Large Language Models for the National Radiological Technologist Licensure Examination in Japan: Cross-Sectional Comparative Benchmarking and Evaluation of Model-Generated Items Study

Toshimune Ito   ^{1, 2, 3} , PhD ;   Toru Ishibashi   ¹ , PhD ;   Tatsuya Hayashi   ^{1, 2} , PhD ;   Shinya Kojima   ^{1, 2, 4} , PhD ;   Kazumi Sogabe   ^{1, 5} , PhD

¹ Department of Radiological Technology, Faculty of Medical Technology, Teikyo University, Tokyo, Japan

² Department of Medical Radiology, Graduate School of Medical Technology, Teikyo University, Tokyo, Japan

³ Department of Medical Radiological Technology, Faculty of Health Sciences, Kyorin University, Tokyo, Japan

⁴ Department of Radiology, Tokyo Women’s Medical University Adachi Medical Center, Tokyo, Japan

⁵ Department of Radiological Sciences, School of Health Sciences, Ibaraki Prefectural University of Health Sciences, Ibaraki, Japan