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With a sample of 23,218 students from 109 countries and territories, the study reveals that students primarily used ChatGPT for brainstorming, summarizing texts, and finding research articles, with a few using it for professional and creative writing. They found it useful for simplifying complex information and summarizing content, but less reliable for providing information and supporting classroom learning, though some considered its information clearer than that from peers and teachers. Moreover, students agreed on the need for AI regulations at all levels due to concerns about ChatGPT promoting cheating, plagiarism, and social isolation. However, they believed ChatGPT could potentially enhance their access to knowledge and improve their learning experience, study efficiency, and chances of achieving good grades. While ChatGPT was perceived as effective in potentially improving AI literacy, digital communication, and content creation skills, it was less useful for interpersonal communication, decision-making, numeracy, native language proficiency, and the development of critical thinking skills. Students also felt that ChatGPT would boost demand for AI-related skills and facilitate remote work without significantly impacting unemployment. Emotionally, students mostly felt positive using ChatGPT, with curiosity and calmness being the most common emotions. Further examinations reveal variations in students\u2019 perceptions across different socio-demographic and geographic factors, with key factors influencing students\u2019 use of ChatGPT also being identified. Higher education institutions\u2019 managers and teachers may benefit from these findings while formulating the curricula and instructions\/regulations for ChatGPT use, as well as when designing the teaching methods and assessment tools. Moreover, policymakers may also consider the findings when formulating strategies for secondary and higher education system development, especially in light of changing labor market needs and related digital skills development.<\/jats:p>","DOI":"10.1371\/journal.pone.0315011","type":"journal-article","created":{"date-parts":[[2025,2,5]],"date-time":"2025-02-05T18:22:30Z","timestamp":1738779750000},"page":"e0315011","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":139,"title":["Higher education students\u2019 perceptions of ChatGPT: A global study of early reactions"],"prefix":"10.1371","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0426-820X","authenticated-orcid":true,"given":"Dejan","family":"Rav\u0161elj","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4505-7134","authenticated-orcid":true,"given":"Damijana","family":"Ker\u017ei\u010d","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8126-1971","authenticated-orcid":true,"given":"Nina","family":"Toma\u017eevi\u010d","sequence":"additional","affiliation":[]},{"given":"Lan","family":"Umek","sequence":"additional","affiliation":[]},{"given":"Nejc","family":"Brezovar","sequence":"additional","affiliation":[]},{"given":"Noorminshah","family":"A. 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Biswas","year":"2023","journal-title":"Mesopotamian J Comput Sci"},{"issue":"16","key":"pone.0315011.ref032","article-title":"New Era of Artificial Intelligence in Education: Towards a Sustainable Multifaceted Revolution","volume":"15","author":"F Kamalov","year":"2023","journal-title":"Sustainability (Switzerland)"},{"key":"pone.0315011.ref033","article-title":"The rise of ChatGPT: Exploring its potential in medical education","author":"H. Lee","year":"2023","journal-title":"Anat Sci Educ"},{"key":"pone.0315011.ref034","doi-asserted-by":"crossref","first-page":"5783","DOI":"10.3390\/app13095783","article-title":"ChatGPT for Education and Research: Opportunities, Threats, and Strategies","volume":"13","author":"MM Rahman","year":"2023","journal-title":"Appl Sci"},{"key":"pone.0315011.ref035","article-title":"AI bot ChatGPT writes smart essays-should academics worry?","author":"C. Stokel-Walker","year":"2022","journal-title":"Nature"},{"key":"pone.0315011.ref036","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1007\/s10755-023-09686-1","article-title":"Students\u2019 Acceptance of ChatGPT in Higher Education: An Extended Unified Theory of Acceptance and Use of Technology","volume":"49","author":"A. Strzelecki","year":"2024","journal-title":"Innov High Educ"},{"key":"pone.0315011.ref037","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":"SS Gill","year":"2024","journal-title":"Internet Things Cyber-physical Syst"},{"issue":"1","key":"pone.0315011.ref038","doi-asserted-by":"crossref","first-page":"35","DOI":"10.3390\/bdcc7010035","article-title":"\u201cWhat can ChatGPT do?