Performance of Retrieval-Augmented Generation Large Language Models in Guideline-Concordant Prostate-Specific Antigen Testing: Comparative Study With Junior Clinicians.

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Title: Performance of Retrieval-Augmented Generation Large Language Models in Guideline-Concordant Prostate-Specific Antigen Testing: Comparative Study With Junior Clinicians.
Authors: Tung JYM; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore.; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Le Q; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore., Yao J; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore., Huang Y; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore., Lim DYZ; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore.; Department of Gastroenterology, Singapore General Hospital, Singapore, Singapore., Sng GGR; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore.; Department of Endocrinology, Singapore General Hospital, Singapore, Singapore., Lau RSE; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Tan YG; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Chen K; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Tay KJ; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Tan JH; Data Science and Artificial Intelligence Laboratory, Singapore General Hospital, Singapore, Singapore., Yuen JSP; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Cheng CWS; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322., Ho HSS; Department of Urology, Singapore General Hospital, Block 4 Level 1, 16 College Road, Singapore, 169854, Singapore, 65 62223322.
Source: Journal of medical Internet research [J Med Internet Res] 2025 Nov 19; Vol. 27, pp. e78393. Date of Electronic Publication: 2025 Nov 19.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 100959882 Publication Model: Electronic Cited Medium: Internet ISSN: 1438-8871 (Electronic) Linking ISSN: 14388871 NLM ISO Abbreviation: J Med Internet Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:1438-8871
DOI:10.2196/78393