, T., Sanjanasri, J. P., & Nedungadi, P. (2024) · Human Behavior and Emerging Technologies · doi:10.1155/2024/3085910 · Cited by 255 · see citing works
Mustafa, M. Y., Tlili, A., Lampropoulos, G., Huang, R., Jandrić, P., Zhao, J., Salha, S., Xu, L., Panda, S., Kinshuk, et al. (2024) · Smart Learning Environments · doi:10.1186/s40561-024-00350-5 · Cited by 235 · see citing works
Self-citationElSayary, A. (2023) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12926 · Cited by 209 · see citing works
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Baig, M. I., & Yadegaridehkordi, E. (2024) · International Journal of Educational Research · doi:10.1016/j.ijer.2024.102411 · Cited by 208 · see citing works
Kong, S. C., & Yang, Y. P. (2024) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2024.3392830 · Cited by 259 · see citing works
Almogren, A. S., Al-Rahmi, W. M., & Dahri, N. A. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e31887 · Cited by 194 · see citing works
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Zhang, H., Wu, C., Xie, J., Lyu, Y., Cai, J., & Carroll, J. M. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100144 · Cited by 290 · see citing works
Generative AI’s Impact on Critical Thinking: Revisiting Bloom’s Taxonomy
Gonsalves, C. (2026) · Journal of Marketing Education · doi:10.1177/02734753241305980 · Cited by 161 · see citing works
Chen, A., Xiang, M., Zhou, J., Jia, J., Shang, J., Li, X., Gašević, D., & Fan, Y. (2025) · Computers & Education · doi:10.1016/j.compedu.2024.105198 · Cited by 115 · see citing works
Ahmed, Z., Shanto, S. S., Rime, M. H. K., Morol, M. K., Fahad, N., Hossen, M. J., & Abdullah-Al-Jubair, M. (2024) · IEEE Access · doi:10.1109/access.2024.3461874 · Cited by 123 · see citing works
“It ensures students receive a well-structured and engaging learning experience [36], [50], [51].”
BackgroundLarge Language Model‐Based Chatbots in Higher Education
Yigci, D., Eryilmaz, M., Yetisen, A. K., Tasoglu, S., & Ozcan, A. (2025) · Advanced Intelligent Systems · doi:10.1002/aisy.202400429 · Cited by 113 · see citing works
Exploring ChatGPT literacy in language education: A global perspective and comprehensive approach
Ma, Q., Crosthwaite, P. R., Sun, D., & Zou, D. (2024) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2024.100278 · Cited by 133 · see citing works
Wang, C., Li, Z., & Bonk, C. J. (2024) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2024.100247 · Cited by 117 · see citing works
Zhu, H., Sun, Y., & Yang, J. (2025) · Humanities and Social Sciences Communications · doi:10.1057/s41599-025-05252-6 · Cited by 85 · see citing works
Exploring learners’ experiences and perceptions of ChatGPT as a learning tool in higher education
Monib, W. K., Qazi, A., & Mahmud, M. M. (2025) · Education and Information Technologies · doi:10.1007/s10639-024-13065-4 · Cited by 80 · see citing works
Oc, Y., Gonsalves, C., & Quamina, L. T. (2024) · Journal of Marketing Education · doi:10.1177/02734753241302459 · Cited by 90 · see citing works
The relationship between inert thinking and ChatGPT dependence: An I-PACE model perspective
Ye, J.-H., Zhang, M.-M., Nong, W., Wang, L., & Yang, X. (2024) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-024-12966-8 · Cited by 79 · see citing works
Somià, T., & Vecchiarini, M. (2024) · International Journal of Entrepreneurial Behaviour & Research · doi:10.1108/ijebr-08-2023-0788 · Cited by 70 · see citing works
Charting the Future of AI in Project-Based Learning: A Co-Design Exploration with Students
Zheng, C., Yuan, K., Guo, B., Hadi Mogavi, R., Peng, Z., Ma, S., & Ma, X. (2024) · Proceedings of the CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642807 · Cited by 70 · see citing works
Technology and innovation in shaping the future of education
Çelık, F., & Baturay, M. H. (2024) · Smart Learning Environments · doi:10.1186/s40561-024-00339-0 · Cited by 95 · see citing works