\u201d Analyzing early reactions to the innovative AI Chatbot on Twitter","volume":"7","author":"V. Taecharungroj","year":"2023","journal-title":"Big Data Cogn Comput"},{"issue":"3","key":"pone.0315011.ref039","article-title":"Leadership is needed for ethical ChatGPT: Character, assessment, and learning using artificial intelligence (AI)","volume":"20","author":"J Crawford","year":"2023","journal-title":"J Univ Teach Learn Pract"},{"issue":"3","key":"pone.0315011.ref040","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1108\/LHTN-03-2023-0043","article-title":"ChatGPT in scientific and academic research: future fears and reassurances","volume":"40","author":"F. Qasem","year":"2023","journal-title":"Libr Hi Tech News"},{"key":"pone.0315011.ref041","first-page":"1","article-title":"To use or not to use ChatGPT in higher education? A study of students\u2019 acceptance and use of technology","author":"A. Strzelecki","year":"2023","journal-title":"Interact Learn Environ"},{"key":"pone.0315011.ref042","doi-asserted-by":"crossref","first-page":"100752","DOI":"10.1016\/j.asw.2023.100752","article-title":"Collaborating with ChatGPT in argumentative writing classrooms","volume":"57","author":"Y Su","year":"2023","journal-title":"Assess Writ"},{"issue":"6","key":"pone.0315011.ref043","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0305354","article-title":"A real-world test of artificial intelligence infiltration of a university examinations system: A \u201cTuring Test\u201d case study","volume":"19","author":"P Scarfe","year":"2024","journal-title":"PloS One"},{"key":"pone.0315011.ref044","doi-asserted-by":"crossref","first-page":"1513","DOI":"10.2147\/JMDH.S413470","article-title":"Using ChatGPT in Medical Research: Current Status and Future Directions","volume":"16","author":"S Ruksakulpiwat","year":"2023","journal-title":"J Multidiscip Healthc"},{"issue":"2","key":"pone.0315011.ref045","doi-asserted-by":"crossref","first-page":"46","DOI":"10.53579\/jitkt.v3i2.138","article-title":"Menggali Potensi ChatGPT pada Peran Tenaga Kesehatan","volume":"3","author":"R Yuliyana","year":"2023","journal-title":"J Ilmu Teknol Kesehat Terpadu"},{"issue":"7","key":"pone.0315011.ref046","article-title":"Evaluating the competency of ChatGPT in MRCP Part 1 and a systematic literature review of its capabilities in postgraduate medical assessments","volume":"19","author":"O Vij","year":"2024","journal-title":"PloS One"},{"issue":"1","key":"pone.0315011.ref047","first-page":"57","article-title":"What ChatGPT means for universities: Perceptions of scholars and students","volume":"6","author":"M. Firat","year":"2023","journal-title":"J Appl Learn Teach"},{"issue":"18","key":"pone.0315011.ref048","doi-asserted-by":"crossref","first-page":"99","DOI":"10.3991\/ijim.v17i18.41753","article-title":"Students\u2019 attitudes towards using ChatGPT as a learning tool: The case of the University of Jordan","volume":"17","author":"AO Ajlouni","year":"2023","journal-title":"Int J Interact Mobile Technol"},{"key":"pone.0315011.ref049","doi-asserted-by":"crossref","first-page":"29","DOI":"10.3352\/jeehp.2023.20.29","article-title":"Medical students\u2019 patterns of using ChatGPT as a feedback tool and perceptions of ChatGPT in a leadership and communication course in Korea: A cross-sectional study","volume":"20","author":"J. Park","year":"2023","journal-title":"J Educ Eval Health Prof"},{"issue":"1","key":"pone.0315011.ref050","article-title":"ChatGPT for Academic Purposes: Survey Among Undergraduate Healthcare Students in Malaysia","volume":"16","author":"GR Pallivathukal","year":"2024","journal-title":"Cureus"},{"key":"pone.0315011.ref051","article-title":"The impact of educational chatbot on student learning experience","author":"T Ait Baha","year":"2023","journal-title":"Educ Inf Technol"},{"issue":"9","key":"pone.0315011.ref052","doi-asserted-by":"crossref","first-page":"924","DOI":"10.3390\/educsci13090924","article-title":"Exploring computer science students\u2019 perception of ChatGPT in higher education: A descriptive and correlation study","volume":"13","author":"H Singh","year":"2023","journal-title":"Educ Sci"},{"issue":"4","key":"pone.0315011.ref053","article-title":"Understanding learners\u2019 perceptions of ChatGPT: A thematic analysis of peer interviews among undergraduates and postgraduates in China","volume":"10","author":"X Xu","year":"2024","journal-title":"Heliyon"},{"issue":"1","key":"pone.0315011.ref054","article-title":"Applying ChatGPT to tackle the side effects of personal learning environments from learner and learning perspective: An interview of experts in higher education","volume":"19","author":"X Xu","year":"2024","journal-title":"PLoS One"},{"issue":"1","key":"pone.0315011.ref055","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1111\/bjet.13334","article-title":"Do AI chatbots improve students learning outcomes? 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RECIPE: How to integrate ChatGPT into EFL writing education. In: L@S 2023\u2014Proceedings of the 10th ACM Conference on Learning @ Scale. 2023. p. 416\u201320. https:\/\/doi.org\/10.1145\/3573051.3596200.","DOI":"10.1145\/3573051.3596200"},{"issue":"3","key":"pone.0315011.ref068","first-page":"24","article-title":"Optimizing ChatGPT as a Writing Aid for EFL Learners: Balancing Assistance and Skill Development in Writing Proficiency","volume":"5","author":"R Faiz","year":"2023","journal-title":"Lang Info"},{"key":"pone.0315011.ref069","doi-asserted-by":"crossref","first-page":"1395","DOI":"10.1007\/s00146-022-01397-z","article-title":"How to cheat on your final paper: Assigning AI for student writing","volume":"38","author":"P. Fyfe","year":"2023","journal-title":"AI Soc"},{"issue":"2","key":"pone.0315011.ref070","first-page":"07","article-title":"Academic Integrity considerations of AI Large Language Models in the post-pandemic era: ChatGPT and beyond","volume":"20","author":"M. Perkins","year":"2023","journal-title":"J Univ Teach Learn Pract"},{"issue":"1","key":"pone.0315011.ref071","first-page":"6","article-title":"A problem based learning meta analysis: Differences across problem types, implementation types, disciplines, and assessment levels","volume":"3","author":"A Walker","year":"2009","journal-title":"Interdiscip J Probl Based Learn"},{"key":"pone.0315011.ref072","doi-asserted-by":"crossref","first-page":"101069","DOI":"10.1016\/j.tsc.2022.101069","article-title":"Effects of problem-based learning instructional intervention on critical thinking in higher education: A meta-analysis","volume":"45","author":"Y Liu","year":"2022","journal-title":"Think Skills Creat"},{"issue":"8","key":"pone.0315011.ref073","first-page":"2115","article-title":"Effects of problem-based learning on attitude: A meta-analysis study","volume":"12","author":"M Demirel","year":"2016","journal-title":"Eurasia J Math Sci Technol Educ"},{"key":"pone.0315011.ref074","doi-asserted-by":"crossref","unstructured":"Mavrikis M, Grawemeyer B, Hansen A, Gutierrez-Santos S. Exploring the Potential of Speech Recognition to Support Problem Solving and Reflection: Wizards Go to School in the Elementary Maths Classroom. In: European Conference on Technology Enhanced Learning. 2014. p. 263\u201376. https:\/\/doi.org\/10.1007\/978-3-319-11200-8_20.","DOI":"10.1007\/978-3-319-11200-8_20"},{"issue":"2","key":"pone.0315011.ref075","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1080\/01443410.2020.1731427","article-title":"An application of Chinese dialogue-based intelligent tutoring system in remedial instruction for mathematics learning","volume":"41","author":"K-C Pai","year":"2021","journal-title":"Educ Psychol"},{"issue":"5","key":"pone.0315011.ref076","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1080\/03075079.2024.2316881","article-title":"The influence of AI text generators on critical thinking skills in UK business schools","volume":"49","author":"A Essien","year":"2024","journal-title":"Stud High Educ"},{"key":"pone.0315011.ref077","doi-asserted-by":"crossref","first-page":"105031","DOI":"10.1016\/j.compedu.2024.105031","article-title":"ChatGPT improves creative problem-solving performance in university students: An experimental study","volume":"215","author":"M Urban","year":"2024","journal-title":"Comput Educ"},{"key":"pone.0315011.ref078","doi-asserted-by":"crossref","unstructured":"Zhai X. ChatGPT User Experience: Implications for Education. SSRN. 2022. https:\/\/doi.org\/10.2139\/ssrn.4312418.","DOI":"10.2139\/ssrn.4312418"},{"key":"pone.0315011.ref079","doi-asserted-by":"crossref","first-page":"102642","DOI":"10.1016\/j.ijinfomgt.2023.102642","article-title":"Opinion paper: \u201cSo what if ChatGPT wrote it?