Retrieval-augmented generation enhances large language model performance on the Japanese orthopedic board examination.

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Bibliographic Details
Title: Retrieval-augmented generation enhances large language model performance on the Japanese orthopedic board examination.
Authors: Maruyama J; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Maki S; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan; Center for Frontier Medical Engineering, Chiba University, Japan. Electronic address: satoshimaki@gmail.com., Furuya T; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Nagashima Y; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Kitagawa K; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Toki Y; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Iwata S; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Yazaki M; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Kitamura T; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Gushiken S; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Noguchi Y; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Miura M; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Inoue M; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Shiga Y; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Inage K; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan., Orita S; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan; Center for Frontier Medical Engineering, Chiba University, Japan., Ohtori S; Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan.
Source: Journal of orthopaedic science : official journal of the Japanese Orthopaedic Association [J Orthop Sci] 2025 Nov; Vol. 30 (6), pp. 1193-1198. Date of Electronic Publication: 2025 Mar 28.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Japan NLM ID: 9604934 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1436-2023 (Electronic) Linking ISSN: 09492658 NLM ISO Abbreviation: J Orthop Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1436-2023
DOI:10.1016/j.jos.2025.03.003