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Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study.
Tschandl, Philipp; Codella, Noel; Akay, Bengü Nisa; Argenziano, Giuseppe; Braun, Ralph P; Cabo, Horacio; Gutman, David; Halpern, Allan; Helba, Brian; Hofmann-Wellenhof, Rainer; Lallas, Aimilios; Lapins, Jan; Longo, Caterina; Malvehy, Josep; Marchetti, Michael A; Marghoob, Ashfaq; Menzies, Scott; Oakley, Amanda; Paoli, John; Puig, Susana; Rinner, Christoph; Rosendahl, Cliff; Scope, Alon; Sinz, Christoph; Soyer, H Peter; Thomas, Luc; Zalaudek, Iris; Kittler, Harald.
Affiliation
  • Tschandl P; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria.
  • Codella N; IBM Research AI, T J Watson Research Center, Yorktown Heights, NY, USA.
  • Akay BN; Department of Dermatology, Medicine Faculty, Ankara University, Ankara, Turkey.
  • Argenziano G; Dermatology Unit, University of Campania, Naples, Italy.
  • Braun RP; Skin Cancer Center, Department of Dermatology, University Hospital Zürich, Zürich, Switzerland.
  • Cabo H; Department of Dermatology, Instituto de Investigaciones Médicas, Buenos Aires, Argentina.
  • Gutman D; Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA.
  • Halpern A; Dermatology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Helba B; Kitware, Clifton Park, NY, USA.
  • Hofmann-Wellenhof R; Department of Dermatology, Medical University Graz, Graz, Austria.
  • Lallas A; First Department of Dermatology, Aristotle University, Thessaloniki, Greece.
  • Lapins J; Department of Dermatology, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden.
  • Longo C; Department of Dermatology, University of Modena and Reggio Emilia, Modena, Italy; Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Centro Oncologico ad Alta Tecnologia Diagnostica-Dermatologia, Reggio Emilia, Italy.
  • Malvehy J; Melanoma Unit, Dermatology Department, Hospital Clínic Barcelona, Universitat de Barcelona, IDIBAPS, Barcelona, Spain; Centro de Investigación Biomédica en Red de Enfermedades Rarasd (CIBER ER), Instituto de Salud Carlos III, Barcelona, Spain.
  • Marchetti MA; Dermatology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Marghoob A; Memorial Sloan Kettering Cancer Center, Hauppauge, NY, USA.
  • Menzies S; Sydney Melanoma Diagnostic Centre & Sydney Medical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.
  • Oakley A; Department of Dermatology, Waikato District Health Board and Waikato Clinical Campus, University of Auckland, Hamilton, New Zealand.
  • Paoli J; Department of Dermatology and Venereology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Puig S; Melanoma Unit, Dermatology Department, Hospital Clínic Barcelona, Universitat de Barcelona, IDIBAPS, Barcelona, Spain; Centro de Investigación Biomédica en Red de Enfermedades Rarasd (CIBER ER), Instituto de Salud Carlos III, Barcelona, Spain.
  • Rinner C; Center for Medical Statistics, Informatics and Intelligent Systems (CeMSIIS), Medical University of Vienna, Vienna, Austria.
  • Rosendahl C; School of Clinical Medicine, University of Queensland, University of Queensland, Brisbane, QLD, Australia.
  • Scope A; Medical Screening Institute, Sheba Medical Center and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
  • Sinz C; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria.
  • Soyer HP; Dermatology Research Centre, The University of Queensland Diamantina Institute, University of Queensland, Brisbane, QLD, Australia.
  • Thomas L; Department of Dermatology, Hospitalier Lyon Sud, Lyon, France; Lyon Cancer Research Center INSERM U1052-CNRS UMR5286, Lyon, France; Lyon 1 University, Lyon, France.
  • Zalaudek I; Dermatology Clinic, Maggiore Hospital, University of Trieste, Trieste, Italy.
  • Kittler H; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria. Electronic address: harald.kittler@meduniwien.ac.at.
Lancet Oncol ; 20(7): 938-947, 2019 07.
Article in En | MEDLINE | ID: mdl-31201137
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pigmentation Disorders / Skin Neoplasms / Algorithms / Internet / Dermoscopy / Machine Learning Type of study: Diagnostic_studies / Observational_studies Limits: Adult / Female / Humans / Male Language: En Journal: Lancet Oncol Journal subject: NEOPLASIAS Year: 2019 Document type: Article Affiliation country:
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pigmentation Disorders / Skin Neoplasms / Algorithms / Internet / Dermoscopy / Machine Learning Type of study: Diagnostic_studies / Observational_studies Limits: Adult / Female / Humans / Male Language: En Journal: Lancet Oncol Journal subject: NEOPLASIAS Year: 2019 Document type: Article Affiliation country: