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Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.

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Title: Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
Authors: Haggenmüller S; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Maron RC; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Hekler A; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Utikal JS; Department of Dermatology, Heidelberg University, Mannheim, Germany; Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany., Barata C; Institute for Systems and Robotics (ISR/IST), Instituto Superior Técnico, University of Lisbon, Portugal., Barnhill RL; Departments of Pathology and Translational Research, Institut Curie, Paris, France., Beltraminelli H; Department of Dermatology, Inselspital Bern University Hospital, University of Bern, Bern, Switzerland., Berking C; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany., Betz-Stablein B; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia., Blum A; Public, Private and Teaching Practice of Dermatology, Konstanz, Germany., Braun SA; Department of Dermatology, Medical Faculty, Heinrich-Heine-University, Düsseldorf, Germany; Department of Dermatology, University Hospital Münster, Germany., Carr R; Department of Pathology, Warwick Hospital, Warwick, UK., Combalia M; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Fernandez-Figueras MT; Hospital Universitari General de Catalunya, Grupo Quironsalud, Universitat Internacional de Catalunya, Sant Cugat Del Vallés, Barcelona, Spain., Ferrara G; Anatomic Pathology Unit, Macerata General Hospital, Macerata, Italy., Fraitag S; Department of Pathology, University Paris Descartes, Necker-Enfants Malades Hospital, Assistance Publique Hospitals of Paris, Paris, France., French LE; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany; Dr. Philip Frost, Department of Dermatology and Cutaneous Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Gellrich FF; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Ghoreschi K; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Goebeler M; Department of Dermatology, Venereology and Allergology, University Hospital Würzburg, Würzburg, Germany., Guitera P; Sydney Melanoma Diagnostic Centre, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia; Melanoma Institute Australia, And the University of Sydney, Australia., Haenssle HA; Department of Dermatology, University Hospital Heidelberg, Heidelberg, Germany., Haferkamp S; Department of Dermatology, University Hospital Regensburg, Regensburg, Germany., Heinzerling L; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany., Heppt MV; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany., Hilke FJ; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Hobelsberger S; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Krahl D; Dres. Krahl Dermatopathology, Heidelberg, Germany., Kutzner H; Dermatopathology Friedrichshafen, Friedrichshafen, Germany., Lallas A; First Department of Dermatology, School of Medicine, Faculty of Health Sciences, Aristotle University, Thessaloniki, Greece., Liopyris K; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Llamas-Velasco M; Department of Dermatology, University Hospital La Princesa, Madrid, Spain., Malvehy J; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Meier F; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Müller CSL; Institute for Histology, Cytology and Molecular Diagnostic, Trier, Germany., Navarini AA; Department of Dermatology, University Hospital of Basel, Switzerland., Navarrete-Dechent C; Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile., Perasole A; Anatomic and Cytopathology, Az. ULSS 8 Berica, Regione Veneto, Ospedale San Bortolo, Vicenza, Italy., Poch G; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Podlipnik S; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Requena L; Dermatology Department, Hospital Fundación Jiménez Díaz, Madrid, Spain., Rotemberg VM; Dermatology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Saggini A; Dermatopathology Friedrichshafen, Friedrichshafen, Germany., Sangueza OP; Dermatopathology, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA., Santonja C; Pathology Department, Fundación Jiménez Díaz, Madrid, Spain., Schadendorf D; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Essen, Germany., Schilling B; Department of Dermatology, Venereology and Allergology, University Hospital Würzburg, Würzburg, Germany., Schlaak M; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Schlager JG; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany., Sergon M; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Sondermann W; Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Essen, Germany., Soyer HP; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia., Starz H; Dermpath München, Munich, Germany., Stolz W; Department of Dermatology, Allergology and Environmental Medicine II, Hospital Thalkirchner Street, Munich, Germany., Vale E; Department of Dermatology and Dermatopathology, Hospital da Luz, Lisbon, Portugal., Weyers W; Center for Dermatopathology, Freiburg, Germany., Zink A; Department of Dermatology and Allergy, Faculty of Medicine, Technical University of Munich, 80802, Munich, Germany., Krieghoff-Henning E; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Kather JN; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany., von Kalle C; Department of Clinical-Translational Sciences, Charité University Medicine and Berlin Institute of Health (BIH), Berlin, Germany., Lipka DB; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany., Fröhling S; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany., Hauschild A; Department of Dermatology, University Hospital of Schleswig-Holstein (UKSH), Campus Kiel, Kiel, Germany., Kittler H; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria., Brinker TJ; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. Electronic address: titus.brinker@dkfz.de.
Source: European journal of cancer (Oxford, England : 1990) [Eur J Cancer] 2021 Oct; Vol. 156, pp. 202-216. Date of Electronic Publication: 2021 Sep 08.