Sandu, N., Gide, E., & Elkhodr, M. (2024) · Discover Education · doi:10.1007/s44217-024-00126-6 · Cited by 55 · see citing works
How understanding the limitations and risks of using ChatGPT can contribute to willingness to use
Murshidi, G. H. A., Shulgina, G., Kapuza, A., & Costley, J. (2024) · Smart Learning Environments · doi:10.1186/s40561-024-00322-9 · Cited by 59 · see citing works
Blahopoulou, J., & Ortiz-Bonnin, S. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13575-9 · Cited by 50 · see citing works
Exploring the influence of ChatGPT on student academic success and career readiness
Dahri, N. A., Yahaya, N., & Al-Rahmi, W. M. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-13148-2 · Cited by 63 · see citing works
Teaming Up with an AI: Exploring Human–AI Collaboration in a Writing Scenario with ChatGPT
Luther, T., Kimmerle, J., & Creß, U. (2024) · AI · doi:10.3390/ai5030065 · Cited by 55 · see citing works
Hong, X., & Guo, L. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13472-1 · Cited by 62 · see citing works
Arefian, M. H., Çomoğlu, İ., & Dikilitaş, K. (2024) · Innovation in Language Learning and Teaching · doi:10.1080/17501229.2024.2412769 · Cited by 61 · see citing works
Kassenkhan, A. M., Moldagulova, A. N., & Serbin, V. V. (2025) · IEEE Access · doi:10.1109/access.2025.3576147 · Cited by 44 · see citing works
From Optimism to Concern: Unveiling Sentiments and Perceptions Surrounding ChatGPT on Twitter
Demirel, S., Kahraman-Gokalp, E., & Gündüz, U. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2392964 · Cited by 46 · see citing works
Aladini, A., Ismail, S. M., Khasawneh, M. A. S., & Shakibaei, G. (2024) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2024.100566 · Cited by 69 · see citing works
Wu, H., Li, D., & Mo, X. (2025) · Education and Information Technologies · doi:10.1007/s10639-024-13312-8 · Cited by 52 · see citing works
Al‐Emran, M., Al-Sharafi, M. A., Foroughi, B., Al-Qaysi, N., Mansoor, D., Beheshti, A., & Ali, N. B. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13485-w · Cited by 48 · see citing works
Placebo or Assistant? Generative AI Between Externalization and Anthropomorphization
Skulmowski, A. (2024) · Educational Psychology Review · doi:10.1007/s10648-024-09894-x · Cited by 50 · see citing works
Rehman, A. U., Behera, R. K., Islam, M. S., Abbasi, F. A., & Imtiaz, A. (2024) · Technology in Society · doi:10.1016/j.techsoc.2024.102655 · Cited by 42 · see citing works
Sánchez, F. Á. B., & Cruz, J. (2024) · Education Sciences · doi:10.3390/educsci14050484 · Cited by 56 · see citing works
Determinants of student adoption of artificial intelligence applications in higher education
Alshammari, S., Alrashidi, M. E., Alshammari, M. H., Alshammari, A. E. A., & Alkhwaldi, A. F. (2025) · Scientific Reports · doi:10.1038/s41598-025-19851-5 · Cited by 45 · see citing works
Klar, M. (2025) · Smart Learning Environments · doi:10.1186/s40561-025-00385-2 · Cited by 39 · see citing works
Kohen-Vacs, D., Usher, M., & Jansen, M. (2025) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-025-00496-4 · Cited by 39 · see citing works
Creative Applications of Artificial Intelligence in Education
Urmeneta, A., & Roméro, M. (2024) · Palgrave studies in creativity and culture · doi:10.1007/978-3-031-55272-4 · Cited by 52 · see citing works
Exploring the Utility of ChatGPT for Self-directed Online Language Learning
Li, Z., Wang, C., & Bonk, C. J. (2024) · Online Learning · doi:10.24059/olj.v28i3.4497 · Cited by 46 · see citing works
Fan, H., Chen, G., Wang, X., & Peng, Z. (2024) · ACM Symposium on User Interface Software and Technology (UIST) · doi:10.1145/3654777.3676390 · Cited by 38 · see citing works
Tan, M., & Subramonyam, H. (2024) · Proceedings of the CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642592 · Cited by 40 · see citing works
