View in EDS

Automated Evaluation of Large Language Model Response Concordance with Human Specialist Responses on Physician-to-Physician eConsult Cases.

Saved in:
Bibliographic Details
Title: Automated Evaluation of Large Language Model Response Concordance with Human Specialist Responses on Physician-to-Physician eConsult Cases.
Authors: Wu DJ; Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA., Haredasht FN; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA., Wu D; Department of Dermatology, Mass General Brigham, Harvard Medical School, Boston, USA., Ravi V; Stanford Mussallem Center for Biodesign, Stanford University, Stanford, CA, USA5Stanford University, School of Medicine, Stanford, CA, USA., McCoy LG; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA8Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA., Weng Y; Quantitative Sciences Unit, Stanford University, School of Medicine, Stanford, CA, USA., Chopra K; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA., Everett SS; Stanford University, School of Medicine, Stanford, CA, USA., Nageeb G; Stanford University, School of Medicine, Stanford, CA, USA., Chen W; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA., Ma SP; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA., Maharaj SK; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA., Tran J; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA., Rosengaus L; 1Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA., Giang L; 1Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA., Jee O; 2Division of Primary Care and Population Health, Stanford University School of Medicine, Palo Alto, CA, USA., Goh E; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA13Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA, ethangoh@stanford.edu., Chen JH; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA10Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA13Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA14Department of Medicine, Stanford University, Stanford, CA, USA.
Source: Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing [Pac Symp Biocomput] 2026; Vol. 31, pp. 372-387.
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
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41758154
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Automated Evaluation of Large Language Model Response Concordance with Human Specialist Responses on Physician-to-Physician eConsult Cases.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Wu+DJ%22">Wu DJ</searchLink>; Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Haredasht+FN%22">Haredasht FN</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wu+D%22">Wu D</searchLink>; Department of Dermatology, Mass General Brigham, Harvard Medical School, Boston, USA.<br /><searchLink fieldCode="AU" term="%22Ravi+V%22">Ravi V</searchLink>; Stanford Mussallem Center for Biodesign, Stanford University, Stanford, CA, USA5Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22McCoy+LG%22">McCoy LG</searchLink>; Division of Neurology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA8Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Weng+Y%22">Weng Y</searchLink>; Quantitative Sciences Unit, Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chopra+K%22">Chopra K</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Everett+SS%22">Everett SS</searchLink>; Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Nageeb+G%22">Nageeb G</searchLink>; Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+W%22">Chen W</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ma+SP%22">Ma SP</searchLink>; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Maharaj+SK%22">Maharaj SK</searchLink>; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Tran+J%22">Tran J</searchLink>; 0Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Rosengaus+L%22">Rosengaus L</searchLink>; 1Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Giang+L%22">Giang L</searchLink>; 1Stanford Health Care, Stanford Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jee+O%22">Jee O</searchLink>; 2Division of Primary Care and Population Health, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Goh+E%22">Goh E</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA13Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA, ethangoh@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Chen+JH%22">Chen JH</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford, CA, USA10Division of Hospital Medicine, Stanford University, School of Medicine, Stanford, CA, USA13Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA14Department of Medicine, Stanford University, Stanford, CA, USA.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%229711271%22">Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing</searchLink> [Pac Symp Biocomput] 2026; Vol. 31, pp. 372-387.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22World+Scientific%22">World Scientific </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9711271 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>2335-6936 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223356928%22">23356928 </searchLink><i>NLM ISO Abbreviation: </i>Pac Symp Biocomput <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41758154
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1142/9789819824755_0026
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 372
    Titles:
      – TitleFull: Automated Evaluation of Large Language Model Response Concordance with Human Specialist Responses on Physician-to-Physician eConsult Cases.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Wu DJ
      – PersonEntity:
          Name:
            NameFull: Haredasht FN
      – PersonEntity:
          Name:
            NameFull: Wu D
      – PersonEntity:
          Name:
            NameFull: Ravi V
      – PersonEntity:
          Name:
            NameFull: McCoy LG
      – PersonEntity:
          Name:
            NameFull: Weng Y
      – PersonEntity:
          Name:
            NameFull: Chopra K
      – PersonEntity:
          Name:
            NameFull: Everett SS
      – PersonEntity:
          Name:
            NameFull: Nageeb G
      – PersonEntity:
          Name:
            NameFull: Chen W
      – PersonEntity:
          Name:
            NameFull: Ma SP
      – PersonEntity:
          Name:
            NameFull: Maharaj SK
      – PersonEntity:
          Name:
            NameFull: Tran J
      – PersonEntity:
          Name:
            NameFull: Rosengaus L
      – PersonEntity:
          Name:
            NameFull: Giang L
      – PersonEntity:
          Name:
            NameFull: Jee O
      – PersonEntity:
          Name:
            NameFull: Goh E
      – PersonEntity:
          Name:
            NameFull: Chen JH
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 01
              Text: 2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2335-6936
          Numbering:
            – Type: volume
              Value: 31
          Titles:
            – TitleFull: Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
              Type: main
ResultId 1