\u201d Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy","volume":"71","author":"YK Dwivedi","year":"2023","journal-title":"Int J Inf Manag"},{"issue":"2","key":"pone.0315011.ref080","first-page":"100790","article-title":"Generative AI and the future of education: Ragnar\u00f6k or reformation? A paradoxical perspective from management educators","volume":"21","author":"WM Lim","year":"2023","journal-title":"Int J Manag Educ"},{"issue":"6654","key":"pone.0315011.ref081","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1126\/science.adh2586","article-title":"Experimental evidence on the productivity effects of generative artificial intelligence","volume":"381","author":"S Noy","year":"2023","journal-title":"Science"},{"issue":"1","key":"pone.0315011.ref082","first-page":"116","article-title":"ChatGPT\u2019s effect on the job market: how automation affects employment in sectors using ChatGPT for customer service","volume":"13","author":"DP Mishra","year":"2024","journal-title":"Int J Informat Commun Technol"},{"key":"pone.0315011.ref083","unstructured":"Chen L, Chen X, Wu S, Yang Y, Chang M, Zhu H. The Future of ChatGPT-enabled Labor Market: A Preliminary Study in China. arXiv. 2023. https:\/\/doi.org\/10.48550\/arXiv.2304.09823."},{"key":"pone.0315011.ref084","first-page":"1","article-title":"Tactics to mitigate the negative impact of introducing advanced technology on employees: Evidence from large listed companies in Japan","volume":"14","author":"T Kato","year":"2024","journal-title":"Comput Hum Behav Rep"},{"key":"pone.0315011.ref085","doi-asserted-by":"crossref","first-page":"38805","DOI":"10.1109\/ACCESS.2023.3268224","article-title":"Exploring Students\u2019 Perceptions of ChatGPT: Thematic Analysis and Follow-Up Survey","volume":"11","author":"A. Shoufan","year":"2023","journal-title":"IEEE Access"},{"issue":"2","key":"pone.0315011.ref086","doi-asserted-by":"crossref","first-page":"214","DOI":"10.1108\/JTF-02-2023-0038","article-title":"Game of algorithms: ChatGPT implications for the future of tourism education and research","volume":"9","author":"S Ivanov","year":"2023","journal-title":"J Tourism Futures"},{"key":"pone.0315011.ref087","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.futures.2024.103382","article-title":"How ChatGPT shapes the future labour market situation of software engineers: A Finnish Delphi study","volume":"160","author":"K. Komp-Leukkunen","year":"2024","journal-title":"Futures"},{"key":"pone.0315011.ref088","first-page":"100513","article-title":"Considerations for adapting higher education technology courses for AI large language models: A critical review of the impact of ChatGPT","volume":"15","author":"O Tayan","year":"2024","journal-title":"Mach Learn Appl"},{"key":"pone.0315011.ref089","doi-asserted-by":"crossref","unstructured":"Huseynov S. ChatGPT and the Labor Market: Unraveling the Effect of AI Discussions on Students\u2019 Earnings Expectations. arXiv. 2023. https:\/\/doi.org\/10.48550\/arXiv.2305.11900.","DOI":"10.2139\/ssrn.4444728"},{"issue":"3","key":"pone.0315011.ref090","doi-asserted-by":"crossref","first-page":"606","DOI":"10.1111\/1748-8583.12524","article-title":"Human resource management in the age of generative artificial intelligence: Perspectives and research directions on ChatGPT","volume":"33","author":"P Budhwar","year":"2023","journal-title":"Hum Resour Manag J"},{"issue":"1","key":"pone.0315011.ref091","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1186\/s41239-024-00444-7","article-title":"Is it harmful or helpful? Examining the causes and consequences of generative AI usage among university students","volume":"21","author":"M Abbas","year":"2024","journal-title":"Int J Educ Technol High Educ"},{"issue":"1","key":"pone.0315011.ref092","first-page":"100027","article-title":"ChatGPT in education: A blessing or a curse? A qualitative study exploring early adopters\u2019 utilization and perceptions","volume":"2","author":"R Hadi Mogavi","year":"2024","journal-title":"Comput Hum Behav: Artif Humans"},{"key":"pone.0315011.ref093","doi-asserted-by":"crossref","first-page":"520","DOI":"10.1007\/s11528-024-00954-1","article-title":"Higher Education Faculty Perceptions of ChatGPT and the Influencing Factors: A Sentiment Analysis of X","volume":"68","author":"Y Mamo","year":"2024","journal-title":"Tech