Perspectives on the impact of generative AI on early‐childhood development and education
Kanders, K., Stupple‐Harris, L., Smith, L. M., & Gibson, J. L. (2024) · Infant and Child Development · doi:10.1002/icd.2514 · Cited by 43 · see citing works
Duong, C. D., Vu, T. N., Ngo, T. V. N., Do, N. D., & Tran, N. M. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2356361 · Cited by 41 · see citing works
Investigating the role of metaverse influencers’ attributes for the next generation of services
Kumar, A., & Shankar, A. (2024) · Journal of Services Marketing · doi:10.1108/jsm-09-2023-0320 · Cited by 37 · see citing works
Uppal, K., & Hajian, S. (2024) · European Journal of Educational Research · doi:10.12973/eu-jer.14.1.199 · Cited by 36 · see citing works
Adopting AI in education: optimizing human resource management considering teacher perceptions
Gârdan, I. P., Manu, M. B., Gârdan, D. A., Negoiţă, L., Paștiu, C. A., Ghiță, E., & Zaharia, A. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1488147 · Cited by 54 · see citing works
Al-Abri, A. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13484-x · Cited by 35 · see citing works
Gamlem, S. M., McGrane, J., Brandmo, C., Moltudal, S., Sun, S. Z., & Hopfenbeck, T. N. (2025) · Educational Psychology · doi:10.1080/01443410.2025.2528663 · Cited by 40 · see citing works
Chaudhuri, J., & Terrones, L. (2025) · Internet Reference Services Quarterly · doi:10.1080/10875301.2024.2400132 · Cited by 33 · see citing works
Thanasi-Boçe, M., & Hoxha, J. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-12775-z · Cited by 38 · see citing works
Ulla, M. B., Advincula, M. J. C., Mombay, C. D. S., Mercullo, H. M., Nacionales, J. P., & Entino-Señorita, A. D. (2024) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2024.100314 · Cited by 45 · see citing works
Artificial intelligence (AI) and ethical concerns: a review and research agenda
Ghosh, M. (2025) · Cogent Business & Management · doi:10.1080/23311975.2025.2551809 · Cited by 41 · see citing works
Sallam, M., Al‐Salahat, K., Eid, H., Egger, J., & Puladi, B. (2024) · Advances in Medical Education and Practice · doi:10.2147/amep.s479801 · Cited by 36 · see citing works
Exploring student and teacher perspectives on ChatGPT’s impact in higher education
Žáková, K., Urbano, D., Cruz-Correia, R. J., Guzmán, J. L., & Matišák, J. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-13184-y · Cited by 32 · see citing works
Unraveling Gratifications, Concerns, and Acceptance of Generative Artificial Intelligence
Lin, Z., & Ng, Y.-L. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2436749 · Cited by 31 · see citing works
From prompt to polished: Exploring student-chatbot interactions for academic writing assistance
Usher, M., & Amzalag, M. (2025) · Education Sciences · doi:10.3390/educsci15030329 · Cited by 31 · see citing works
Shahzad, M. F., Xu, S., An, X., Zahid, H., & Asif, M. (2025) · European Journal of Education · doi:10.1111/ejed.70050 · Cited by 33 · see citing works
Saad, H. B., Dergaa, I., Ghouili, H., Ceylan, H., Chamari, K., & Dhahbi, W. (2025) · Ai & Society · doi:10.1007/s00146-025-02299-6 · Cited by 35 · see citing works
Yusoff, S. M., Marzaini, A. F. M., Hao, L., Zainuddin, Z., & Basal, M. H. (2025) · Discover Computing · doi:10.1007/s10791-025-09567-5 · Cited by 29 · see citing works
Tortella, F., Palese, A., Turolla, A., Castellini, G., Pillastrini, P., Landuzzi, M. G., Cook, C., Galeoto, G., Giovannico, G., Rodeghiero, L., et al. (2025) · BMC Medical Education · doi:10.1186/s12909-025-07176-w · Cited by 28 · see citing works
“Overall, inconsistencies across studies may stem from generational digital literacy gaps, with younger students being more immersed in digital tools, thus having more opportunities to engage with Chatbots throughout their academic journey [68].”
