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October 12, 2025BMC Medical Education23 citationsOpen Access

Effect of artificial intelligence-assisted personalized feedback on radiographic diagnostic performance of dental students: a controlled study

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BYBüşra YılmazFÖFurkan ÖzbeyBYBaki Yılmaz

Key Points

  • Significant increases in diagnostic test scores were observed in the experimental group receiving AI-driven feedback.
  • The experimental group reported a higher understanding and motivation compared to the traditional feedback method.
  • The use of AI technology like ChatGPT-4o proves beneficial in enhancing learning experiences in dental education.
  • Pre-test scores reflected a clear improvement in the experimental group, highlighting the effectiveness of personalized learning.

Abstract

This study aimed to evaluate the impact of MeSH based personalized learning guides generated by ChatGPT-4o on the radiographic diagnostic performance of dental students and to compare it with the traditional correct/incorrect feedback method. This randomized controlled study was conducted among fifth-year dental students at Afyonkarahisar Health Sciences University. A total of 110 students were randomly assigned to either the experimental or control group. The experimental group received personalized study guides targeting their learning gaps, generated by ChatGPT-4o based on Medical Subject Headings (MeSH). The control group received only a standard correct/incorrect feedback analysis. One month after the intervention, a post-test was administered to assess diagnostic accuracy and student satisfaction. The increase in test scores from pre- to post-test was significantly higher in the experimental group (3.6 ± 1.0) compared to the control group (1.3 ± 1.2; p < 0.001). Final test scores were also significantly higher in the experimental group (p < 0.001). Survey responses indicated that the experimental group rated the feedback as more understandable, beneficial, and motivating compared to the control group. ChatGPT-4o based personalized feedback proved to be an effective tool for enhancing diagnostic performance and supporting learning in dental education. The findings suggest that AI-driven individualized educational strategies hold significant potential in the future of dental training.

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Cite This Study

Yılmaz et al. (2025) studied this question.

synapsesocial.com/papers/68ebc91af2c3e4d8d926e1f5https://doi.org/10.1186/s12909-025-07875-4
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