Exploratory Evaluation of Learning Behaviors Using a ChatGPT-Based Question-Generating Bot Among Occupational Therapy Students Preparing for the National Licensure Exam: A One-Month Pre-post Study With Cluster Analysis
This exploratory study examined OT students' learning behaviors when using a ChatGPT-based question-generating bot. The findings suggest that increased total time investment may be more relevant to performance gains than the generated question quantity. Future studies should incorporate qualitative analyses of the learning processes and controlled comparisons to further validate these patterns.
Authors
- Tadatoshi Inoue (ORCID: https://orcid.org/0000-0003-4647-9590)
- Kengo Kohiyama
- Shogo Sawamura (ORCID: https://orcid.org/0000-0003-1471-615X)
- Takahiro Takenaka (ORCID: https://orcid.org/0000-0002-3993-2986)
- Takashi Nagai (ORCID: https://orcid.org/0000-0003-3736-5479)
- Tatsuya Sera
Institutions
- Heisei College of Health Sciences (JP)
Publication Details
- Journal
- Cureus
- Published
- 2025-10-13
- DOI
- https://doi.org/10.7759/cureus.94447
- Primary Topic
- Artificial Intelligence in Healthcare and Education
- Type
- article
- Field-Weighted Citation Impact
- 0.00