Publication Type: Journal Article; Research Support, N.I.H., Extramural; Research Support, Non-U.S. Gov't; Systematic Review
Journal Info: Publisher: Elsevier Science Ltd Country of Publication: England NLM ID: 9005373 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0852 (Electronic) Linking ISSN: 09598049 NLM ISO Abbreviation: Eur J Cancer Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
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  Data: <searchLink fieldCode="AU" term="%22Haggenmüller+S%22">Haggenmüller S</searchLink>; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Maron+RC%22">Maron RC</searchLink>; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Hekler+A%22">Hekler A</searchLink>; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Utikal+JS%22">Utikal JS</searchLink>; Department of Dermatology, Heidelberg University, Mannheim, Germany; Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Barata+C%22">Barata C</searchLink>; Institute for Systems and Robotics (ISR/IST), Instituto Superior Técnico, University of Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Barnhill+RL%22">Barnhill RL</searchLink>; Departments of Pathology and Translational Research, Institut Curie, Paris, France.<br /><searchLink fieldCode="AU" term="%22Beltraminelli+H%22">Beltraminelli H</searchLink>; Department of Dermatology, Inselspital Bern University Hospital, University of Bern, Bern, Switzerland.<br /><searchLink fieldCode="AU" term="%22Berking+C%22">Berking C</searchLink>; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Betz-Stablein+B%22">Betz-Stablein B</searchLink>; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Blum+A%22">Blum A</searchLink>; Public, Private and Teaching Practice of Dermatology, Konstanz, Germany.<br /><searchLink fieldCode="AU" term="%22Braun+SA%22">Braun SA</searchLink>; 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Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany; Dr. Philip Frost, Department of Dermatology and Cutaneous Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Gellrich+FF%22">Gellrich FF</searchLink>; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Ghoreschi+K%22">Ghoreschi K</searchLink>; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Goebeler+M%22">Goebeler M</searchLink>; Department of Dermatology, Venereology and Allergology, University Hospital Würzburg, Würzburg, Germany.<br /><searchLink fieldCode="AU" term="%22Guitera+P%22">Guitera P</searchLink>; Sydney Melanoma Diagnostic Centre, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia; Melanoma Institute Australia, And the University of Sydney, Australia.<br /><searchLink fieldCode="AU" term="%22Haenssle+HA%22">Haenssle HA</searchLink>; Department of Dermatology, University Hospital Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Haferkamp+S%22">Haferkamp S</searchLink>; Department of Dermatology, University Hospital Regensburg, Regensburg, Germany.<br /><searchLink fieldCode="AU" term="%22Heinzerling+L%22">Heinzerling L</searchLink>; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Heppt+MV%22">Heppt MV</searchLink>; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Hilke+FJ%22">Hilke FJ</searchLink>; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Hobelsberger+S%22">Hobelsberger S</searchLink>; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Krahl+D%22">Krahl D</searchLink>; Dres. 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ULSS 8 Berica, Regione Veneto, Ospedale San Bortolo, Vicenza, Italy.<br /><searchLink fieldCode="AU" term="%22Poch+G%22">Poch G</searchLink>; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Podlipnik+S%22">Podlipnik S</searchLink>; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Requena+L%22">Requena L</searchLink>; Dermatology Department, Hospital Fundación Jiménez Díaz, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Rotemberg+VM%22">Rotemberg VM</searchLink>; Dermatology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Saggini+A%22">Saggini A</searchLink>; Dermatopathology Friedrichshafen, Friedrichshafen, Germany.<br /><searchLink fieldCode="AU" term="%22Sangueza+OP%22">Sangueza OP</searchLink>; 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Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Sondermann+W%22">Sondermann W</searchLink>; Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Essen, Germany.<br /><searchLink fieldCode="AU" term="%22Soyer+HP%22">Soyer HP</searchLink>; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Starz+H%22">Starz H</searchLink>; Dermpath München, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Stolz+W%22">Stolz W</searchLink>; Department of Dermatology, Allergology and Environmental Medicine II, Hospital Thalkirchner Street, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Vale+E%22">Vale E</searchLink>; Department of Dermatology and Dermatopathology, Hospital da Luz, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Weyers+W%22">Weyers W</searchLink>; Center for Dermatopathology, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Zink+A%22">Zink A</searchLink>; Department of Dermatology and Allergy, Faculty of Medicine, Technical University of Munich, 80802, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Krieghoff-Henning+E%22">Krieghoff-Henning E</searchLink>; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22von+Kalle+C%22">von Kalle C</searchLink>; Department of Clinical-Translational Sciences, Charité University Medicine and Berlin Institute of Health (BIH), Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Lipka+DB%22">Lipka DB</searchLink>; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Fröhling+S%22">Fröhling S</searchLink>; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Hauschild+A%22">Hauschild A</searchLink>; Department of Dermatology, University Hospital of Schleswig-Holstein (UKSH), Campus Kiel, Kiel, Germany.<br /><searchLink fieldCode="AU" term="%22Kittler+H%22">Kittler H</searchLink>; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Brinker+TJ%22">Brinker TJ</searchLink>; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. Electronic address: titus.brinker@dkfz.de.
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  Data: <searchLink fieldCode="JN" term="%229005373%22">European journal of cancer (Oxford, England : 1990)</searchLink> [Eur J Cancer] 2021 Oct; Vol. 156, pp. 202-216. <i>Date of Electronic Publication: </i>2021 Sep 08.
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          Dates:
            – D: 01
              M: 10
              Text: 2021 Oct
              Type: published
              Y: 2021
          Identifiers:
            – Type: issn-electronic
              Value: 1879-0852
          Numbering:
            – Type: volume
              Value: 156
          Titles:
            – TitleFull: European journal of cancer (Oxford, England : 1990)
              Type: main
ResultId 1