Trends"},{"key":"pone.0315011.ref094","doi-asserted-by":"crossref","first-page":"02537176241247934","DOI":"10.1177\/02537176241247934","article-title":"How Sensitive Are the Free AI-detector Tools in Detecting AI-generated Texts? A Comparison of Popular AI-detector Tools","author":"SK Kar","year":"2024","journal-title":"Indian J Psychol Med"},{"key":"pone.0315011.ref095","doi-asserted-by":"crossref","first-page":"101410","DOI":"10.1016\/j.techsoc.2020.101410","article-title":"Dimensions of artificial intelligence anxiety based on the integrated fear acquisition theory","volume":"63","author":"J Li","year":"2020","journal-title":"Technol Soc"},{"key":"pone.0315011.ref096","unstructured":"World Bank. The World by Income and Region. 2022. https:\/\/datatopics.worldbank.org\/world-development-indicators\/the-world-by-income-and-region.html."},{"issue":"1","key":"pone.0315011.ref097","first-page":"19","article-title":"Using Likert-type scales in the social sciences","volume":"40","author":"JT Croasmun","year":"2011","journal-title":"J Adult Educ"},{"key":"pone.0315011.ref098","first-page":"V1","article-title":"Higher Education Students\u2019 Early Perceptions of ChatGPT: Global Survey Data","author":"D Rav\u0161elj","year":"2024","journal-title":"Mendeley Data"},{"key":"pone.0315011.ref099","unstructured":"McKinney W. Python for data analysis. O\u2019Reilly Media, Inc.; 2013."},{"key":"pone.0315011.ref100","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/1751-0473-6-7","article-title":"WordCloud: a Cytoscape plugin to create a visual semantic summary of networks","volume":"6","author":"L Oesper","year":"2011","journal-title":"Source Code Biol Med"},{"issue":"3","key":"pone.0315011.ref101","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1038\/s41592-019-0686-2","article-title":"SciPy 1.0: fundamental algorithms for scientific computing in Python","volume":"17","author":"P Virtanen","year":"2020","journal-title":"Nat Methods"},{"key":"pone.0315011.ref102","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1016\/j.ijedudev.2017.08.006","article-title":"Factors influencing international student satisfaction in Korean universities","volume":"57","author":"AM Alemu","year":"2017","journal-title":"Int J Educ Dev"},{"key":"pone.0315011.ref103","doi-asserted-by":"crossref","unstructured":"Cohen J, Cohen P, West SG, Aiken LS. Applied multiple regression\/correlation analysis for the behavioral sciences. Routledge; 2013.","DOI":"10.4324\/9780203774441"},{"key":"pone.0315011.ref104","volume-title":"Discovering statistics using SPSS","author":"A. Field","year":"2013","edition":"4"},{"key":"pone.0315011.ref105","doi-asserted-by":"crossref","unstructured":"Little RJ, Rubin DB. Statistical analysis with missing data. 3rd ed. John Wiley & Sons; 2019. https:\/\/doi.org\/10.1002\/9781119482260.","DOI":"10.1002\/9781119482260"},{"issue":"4","key":"pone.0315011.ref106","doi-asserted-by":"crossref","first-page":"487","DOI":"10.3102\/0034654314532697","article-title":"A review of missing data handling methods in education research","volume":"84","author":"JR Cheema","year":"2014","journal-title":"Rev Educ Res"},{"issue":"799","key":"pone.0315011.ref107","first-page":"1","article-title":"Artificial Intelligence in studies\u2014use of ChatGPT and AI-based tools among students in Germany","volume":"10","author":"J Garrel","year":"2023","journal-title":"Humanit Soc Sci Commun"},{"key":"pone.0315011.ref108","doi-asserted-by":"crossref","first-page":"1328769","DOI":"10.3389\/feduc.2024.1328769","article-title":"The use of ChatGPT in teaching and learning: a systematic review through SWOT analysis approach","volume":"9","author":"DTT Mai","year":"2024","journal-title":"Front Educ"},{"key":"pone.0315011.ref109","first-page":"1","article-title":"Bridging the digital divide: Promoting equal access to online learning for health professions in an unequal world","author":"SP Han","year":"2024","journal-title":"Med Educ"},{"issue":"5","key":"pone.0315011.ref110","doi-asserted-by":"crossref","first-page":"914","DOI":"10.4236\/ce.2023.145059","article-title":"Implementation of Education 5.0 in developed and developing countries: A comparative study","volume":"14","author":"AM Alharbi","year":"2023","journal-title":"Creat Educ"},{"issue":"09","key":"pone.0315011.ref111","doi-asserted-by":"crossref","first-page":"1292","DOI":"10.3855\/jidc.18738","article-title":"ChatGPT: ethical concerns and challenges in academics and research","volume":"17","author":"A