View in EDS

Photoacoustic device fingerprints induce bias in deep learning models.

Saved in:
Bibliographic Details
Title: Photoacoustic device fingerprints induce bias in deep learning models.
Authors: Bender CJ; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany. christophjulien.bender@dkfz-heidelberg.de.; Medical Faculty, Heidelberg University, Heidelberg, Germany. christophjulien.bender@dkfz-heidelberg.de., Knopp M; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany., Holzwarth N; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany., Rix T; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany., Nölke JH; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany., Dreher KK; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany.; Division of Medical Image Computing (MIC), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany., Li Y; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Kempf J; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Caranovic M; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Schneider F; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany.; Chair of Biological Imaging, Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine and Health, Technical University of Munich, Munich, Germany., Schellenberg M; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, USA., Boland L; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany., Haney B; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Knieling F; Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Rother U; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany., Seitel A; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and University Hospital Heidelberg, Heidelberg, Germany., Maier-Hein L; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany. l.maier-hein@dkfz.de.; Medical Faculty, Heidelberg University, Heidelberg, Germany. l.maier-hein@dkfz.de.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany. l.maier-hein@dkfz.de.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany. l.maier-hein@dkfz.de.; National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and University Hospital Heidelberg, Heidelberg, Germany. l.maier-hein@dkfz.de.; Surgical AI Research Group, Heidelberg University Hospital, Surgical Clinic, Heidelberg, Germany. l.maier-hein@dkfz.de.; HIDSS4Health - Helmholtz Information and Data Science School for Health, Karlsruhe/Heidelberg, Germany. l.maier-hein@dkfz.de.; Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE. l.maier-hein@dkfz.de.
Source: Scientific reports [Sci Rep] 2026 Jun 13; Vol. 16 (1). Date of Electronic Publication: 2026 Jun 13.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 42288533
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Photoacoustic device fingerprints induce bias in deep learning models.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Bender+CJ%22">Bender CJ</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany. christophjulien.bender@dkfz-heidelberg.de.; Medical Faculty, Heidelberg University, Heidelberg, Germany. christophjulien.bender@dkfz-heidelberg.de.<br /><searchLink fieldCode="AU" term="%22Knopp+M%22">Knopp M</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Holzwarth+N%22">Holzwarth N</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Rix+T%22">Rix T</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Nölke+JH%22">Nölke JH</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Dreher+KK%22">Dreher KK</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany.; Division of Medical Image Computing (MIC), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Li+Y%22">Li Y</searchLink>; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Kempf+J%22">Kempf J</searchLink>; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Caranovic+M%22">Caranovic M</searchLink>; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Schneider+F%22">Schneider F</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany.; Chair of Biological Imaging, Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine and Health, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Schellenberg+M%22">Schellenberg M</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, USA.<br /><searchLink fieldCode="AU" term="%22Boland+L%22">Boland L</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Haney+B%22">Haney B</searchLink>; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Knieling+F%22">Knieling F</searchLink>; Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Rother+U%22">Rother U</searchLink>; Department of Vascular Surgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Seitel+A%22">Seitel A</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany.; National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and University Hospital Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Maier-Hein+L%22">Maier-Hein L</searchLink>; Division of Intelligent Medical Systems (IMSY), German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany. l.maier-hein@dkfz.de.; Medical Faculty, Heidelberg University, Heidelberg, Germany. l.maier-hein@dkfz.de.; Faculty of Mathematics and Computer Science, Heidelberg University, Heidelberg, Germany. l.maier-hein@dkfz.de.; Helmholtz Imaging, German Cancer Research Center (DKFZ), Heidelberg, Germany. l.maier-hein@dkfz.de.; National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and University Hospital Heidelberg, Heidelberg, Germany. l.maier-hein@dkfz.de.; Surgical AI Research Group, Heidelberg University Hospital, Surgical Clinic, Heidelberg, Germany. l.maier-hein@dkfz.de.; HIDSS4Health - Helmholtz Information and Data Science School for Health, Karlsruhe/Heidelberg, Germany. l.maier-hein@dkfz.de.; Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE. l.maier-hein@dkfz.de.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Jun 13; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Jun 13.
– 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="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42288533
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1038/s41598-026-53468-6
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Photoacoustic device fingerprints induce bias in deep learning models.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Bender CJ
      – PersonEntity:
          Name:
            NameFull: Knopp M
      – PersonEntity:
          Name:
            NameFull: Holzwarth N
      – PersonEntity:
          Name:
            NameFull: Rix T
      – PersonEntity:
          Name:
            NameFull: Nölke JH
      – PersonEntity:
          Name:
            NameFull: Dreher KK
      – PersonEntity:
          Name:
            NameFull: Li Y
      – PersonEntity:
          Name:
            NameFull: Kempf J
      – PersonEntity:
          Name:
            NameFull: Caranovic M
      – PersonEntity:
          Name:
            NameFull: Schneider F
      – PersonEntity:
          Name:
            NameFull: Schellenberg M
      – PersonEntity:
          Name:
            NameFull: Boland L
      – PersonEntity:
          Name:
            NameFull: Haney B
      – PersonEntity:
          Name:
            NameFull: Knieling F
      – PersonEntity:
          Name:
            NameFull: Rother U
      – PersonEntity:
          Name:
            NameFull: Seitel A
      – PersonEntity:
          Name:
            NameFull: Maier-Hein L
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 13
              M: 06
              Text: 2026 Jun 13
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2045-2322
          Numbering:
            – Type: volume
              Value: 16
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Scientific reports
              Type: main
ResultId 1