View in EDS

Federated Learning in Healthcare: From Research to Real-World Deployment.

Saved in:
Bibliographic Details
Title: Federated Learning in Healthcare: From Research to Real-World Deployment.
Authors: Bakas S; Center for Federated Learning in Medicine, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA; email: spbakas@iu.edu.; Departments of Radiology and Imaging Sciences, Neurological Surgery, and Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University, Indianapolis, Indiana, USA.; Medical Research Group, MLCommons, San Francisco, California, USA.; Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, Indiana, USA., Li X; Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, British Columbia, Canada.; Vector Institute, Toronto, Ontario, Canada., Shah P; Medical Research Group, MLCommons, San Francisco, California, USA., Roth HR; NVIDIA, Santa Clara, California, USA.
Source: Annual review of biomedical engineering [Annu Rev Biomed Eng] 2026 May; Vol. 28 (1), pp. 163-186. Date of Electronic Publication: 2026 Jan 21.
Publication Type: Journal Article; Review
Journal Info: Publisher: Annual Reviews Country of Publication: United States NLM ID: 100883581 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1545-4274 (Electronic) Linking ISSN: 15239829 NLM ISO Abbreviation: Annu Rev Biomed Eng Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41563839
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Federated Learning in Healthcare: From Research to Real-World Deployment.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Bakas+S%22">Bakas S</searchLink>; Center for Federated Learning in Medicine, Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA; email: spbakas@iu.edu.; Departments of Radiology and Imaging Sciences, Neurological Surgery, and Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, Indiana, USA.; Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University, Indianapolis, Indiana, USA.; Medical Research Group, MLCommons, San Francisco, California, USA.; Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, Indiana, USA.<br /><searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, British Columbia, Canada.; Vector Institute, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Shah+P%22">Shah P</searchLink>; Medical Research Group, MLCommons, San Francisco, California, USA.<br /><searchLink fieldCode="AU" term="%22Roth+HR%22">Roth HR</searchLink>; NVIDIA, Santa Clara, California, USA.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22100883581%22">Annual review of biomedical engineering</searchLink> [Annu Rev Biomed Eng] 2026 May; Vol. 28 (1), pp. 163-186. <i>Date of Electronic Publication: </i>2026 Jan 21.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Review
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Annual+Reviews%22">Annual Reviews </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>100883581 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1545-4274 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215239829%22">15239829 </searchLink><i>NLM ISO Abbreviation: </i>Annu Rev Biomed Eng <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41563839
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1146/annurev-bioeng-080125-041414
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 163
    Titles:
      – TitleFull: Federated Learning in Healthcare: From Research to Real-World Deployment.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Bakas S
      – PersonEntity:
          Name:
            NameFull: Li X
      – PersonEntity:
          Name:
            NameFull: Shah P
      – PersonEntity:
          Name:
            NameFull: Roth HR
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 05
              Text: 2026 May
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1545-4274
          Numbering:
            – Type: volume
              Value: 28
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Annual review of biomedical engineering
              Type: main
ResultId 1