Guleria","year":"2023","journal-title":"J Infect Dev Ctries"},{"issue":"2","key":"pone.0315011.ref112","first-page":"7","article-title":"The dark side of generative artificial intelligence: A critical analysis of controversies and risks of ChatGPT","volume":"11","author":"K Wach","year":"2023","journal-title":"Entrep Bus Econ Rev"},{"issue":"10","key":"pone.0315011.ref113","first-page":"851","article-title":"ChatGPT is not capable of serving as an author: ethical concerns and challenges of large language models in education","volume":"5","author":"NL Rane","year":"2023","journal-title":"Int Res J Mod Eng Technol Sci"},{"key":"pone.0315011.ref114","unstructured":"Agrawal A, Gans J, Goldfarb A. ChatGPT and how AI disrupts industries. Harvard Business Review. 2022. https:\/\/hbr.org\/2022\/12\/chatgpt-and-how-ai-disrupts-industries."},{"issue":"2","key":"pone.0315011.ref115","doi-asserted-by":"crossref","first-page":"297","DOI":"10.17275\/per.22.41.9.2","article-title":"Determining middle school students\u2019 perceptions of the concept of artificial intelligence: A metaphor analysis","volume":"9","author":"K Demir","year":"2022","journal-title":"Particip Educ Res"},{"issue":"1","key":"pone.0315011.ref116","doi-asserted-by":"crossref","first-page":"57","DOI":"10.58693\/ier.114","article-title":"Student attitudes towards ChatGPT: A technology acceptance Model survey","volume":"1","author":"H Yilmaz","year":"2023","journal-title":"Int Educ Rev"},{"key":"pone.0315011.ref117","first-page":"100147","article-title":"The effect of generative artificial intelligence (AI)-based tool use on students\u2019\u2019 computational thinking skills, programming self-efficacy and motivation","volume":"4","author":"R Y\u0131lmaz","year":"2023","journal-title":"Comput Educ: Artif Intell"},{"key":"pone.0315011.ref118","doi-asserted-by":"crossref","unstructured":"Harmon-Jones E, Mills J. An introduction to cognitive dissonance theory and an overview of current perspectives on the theory. In: Harmon-Jones E, editor. Cognitive dissonance: Reexamining a pivotal theory in psychology. 2nd ed. American Psychological Association; 2019. p. 3\u201324. https:\/\/doi.org\/10.1037\/0000135-001.","DOI":"10.1037\/0000135-001"},{"issue":"1937","key":"pone.0315011.ref119","first-page":"20201201","article-title":"Sex differences in moral judgements across 67 countries","volume":"287","author":"M Atari","year":"2020","journal-title":"Proc Biol Sci"},{"issue":"1","key":"pone.0315011.ref120","doi-asserted-by":"crossref","first-page":"59","DOI":"10.26613\/esic.1.1.10","article-title":"Gender identity: Nature and nurture working together","volume":"1","author":"A Eagly","year":"2017","journal-title":"Evol Stud Imagin Cult"},{"key":"pone.0315011.ref121","first-page":"100150","article-title":"The impact of adopting AI educational technologies on projected course satisfaction in university students","volume":"5","author":"P Rodway","year":"2023","journal-title":"Comput Educ: Artif Intell"},{"key":"pone.0315011.ref122","doi-asserted-by":"crossref","first-page":"1354929","DOI":"10.3389\/feduc.2024.1354929","article-title":"ChatGPT in higher education: factors influencing ChatGPT user satisfaction and continued use intention","volume":"9","author":"C Yu","year":"2024","journal-title":"Front Educ"},{"key":"pone.0315011.ref123","doi-asserted-by":"crossref","DOI":"10.1017\/jdm.2023.37","article-title":"Human favoritism, not AI aversion: People\u2019s perceptions (and bias) toward generative AI, human experts, and human\u2013GAI collaboration in persuasive content generation","volume":"18","author":"Y Zhang","year":"2023","journal-title":"Judgm Decis Mak"},{"issue":"5","key":"pone.0315011.ref124","article-title":"ChatGPT isn\u2019t magic","volume":"26","author":"T Leaver","year":"2023","journal-title":"M\/C J"},{"issue":"4","key":"pone.0315011.ref125","first-page":"435","article-title":"Human-machine dialogues unveiled: an in-depth exploration of individual attitudes and adoption patterns toward AI-powered ChatGPT systems","volume":"26","author":"J Kumar","year":"2024","journal-title":"Digit Policy Regul Gov"},{"issue":"13","key":"pone.0315011.ref126","doi-asserted-by":"crossref","first-page":"2724","DOI":"10.1080\/10447318.2022.2085400","article-title":"The General Attitudes towards Artificial Intelligence Scale (GAAIS): Confirmatory validation and associations with personality, corporate distrust, and general trust","volume":"39","author":"A