Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study.

Saved in:
Bibliographic Details
Title: Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study.
Authors: Deiner MS; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States., Deiner RY; Abraham Lincoln High School, San Francisco, CA, San Francisco, CA, United States., Fathy C; Document Control Center, Food and Drug Administration, Center for Biologics Evaluation and Research, Silver Spring, CA, United States., Deiner NA; College of Letters and Sciences, University of California, Santa Barbara, Santa Barbara, CA, United States., Hristidis V; Department of Computer Science and Engineering, University of California, Riverside, Riverside, CA, United States., McLeod SD; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; American Academy of Ophthalmology, San Francisco, CA, United States., Bukowski TJ; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States., Doan T; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States., Seitzman GD; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States., Lietman TM; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States., Porco TC; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States.
Source: Journal of medical Internet research [J Med Internet Res] 2025 Jul 02; Vol. 27, pp. e65226. Date of Electronic Publication: 2025 Jul 02.
Publication Type: Journal Article
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
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 40601927
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Deiner+MS%22">Deiner MS</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Deiner+RY%22">Deiner RY</searchLink>; Abraham Lincoln High School, San Francisco, CA, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Fathy+C%22">Fathy C</searchLink>; Document Control Center, Food and Drug Administration, Center for Biologics Evaluation and Research, Silver Spring, CA, United States.<br /><searchLink fieldCode="AU" term="%22Deiner+NA%22">Deiner NA</searchLink>; College of Letters and Sciences, University of California, Santa Barbara, Santa Barbara, CA, United States.<br /><searchLink fieldCode="AU" term="%22Hristidis+V%22">Hristidis V</searchLink>; Department of Computer Science and Engineering, University of California, Riverside, Riverside, CA, United States.<br /><searchLink fieldCode="AU" term="%22McLeod+SD%22">McLeod SD</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; American Academy of Ophthalmology, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Bukowski+TJ%22">Bukowski TJ</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Doan+T%22">Doan T</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Seitzman+GD%22">Seitzman GD</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Lietman+TM%22">Lietman TM</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States.<br /><searchLink fieldCode="AU" term="%22Porco+TC%22">Porco TC</searchLink>; Francis I Proctor Foundation for Research in Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, United States.; Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22100959882%22">Journal of medical Internet research</searchLink> [J Med Internet Res] 2025 Jul 02; Vol. 27, pp. e65226. <i>Date of Electronic Publication: </i>2025 Jul 02.
– 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="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>100959882 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1438-8871 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214388871%22">14388871 </searchLink><i>NLM ISO Abbreviation: </i>J Med Internet Res <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40601927
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.2196/65226
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: e65226
    Titles:
      – TitleFull: Use of Large Language Models to Classify Epidemiological Characteristics in Synthetic and Real-World Social Media Posts About Conjunctivitis Outbreaks: Infodemiology Study.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Deiner MS
      – PersonEntity:
          Name:
            NameFull: Deiner RY
      – PersonEntity:
          Name:
            NameFull: Fathy C
      – PersonEntity:
          Name:
            NameFull: Deiner NA
      – PersonEntity:
          Name:
            NameFull: Hristidis V
      – PersonEntity:
          Name:
            NameFull: McLeod SD
      – PersonEntity:
          Name:
            NameFull: Bukowski TJ
      – PersonEntity:
          Name:
            NameFull: Doan T
      – PersonEntity:
          Name:
            NameFull: Seitzman GD
      – PersonEntity:
          Name:
            NameFull: Lietman TM
      – PersonEntity:
          Name:
            NameFull: Porco TC
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 02
              M: 07
              Text: 2025 Jul 02
              Type: published
              Y: 2025
          Identifiers:
            – Type: issn-electronic
              Value: 1438-8871
          Numbering:
            – Type: volume
              Value: 27
          Titles:
            – TitleFull: Journal of medical Internet research
              Type: main
ResultId 1