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Asking the Right Questions: Benchmarking Large Language Models in the Development of Clinical Consultation Templates.

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Title: Asking the Right Questions: Benchmarking Large Language Models in the Development of Clinical Consultation Templates.
Authors: McCoy LG; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada2Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA, lmccoy@ualberta.ca., Wu D; Department of Dermatology, Mass General Brigham, Harvard Medical School, Boston, MA, USA, dwu@mgh.harvard.edu., Khemani S; Division of Hospital Medicine, Stanford University School of Medicine, Stanford, CA, USA, skhemani@stanford.edu., Maharaj SK; Division of Hospital Medicine, Stanford University School of Medicine, Stanford, CA, USA, salonikumar@stanford.edu., Pahwa A; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada, apahwa@ualberta.ca., Rosengaus L; Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA, LRosengaus@stanfordhealthcare.org., Giang L; Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA, LGiang@stanfordhealthcare.org., Jee O; Division of Primary Care and Population Health, Stanford University School of Medicine, Palo Alto, CA, USA, ojee@stanford.edu., Goh E; Stanford Center for Biomedical Informatics Research Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA, ethangoh@stanford.edu., Haredasht FN; Stanford Center for Biomedical Informatics Research Stanford, CA, USA, fnateghi@stanford.edu., Chopra K; Stanford Center for Biomedical Informatics Research Stanford, CA, USA, kanav@stanford.edu., Wu DJ; 0Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA, davidjwu@stanford.edu., Conteh A; 0Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA, aconteh@stanford.edu., Ravi V; 1Stanford Mussallem Center for Biodesign, Stanford University, USA12Stanford University School of Medicine, Stanford, CA, USA, vishnur@stanford.edu., Weng Y; 3Quantitative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA, yweng7@stanford.edu., Li KZ; 4Department of Ophthalmology, Stanford Byers Eye Institute, Palo Alto, CA, USA15 Department of Ophthalmology, Tan Tock Seng Hospital, Singapore16Centre of AI in Medicine, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, kelvinli@stanford.edu., Shirvani D; 7Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada, dshirv@student.ubc.ca., Chen JH; 8Stanford Center for Biomedical Informatics Research Division of Hospital Medicine, Stanford School of Medicine, Stanford, CA, USA19 Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA20Department of Medicine, Stanford University, Stanford, CA, USA, jonc101@stanford.edu.
Source: Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing [Pac Symp Biocomput] 2026; Vol. 31, pp. 400-416.
Publication Type: Journal Article
Journal Info: Publisher: World Scientific Country of Publication: United States NLM ID: 9711271 Publication Model: Print Cited Medium: Internet ISSN: 2335-6936 (Electronic) Linking ISSN: 23356928 NLM ISO Abbreviation: Pac Symp Biocomput Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22McCoy+LG%22">McCoy LG</searchLink>; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada2Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA, lmccoy@ualberta.ca.<br /><searchLink fieldCode="AU" term="%22Wu+D%22">Wu D</searchLink>; Department of Dermatology, Mass General Brigham, Harvard Medical School, Boston, MA, USA, dwu@mgh.harvard.edu.<br /><searchLink fieldCode="AU" term="%22Khemani+S%22">Khemani S</searchLink>; Division of Hospital Medicine, Stanford University School of Medicine, Stanford, CA, USA, skhemani@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Maharaj+SK%22">Maharaj SK</searchLink>; Division of Hospital Medicine, Stanford University School of Medicine, Stanford, CA, USA, salonikumar@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Pahwa+A%22">Pahwa A</searchLink>; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada, apahwa@ualberta.ca.<br /><searchLink fieldCode="AU" term="%22Rosengaus+L%22">Rosengaus L</searchLink>; Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA, LRosengaus@stanfordhealthcare.org.<br /><searchLink fieldCode="AU" term="%22Giang+L%22">Giang L</searchLink>; Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA, LGiang@stanfordhealthcare.org.<br /><searchLink fieldCode="AU" term="%22Jee+O%22">Jee O</searchLink>; Division of Primary Care and Population Health, Stanford University School of Medicine, Palo Alto, CA, USA, ojee@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Goh+E%22">Goh E</searchLink>; Stanford Center for Biomedical Informatics Research Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA, ethangoh@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Haredasht+FN%22">Haredasht FN</searchLink>; Stanford Center for Biomedical Informatics Research Stanford, CA, USA, fnateghi@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Chopra+K%22">Chopra K</searchLink>; Stanford Center for Biomedical Informatics Research Stanford, CA, USA, kanav@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Wu+DJ%22">Wu DJ</searchLink>; 0Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA, davidjwu@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Conteh+A%22">Conteh A</searchLink>; 0Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA, aconteh@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Ravi+V%22">Ravi V</searchLink>; 1Stanford Mussallem Center for Biodesign, Stanford University, USA12Stanford University School of Medicine, Stanford, CA, USA, vishnur@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Weng+Y%22">Weng Y</searchLink>; 3Quantitative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA, yweng7@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Li+KZ%22">Li KZ</searchLink>; 4Department of Ophthalmology, Stanford Byers Eye Institute, Palo Alto, CA, USA15 Department of Ophthalmology, Tan Tock Seng Hospital, Singapore16Centre of AI in Medicine, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, kelvinli@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Shirvani+D%22">Shirvani D</searchLink>; 7Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada, dshirv@student.ubc.ca.<br /><searchLink fieldCode="AU" term="%22Chen+JH%22">Chen JH</searchLink>; 8Stanford Center for Biomedical Informatics Research Division of Hospital Medicine, Stanford School of Medicine, Stanford, CA, USA19 Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA20Department of Medicine, Stanford University, Stanford, CA, USA, jonc101@stanford.edu.
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  Data: <searchLink fieldCode="JN" term="%229711271%22">Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing</searchLink> [Pac Symp Biocomput] 2026; Vol. 31, pp. 400-416.
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              Text: 2026
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