Schepman","year":"2023","journal-title":"Int J Hum Comput Interact"},{"key":"pone.0315011.ref127","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1186\/s40561-023-00269-3","article-title":"The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and millennial generation teachers?","volume":"10","author":"CKY Chan","year":"2023","journal-title":"Smart Learn Environ"},{"issue":"1","key":"pone.0315011.ref128","first-page":"41","article-title":"The role of ChatGPT in higher education: Benefits, challenges, and future research directions","volume":"6","author":"T Rasul","year":"2023","journal-title":"J Appl Learn Teach"},{"issue":"4","key":"pone.0315011.ref129","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1080\/25741136.2023.2204203","article-title":"Coexistence and creativity: Screen media education in the age of artificial intelligence content generators","volume":"24","author":"SM Bender","year":"2023","journal-title":"Media Pract Educ"},{"key":"pone.0315011.ref130","doi-asserted-by":"crossref","first-page":"1251163","DOI":"10.3389\/feduc.2023.1251163","article-title":"ChatGPT, a brand-new tool to strengthen timeless competencies","volume":"8","author":"B Michalon","year":"2023","journal-title":"Front Educ"},{"issue":"3","key":"pone.0315011.ref131","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1177\/20965311231168423","article-title":"Unlocking the Power of ChatGPT: A Framework for Applying Generative AI in Education","volume":"6","author":"J Su","year":"2023","journal-title":"ECNU Rev Educ"},{"issue":"3","key":"pone.0315011.ref132","doi-asserted-by":"crossref","DOI":"10.30935\/cedtech\/13176","article-title":"ChatGPT in physics education: A pilot study on easy-to-implement activities","volume":"15","author":"P. Bitzenbauer","year":"2023","journal-title":"Contemp Educ Technol"},{"key":"pone.0315011.ref133","first-page":"103662","article-title":"ChatGPT for (finance) research: The Bananarama conjecture","volume":"53","author":"M Dowling","year":"2023","journal-title":"Res Lett"},{"key":"pone.0315011.ref134","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1038\/d41586-023-00056-7","article-title":"Abstracts written by ChatGPT fool scientists","volume":"613","author":"H. Else","year":"2023","journal-title":"Nature"},{"key":"pone.0315011.ref135","doi-asserted-by":"crossref","first-page":"123162","DOI":"10.1016\/j.techfore.2023.123162","article-title":"Human or machine? The perception of artificial intelligence in journalism, its socio-economic conditions, and technological developments toward the digital future","volume":"200","author":"V Moravec","year":"2024","journal-title":"Technol Forecast Soc Change"},{"issue":"1","key":"pone.0315011.ref136","first-page":"84","article-title":"Collaborating with ChatGPT: Considering the implications of generative artificial intelligence for journalism and media education","volume":"78","author":"JV Pavlik","year":"2023","journal-title":"Journal Mass Commun Educ"},{"key":"pone.0315011.ref137","article-title":"Health care trainees\u2019 and professionals\u2019 perceptions of ChatGPT in improving medical knowledge training: rapid survey study","volume":"25","author":"JM Hu","year":"2023","journal-title":"J Med Internet Res"},{"key":"pone.0315011.ref138","first-page":"29","article-title":"Gender differences in skill mismatches","volume":"235","author":"AI Moro-Egido","year":"2020","journal-title":"Hacienda Publica Esp"},{"key":"pone.0315011.ref139","doi-asserted-by":"crossref","first-page":"5903","DOI":"10.1007\/s10639-023-12056-1","article-title":"Developing teaching strategies for rural school pupils\u2019 concentration in the distance music classroom","volume":"29","author":"H Jiang","year":"2023","journal-title":"Educ Inf Technol"},{"key":"pone.0315011.ref140","doi-asserted-by":"crossref","DOI":"10.2196\/49877","article-title":"ChatGPT interactive medical simulations for early clinical education: case study","volume":"9","author":"R Scherr","year":"2023","journal-title":"JMIR Med Educ"},{"issue":"S1","key":"pone.0315011.ref141","doi-asserted-by":"crossref","DOI":"10.1086\/718327","article-title":"Artificial Intelligence and Jobs: Evidence from Online Vacancies","volume":"40","author":"D Acemoglu","year":"2022","journal-title":"J Labor Econ"},{"issue":"2","key":"pone.0315011.ref142","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1108\/JEBDE-10-2023-0021","article-title":"Economics of ChatGPT: A Labor Market View on the Occupational Impact of Artificial Intelligence","volume":"3","author":"A. Zarifhonarvar","year":"2023","journal-title":"J Electron Bus Digit Econ"},{"key":"pone.0315011.ref143","unstructured":"Cedefop. Skills in transition: the way to 2035. Publications Office of the European Union; 2023. http:\/\/data.europa.eu\/doi\/10.2801\/438491."