Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study.

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Title: Feasibility and psychometric evaluation of large language model-generated radiology learning materials for board examination preparation: a prospective pilot study.
Authors: Nam Y; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea.; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea., An T; Department of Radiology, Hallym University Dongtan Sacred Heart Hospital, Hwaseong, Republic of Korea., Hwang SI; Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea., Jeon C; Department of Radiology, College of Medicine, Yeouido St. Mary's Hospital, The Catholic University of Korea, Seoul, Republic of Korea., Jeong JW; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea., Jeong J; Department of Radiology, Ansan Hospital, Korea University School of Medicine, Ansan, Republic of Korea., Kim DY; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim PH; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim SY; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Kim S; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea., Kim Y; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea., Lee KH; Centum Breast and Thyroid Clinic, Busan, Republic of Korea., Lee T; Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea., Oh HS; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea., Park JH; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul, Republic of Korea., Shin S; Department of Nuclear Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Republic of Korea., Sim Y; Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea., Song JM; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea.; Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea., Song S; Department of Radiology and the Research Institute of Radiological Science, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea., Hong P; Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, 158 Paryong-Ro, Masanhoewon-Gu, Changwon, 51353, Republic of Korea. honeia11@gmail.com., Kim N; Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, 88 Olympic-Ro 43-Gil, Songpa-Gu, Seoul, 05505, Republic of Korea. namkugkim@gmail.com.
Source: BMC medical education [BMC Med Educ] 2026 Jun 15. Date of Electronic Publication: 2026 Jun 15.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088679 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1472-6920 (Electronic) Linking ISSN: 14726920 NLM ISO Abbreviation: BMC Med Educ Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1472-6920
DOI:10.1186/s12909-026-09704-8