AI Chatbot Adoption in Academia: Task Fit, Usefulness and Collegial Ties
Soodan, V., Rana, A. K., Jain, A., & Sharma, D. (2024) · Journal of Information Technology Education Innovations in Practice · doi:10.28945/5260 · Cited by 41 · see citing works
Ofem, U. J., Valentine Joseph Owan, P. D., Iyam, M. A., Udeh, M. I., Anake, P. M., & Ovat, S. V. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-12850-5 · Cited by 39 · see citing works
Dumitru, C., Muttashar Abdulsahib, G., Ibrahim Khalaf, O., & Bennour, A. (2026) · Technology and Disability · doi:10.1177/10554181251355428 · Cited by 27 · see citing works
Reacting to Generative AI: Insights from Student and Faculty Discussions on Reddit
Wu, C., Wang, X., Carroll, J. M., & Rajtmajer, S. M. (2024) · ACM Web Science Conference (WebSci) · doi:10.1145/3614419.3644014 · Cited by 28 · see citing works
Oh, J., Nah, S., & Yang, Z. D. (2025) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838151.2025.2485319 · Cited by 26 · see citing works
SET-PAiREd: Designing for Parental Involvement in Learning with an AI-Assisted Educational Robot
Ho, H.-R., Kargeti, N., Liu, Z., & Mutlu, B. (2025) · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713330 · Cited by 24 · see citing works
Jukiewicz, M. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1594572 · Cited by 24 · see citing works
Semerci, R., Özbay, Ö., Özbay, S. Ç., & Sarıkahya, S. D. (2025) · European Journal of Pediatrics · doi:10.1007/s00431-025-06435-8 · Cited by 23 · see citing works
Ouaazki, A., Bergram, K., Farah, J. C., Gillet, D., & Holzer, A. (2024) · International Conference on Conversational User Interfaces · doi:10.1145/3640794.3665542 · Cited by 28 · see citing works
Ahmed, F. R., Rushdan, E. E., Al‐Yateem, N., Almaazmi, A. N., Subu, M. A., Hijazi, H. H. A., Abdelbasset, W. K., Mottershead, R., Ahmed, A. A., & AbuRuz, M. E. (2024) · Teaching and learning in nursing · doi:10.1016/j.teln.2024.12.002 · Cited by 23 · see citing works
Jenkins, D. M., & Khanna, G. (2025) · Journal of Leadership Studies · doi:10.1002/jls.70004 · Cited by 29 · see citing works
Using ChatGPT-generated essays in library instruction
Johnson, S., Owens, E. E., Menendez, H., & Kim, D. (2024) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2024.102863 · Cited by 31 · see citing works
Koroleva, D. O., & Jogezai, N. A. (2024) · Information and Learning Sciences · doi:10.1108/ils-10-2023-0137 · Cited by 26 · see citing works
Asy’ari, M., & Шаров, С. (2024) · International Journal of Essential Competencies in Education · doi:10.36312/ijece.v3i2.2424 · Cited by 21 · see citing works
Huang, S.-K., & Chen, C. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.70094 · Cited by 29 · see citing works
Isiaku, L., Kwala, A. F., Sambo, K. U., & Isiaku, H. H. (2024) · Journal of University Teaching and Learning Practice · doi:10.53761/7egat807 · Cited by 21 · see citing works
Shahzad, M. F., Xu, S., An, X., Asif, M., & Javed, I. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2025.2524838 · Cited by 20 · see citing works
The emotional cost of AI chatbots in education: Who benefits and who struggles?
Carter, J. W., Scott, J., & Barrett, J. D. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100181 · Cited by 23 · see citing works
Generative Artificial Intelligence in Higher Education
Roméro, M., Reyes, J., & Kostakos, P. (2024) · Palgrave studies in creativity and culture · doi:10.1007/978-3-031-55272-4_10 · Cited by 28 · see citing works
Kosmas, P., Nisiforou, E. A., Kounnapi, E., Sofocleous, S., & Theofanous, G. (2025) · Educational Technology Research and Development · doi:10.1007/s11423-025-10492-z · Cited by 37 · see citing works
Chauhan, A., Khaliq, F., & Nayak, K. R. (2025) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-025-00471-z · Cited by 23 · see citing works
ChatGPT’s impact on student learning outcomes: a meta-analysis of 35 experimental studies
Wu, X., Zhu, P., Zhang, J., Yin, M., & Wang, Y. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-07019-z · Cited by 37 · see citing works
The use of AI Chatbots in higher education: the problem of plagiarism
Prokhorova, Y., Gujrati, R., & Uygun, H. (2024) · Review of Artificial Intelligence in Education · doi:10.37497/rev.artif.intell.educ.v5i00.31 · Cited by 19 · see citing works
ChatGPT and generation 'Z': a study on the usage rates of ChatGPT
