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The knowledge and innovation challenges of ChatGPT: A scoping review

Author

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  • Ali, Omar
  • Murray, Peter A.
  • Momin, Mujtaba
  • Al-Anzi, Fawaz S.

Abstract

This study has several objectives. Firstly, the authors adopt a scoping review of extant research to identify common emerging themes in the ChatGPT model. Secondly, the manuscript explores the emerging innovation and knowledge management challenges by problematizing gaps that need to be explored. This study setting comprises a comprehensive scoping review and analysis of the ChatGPT and related literature. Based on a substantive content analysis of 652 articles between the years 2018 and 2023, four themes emerged from the literature that present gaps to be explored in future research. The technology acceptance model (TAM) grounds the theoretical framework to explore the emerging themes and potential user satisfaction criteria. In addition, this is the first study to broaden the TAM innovation literature by applying knowledge generation criteria to assess the extent to which ChatGPT would satisfy expected user sensemaking represented by know-that, know-how, know-why, and care-why knowledge. Two research questions assessed the findings against TAM and knowledge generation criteria. Based on the emerging gaps identified, the review found that by applying TAM, user satisfaction is not expected to be high especially when applied in educational settings given specific learner needs in complex learning situations. While aspects of user knowledge is expected to increase exponentially, the quality of the information generated by ChatGPT is not expected to result in high user know-why knowledge and complex system understanding. At a time when generative AI models are challenging traditional scientific means of delivering education pedagogy in driving student and user learning, this study has important implications for the future of the ChatGPT model application within educational and broader settings.

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  • Ali, Omar & Murray, Peter A. & Momin, Mujtaba & Al-Anzi, Fawaz S., 2023. "The knowledge and innovation challenges of ChatGPT: A scoping review," Technology in Society, Elsevier, vol. 75(C).
    • Handle: RePEc:eee:teinso:v:75:y:2023:i:c:s0160791x23002075
    DOI: 10.1016/j.techsoc.2023.102402
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    References listed on IDEAS

    as
    1. Khogali, Hisham O. & Mekid, Samir, 2023. "The blended future of automation and AI: Examining some long-term societal and ethical impact features," Technology in Society, Elsevier, vol. 73(C).
    2. Richard McLean & Jiju Antony, 2014. "Why continuous improvement initiatives fail in manufacturing environments? A systematic review of the evidence," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 63(3), pages 370-376, April.
    3. Zhang, Dan & Pee, L.G. & Cui, Lili, 2021. "Artificial intelligence in E-commerce fulfillment: A case study of resource orchestration at Alibaba’s Smart Warehouse," International Journal of Information Management, Elsevier, vol. 57(C).
    4. Russell Belk, 2021. "Ethical issues in service robotics and artificial intelligence," The Service Industries Journal, Taylor & Francis Journals, vol. 41(13-14), pages 860-876, October.
    5. Tekic, Zeljko & Füller, Johann, 2023. "Managing innovation in the era of AI," Technology in Society, Elsevier, vol. 73(C).
    6. Buhmann, Alexander & Fieseler, Christian, 2021. "Towards a deliberative framework for responsible innovation in artificial intelligence," Technology in Society, Elsevier, vol. 64(C).
    7. Yu Chen & Scott Jensen & Leslie J. Albert & Sambhav Gupta & Terri Lee, 2023. "Artificial Intelligence (AI) Student Assistants in the Classroom: Designing Chatbots to Support Student Success," Information Systems Frontiers, Springer, vol. 25(1), pages 161-182, February.
    8. Buhalis, Dimitrios & Volchek, Katerina, 2021. "Bridging marketing theory and big data analytics: The taxonomy of marketing attribution," International Journal of Information Management, Elsevier, vol. 56(C).
    9. Korneeva, Ekaterina & Salge, Torsten Oliver & Teubner, Timm & Antons, David, 2023. "Tracing the legitimacy of Artificial Intelligence: A longitudinal analysis of media discourse," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    10. Ali, Omar & Shrestha, Anup & Soar, Jeffrey & Wamba, Samuel Fosso, 2018. "Cloud computing-enabled healthcare opportunities, issues, and applications: A systematic review," International Journal of Information Management, Elsevier, vol. 43(C), pages 146-158.
    11. Adekoya, Oluwasegun B. & Oliyide, Johnson A. & Saleem, Owais & Adeoye, Habeeb A., 2022. "Asymmetric connectedness between Google-based investor attention and the fourth industrial revolution assets: The case of FinTech and Robotics & Artificial intelligence stocks," Technology in Society, Elsevier, vol. 68(C).
    12. Konuk, Hızır & Ataman, Göksel & Kambur, Emine, 2023. "The effect of digitalized workplace on employees' psychological well-being: Digital Taylorism approach," Technology in Society, Elsevier, vol. 74(C).
    13. Uzir, Md Uzir Hossain & Al Halbusi, Hussam & Lim, Rodney & Jerin, Ishraq & Abdul Hamid, Abu Bakar & Ramayah, Thurasamy & Haque, Ahasanul, 2021. "Applied Artificial Intelligence and user satisfaction: Smartwatch usage for healthcare in Bangladesh during COVID-19," Technology in Society, Elsevier, vol. 67(C).
    14. Jianjing Qu & Yanan Zhao & Yongping Xie, 2022. "Artificial intelligence leads the reform of education models," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(3), pages 581-588, May.
    15. Zahlan, Ahmed & Ranjan, Ravi Prakash & Hayes, David, 2023. "Artificial intelligence innovation in healthcare: Literature review, exploratory analysis, and future research," Technology in Society, Elsevier, vol. 74(C).
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