},{"key":"pone.0315011.ref144","unstructured":"Cedefop. Setting Europe on course for a human digital transition\u2013New evidence from Cedefop\u2019s second European skills and jobs survey. Publications Office of the European Union; 2022. https:\/\/data.europa.eu\/doi\/10.2801\/253954."},{"key":"pone.0315011.ref145","doi-asserted-by":"crossref","unstructured":"Nedelkoska L, Quintini G. Automation, skills use and training, OECD Social, Employment and Migration Working Papers, No. 2022. Paris: OECD Publishing; 2018. https:\/\/doi.org\/10.1787\/2e2f4eea-en.","DOI":"10.1787\/2e2f4eea-en"},{"issue":"11","key":"pone.0315011.ref146","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0242929","article-title":"Automation, workers\u2019 skills and job satisfaction","volume":"15","author":"H Schwabe","year":"2020","journal-title":"PLoS One"},{"key":"pone.0315011.ref147","doi-asserted-by":"crossref","unstructured":"Menard S. Applied logistic regression analysis. 2nd ed. Sage; 2002.","DOI":"10.4135\/9781412983433"},{"key":"pone.0315011.ref148","doi-asserted-by":"crossref","unstructured":"O\u2019Connell AA. Logistic regression models for ordinal response variables. 2nd ed. Sage; 2006.","DOI":"10.4135\/9781412984812"},{"key":"pone.0315011.ref149","doi-asserted-by":"crossref","first-page":"1171","DOI":"10.2307\/2532457","article-title":"Assessing proportionality in the proportional odds model for ordinal logistic regression","author":"R. Brant","year":"1990","journal-title":"Biometrics"},{"key":"pone.0315011.ref150","unstructured":"Allison PD. Logistic regression using SAS: Theory and application. SAS Institute; 2012."},{"key":"pone.0315011.ref151","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1007\/s11135-006-9018-6","article-title":"A caution regarding rules of thumb for variance inflation factors","volume":"41","author":"RM O\u2019brien","year":"2007","journal-title":"Qual Quant"},{"issue":"3","key":"pone.0315011.ref152","doi-asserted-by":"crossref","first-page":"691","DOI":"10.1093\/biomet\/78.3.691","article-title":"A note on a general definition of the coefficient of determination","volume":"78","author":"NJ Nagelkerke","year":"1991","journal-title":"Biometrika"},{"issue":"5","key":"pone.0315011.ref153","doi-asserted-by":"crossref","first-page":"1107","DOI":"10.1007\/s10439-023-03325-8","article-title":"The first months of life of ChatGPT and its impact in healthcare: a bibliometric analysis of the current literature","volume":"52","author":"M Alessandri-Bonetti","year":"2024","journal-title":"Ann Biomed Eng"},{"key":"pone.0315011.ref154","doi-asserted-by":"crossref","first-page":"105916","DOI":"10.1016\/j.nedt.2023.105916","article-title":"Revolutionizing nursing education through AI integration: A reflection on the disruptive impact of ChatGPT","volume":"129","author":"A Castonguay","year":"2023","journal-title":"Nurse Educ Today"},{"issue":"6","key":"pone.0315011.ref155","first-page":"12","article-title":"Generative artificial intelligence: University student awareness, experience, and confidence in use across disciplines","volume":"20","author":"A Kelly","year":"2023","journal-title":"J Univ Teach Learn Pract"},{"issue":"2","key":"pone.0315011.ref156","doi-asserted-by":"crossref","first-page":"323","DOI":"10.7821\/naer.2023.7.1458","article-title":"Use of ChatGPT at university as a tool for complex thinking: Students\u2019 perceived usefulness","volume":"12","author":"JM Romero Rodr\u00edguez","year":"2023","journal-title":"J New Approaches Educ Res"}],"container-title":["PLOS ONE"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0315011","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,5]],"date-time":"2025-02-05T18:23:20Z","timestamp":1738779800000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0315011"}},"subtitle":[],"editor":[{"given":"Chengliang","family":"Wang","sequence":"first","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2025,2,5]]},"references-count":156,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025,2,5]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0315011","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2,5]]}}}