Babu, M. A., Yusuf, K. M., Eni, L. N., Jaman, S. M. S., & Sharmin, M. R. (2024) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2024.101163 · Cited by 19 · see citing works
Turós, M., Nagy, R., & Szűts, Z. (2025) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2025.100394 · Cited by 27 · see citing works
Integrating large language models into project-based learning based on self-determination theory
Zhang, L., & Zhang, W. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2024.2446535 · Cited by 18 · see citing works
Sok, S., Heng, K., & Pum, M. (2025) · SAGE Open · doi:10.1177/21582440251353575 · Cited by 22 · see citing works
Generative AI Applications and Tools in Engineering Education
Stankovski, S., Ostojić, G., Tegeltija, S., Stanojević, M., Babić, M., & Zhang, X. (2024) · International Symposium INFOTEH-JAHORINA (INFOTEH) · doi:10.1109/infoteh60418.2024.10495941 · Cited by 17 · see citing works
Ardyansyah, A., Yuwono, A. B., Rahayu, S. L., Alsulami, N. M., & Sulistina, O. (2024) · Journal of Chemical Education · doi:10.1021/acs.jchemed.4c00220 · Cited by 22 · see citing works
Is a Sunny Day Bright and Cheerful or Hot and Uncomfortable? Young Children's Exploration of ChatGPT
Shrivastava, V., Sharma, S., Chakraborty, D., & Kinnula, M. (2024) · Nordic Conference on Human-Computer Interaction · doi:10.1145/3679318.3685397 · Cited by 17 · see citing works
Tajik, A. (2025) · Research Square · doi:10.21203/rs.3.rs-5788599/v1 · Cited by 26 · see citing works
ChatGPT in Data Visualization Education: A Student Perspective
Kim, N. W., Ko, H.-K., Myers, G., & Bach, B. (2024) · IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) · doi:10.1109/vl/hcc60511.2024.00022 · Cited by 21 · see citing works
Eutsler, L., Rivera, B., Barnes, M., & Cummings, J. (2026) · Journal of Research on Technology in Education · doi:10.1080/15391523.2025.2476589 · Cited by 16 · see citing works
Adoption of artificial intelligence in higher education: a diffusion of innovation approach
Gutiérrez-Leefmans, M., Picazo-Vela, S., & Kareem, O. (2026) · The TQM Journal · doi:10.1108/tqm-12-2024-0523 · Cited by 16 · see citing works
AI-powered language learning: Developing the chatGPT usage scale for foreign language learners
Çobanoğulları, F., & Özbek, Ö. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13342-w · Cited by 15 · see citing works
Designing Culturally Inclusive Case Studies with Generative AI: Strategies and Considerations
Jayasinghe, S., Arm, K., & Gamage, K. A. A. (2025) · Education Sciences · doi:10.3390/educsci15060645 · Cited by 15 · see citing works
Jmaiel, H. A., Abukhait, R. O., Mohamed, A. M. A., Shaaban, T. S. K., Al-khresheh, M. H., & AL-Qadri, A. H. (2025) · Discover Education · doi:10.1007/s44217-025-00700-6 · Cited by 34 · see citing works
- Authors
- Hadi Mogavi, R., Deng, C., Juho Kim, J., Zhou, P., D. Kwon, Y., Hosny Saleh Metwally, A., Tlili, A., Bassanelli, S., Bucchiarone, A., Gujar, S., Nacke, L. E., & Hui, P.
- Affiliations
- University of Science and Technology of China (CN)
- Beijing Normal University (CN)
- Fondazione Bruno Kessler (IT)
- International Institute of Information Technology (IN)
- University of Waterloo (CA)
- University of Helsinki (FI)
- Corresponding author
- Hui, Pan
- ORCID
- Venue
- Computers in Human Behavior: Artificial Humans
- Publisher
- Elsevier BV
- Published
- 2024-01
- Volume
- 2
- Issue
- 1
- Pages
- 100027
- ISSN
- 2949-8821 (ISSN-L)
- OpenAlex
- W4388817859
- Semantic Scholar
- cf5bfdb0bfbf2f3b42a131a40372212217eea3d3
- Cited by
- 369
- References
- 96
- Citations by year
- 2026: 87 · 2025: 150 · 2024: 127 · 2023: 5
- FWCI
- 86.92
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Computers in Human Behavior Artificial Humans (publishedVersion, cc-by-nc-nd)
- Archivio Istituzionale della Ricerca - Università degli Studi dell Aquila (submittedVersion, cc-by-nc-nd)
- Topics
- Physical Sciences › Computer Science › Information Systems › Artificial Intelligence in Education
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Physical Sciences › Computer Science › Artificial Intelligence › Intelligent Tutoring Systems and Adaptive Learning
- Keywords
- ChatGPT, generative AI in education, early adopters, user perception, user experience, higher education, K-12 education, practical skills training, student self-efficacy, student motivation, superficial learning, critical thinking, human-AI interaction, AI ethics, social media discourse
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