Training and technology acceptance of ChatGPT in university students of social sciences: a netcoincidental analysis
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This study analyzes the perception and usage of ChatGPT based on the technology acceptance model (TAM). Conducting reticular analysis of coincidences (RAC) on a convenience survey among university students in the social sciences, this research delves into the perception and utilization of this artificial intelligence tool. The analysis considers variables such as gender, academic year, prior experience with ChatGPT, and the training provided by university faculty. The networks created with the statistical tool “CARING” highlight the role of perceived utility, credibility, and prior experience in shaping attitudes and behaviors toward this emerging technology. Previous experience, familiarity with video games, and programming knowledge were related to more favorable attitudes towards ChatGPT. Students who received specific training showed lower confidence in the tool. These findings underscore the importance of implementing training strategies that raise awareness among students about both the potential strengths and weaknesses of artificial intelligence in educational contexts.
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Technology acceptance, learning outcomes, and user attitudes have often been examined separately, leaving the process links among search mode, task trust, source verification, and learning transfer insufficiently explained.
“Second, technology acceptance, learning outcomes, and user attitudes have often been examined separately, leaving the process links among search mode, task trust, source verification, and learning transfer insufficiently explained (García-Alonso et al., 2024; Chen et al., 2025).”
From Responsible use of generative AI in Chinese vocational education: eye-tracking evidence on source verification and immediate near-transfer across three information-seeking conditions (2026) · cites this paper as García-Alonso et al., 2024
The Literature Review (§2.3) discusses ChatGPT acceptance, attitudes, and perceived learning value, while the Results (§4) examine credibility and attitudes. Neither passage says these topics have often been studied separately or identifies an unexplained link among search mode, task trust, source verification, and learning transfer. Searches for those process links and the claimed research gap found no supporting passage in our copy. (LLM, conf=0.75)
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Sorted by citations
Adoption of AI writing tools among academic researchers: A Theory of Reasoned Action approach
Al-Bukhrani, M. A., Alrefaee, Y. M. H., & Tawfik, M. (2025) · PLOS ONE · doi:10.1371/journal.pone.0313837 · Cited by 50 · see citing works
Zeng, D., Xu, X., Zhu, T., Li, Y., & Li, Q. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1743722 · Cited by 7 · see citing works
Ma, J., Yue, H., & Li, X. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1946196
- Authors
- García-Alonso, E. M., León-Mejía, A. C., Sánchez-Cabrero, R., & Guzmán-Ordaz, R.
- Affiliations
- Universidad de Salamanca (ES)
- Department of Sociology and Communication, Faculty of Social Sciences, University of Salamanca, 37007 Salamanca, Spain
- Universidad Autónoma de Madrid (ES)
- Corresponding author
- García-Alonso, Elena María
- Venue
- Behavioral Sciences
- Publisher
- MDPI AG
- Published
- 2024-07-18
- Volume
- 14
- Issue
- 7
- Pages
- 612
- ISSN
- 2076-328X (ISSN-L)
- PMC
- PMC11274043
- OpenAlex
- W4400764339
- Cited by
- 53
- References
- 39
- Citations by year
- 2026: 23 · 2025: 27 · 2024: 3
- FWCI
- 13.99
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Behavioral Sciences (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Hispana (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Gredos (University of Salamanca) (submittedVersion, cc-by-nc-nd)
- Hispana (submittedVersion, cc-by)
- Biblos-e Archivo (Universidad Autónoma de Madrid) (submittedVersion, public-domain)
- Funders
- Opinion Dynamics, Collective Action and Abrupt Social Change. The Role of Preference Falsification and Social Networks (PID2019-107589GB-I00, PDC2022-133355-I00)
- Analytical networks for dissemination and applied research (PID2019-107589GB-I00, PDC2022-133355-I00)
- Topics
- Physical Sciences › Computer Science › Information Systems › Artificial Intelligence in Education
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Social Sciences › Gender Studies › Gender and Technology in Education
- Keywords
- ChatGPT, technology acceptance model, university students, social sciences students, AI training, student attitudes toward AI, perceived usefulness, perceived credibility, programming knowledge, gender differences, academic year differences
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