Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task von Brinker, Titus J., Hekler, Achim, Enk, Alexander H., Klode, Joachim, Hauschild, Axel, Berking, Carola, Schilling, Bastian, Haferkamp, Sebastian, Schadendorf, Dirk, Holland-Letz, Tim, von Kalle, Christof, Sirokay, Judith, Albrecht, Magarete, Chorti, Eleftheria, Dith, Anna, Drusio, Christina, Giese, Nina, Griewank, Klaus, Hallasch, Sandra, Hanhart, Zdenka, Herz, Saskia, Hohaus, Katja, Jansen, Philipp, Jockenhöfer, Finja, Kanaki, Theodora, Leonhard, Katja, Matei, Liliana, Olischewski, Alexandra, Placke, Jan-Malte, Raub, Simon, Salva, Katrin, Sody, Elsa, Steingrube, Nadine, Ugurel, Selma, Zaremba, Anne, Gebhardt, Christoffer, Booken, Nina, Buder-Bakhaya, Kristina, Bokor-Billmann, Therezia, Enk, Alexander, Hänßle, Holger, Salzmann, Martin, Schank, Timo, Bohne, Ann-Sophie, Egberts, Friederike, Ewald, Benjamin, Falkvoll, Sandra, Gerdes, Sascha, Harde, Viola, Hauschild, Axel, Jost, Marion, Kosova, Katja, Messinger, Laetitia, Metzner, Malte, Scheller, Natalie, Schwarz, Thomas, Stölzl, Dora, Thielking, Federieke, Tomaschewski, Elena, Wehkamp, Ulrike, Wiedow, Oliver, Bender-Säbelkampf, Sophia, Horbrügger, Marc, Karoglan, Ante, Kraas, Luise, Geraud, Cyrill, Koch, Philipp, Linke, Miriam, Maurier, Nolwenn, Müller, Verena, Thomas, Benjamin, Utikal, Jochen Sven, Alamri, Ali Saeed M., Baczako, Andrea, Berking, Carola, Betke, Matthias, Haas, Carolin, Hartmann, Daniela, Kilian, Katharina, Krammer, Sebastian, Lapczynski, Natalie Lidia, Nasifoglu, Suzan, Ruini, Cristel, Wolff, Hans, Achatz, Birgit, Bergbreiter, Astrid, Drexler, Konstantin, Halupczok, Anna, Hegemann, Marie, Dinauer, Verena, Maagk, Maria, Mickler, Marion, Philipp, Biance, Wittmann, Constanze, Gesierich, Anja, Glutsch, Valerie, Kahlert, Katrin, Kerstan, Andreas, Schilling, Bastian, Schrüfer, Philipp

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Superior skin cancer classification by the combination of human and artificial intelligence von Hekler, Achim, Enk, Alexander H., Hauschild, Axel, Weichenthal, Michael, Maron, Roman C., Berking, Carola, Haferkamp, Sebastian, Klode, Joachim, Schadendorf, Dirk, Schilling, Bastian, Holland-Letz, Tim, Izar, Benjamin, von Kalle, Christof, Fröhling, Stefan, Brinker, Titus J., Schmitt, Laurenz, Peitsch, Wiebke K., Hoffmann, Friederike, Becker, Jürgen C., Drusio, Christina, Jansen, Philipp, Klode, Joachim, Lodde, Georg, Sammet, Stefanie, Schadendorf, Dirk, Sondermann, Wiebke, Ugurel, Selma, Zader, Jeannine, Enk, Alexander, Salzmann, Martin, Schäkel, Knut, Winkler, Julia, Wölbing, Priscilla, Asper, Hiba, Bohne, Ann-Sophie, Brown, Victoria, Burba, Bianca, Deffaa, Sophia, Dietrich, Cecilia, Dietrich, Matthias, Drerup, Katharina Antonia, Egberts, Friederike, Erkens, Anna-Sophie, Greven, Salim, Harde, Viola, Kaeding, Merit, Kosova, Katharina, Maagk, Maria, Messinger, Anna Laetitia, Metzner, Malte, Motamedi, Rogina, Rosenthal, Ann-Christine, Seidl, Ulrich, Stemmermann, Jana, Torz, Kaspar, Velez, Juliana Giraldo, Haiduk, Jennifer, Alter, Mareike, Bär, Claudia, Bergenthal, Paul, Gerlach, Anne, Holtorf, Christian, Karoglan, Ante, Kindermann, Sophie, Kraas, Luise, Felcht, Moritz, Gaiser, Maria R., Klemke, Claus-Detlev, Kurzen, Hjalmar, Leibing, Thomas, Müller, Verena, Reinhard, Raphael R., Winter, Franziska, Berking, Carola, Eicher, Laurie, Hartmann, Daniela, Heppt, Markus, Kilian, Katharina, Krammer, Sebastian, Lill, Diana, Niesert, Anne-Charlotte, Oppel, Eva, Sattler, Elke, Senner, Sonja, Wallmichrath, Jens, Wolff, Hans, Gesierich, Anja, Giner, Tina, Glutsch, Valerie, Kerstan, Andreas, Presser, Dagmar, Schrüfer, Philipp, Schummer, Patrick, Stolze, Ina, Weber, Judith, Drexler, Konstantin, Haferkamp, Sebastian, Mickler, Marion, Stauner, Camila Toledo, Thiem, Alexander

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Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks von Weichenthal, Michael, Utikal, Jochen S., Hekler, Achim, Berking, Carola, Hauschild, Axel, Enk, Alexander H., Haferkamp, Sebastian, Klode, Joachim, Schadendorf, Dirk, Jansen, Philipp, Holland-Letz, Tim, Schilling, Bastian, von Kalle, Christof, Fröhling, Stefan, Gaiser, Maria R., Hartmann, Daniela, Gesierich, Anja, Kähler, Katharina C., Wehkamp, Ulrike, Karoglan, Ante, Bär, Claudia, Brinker, Titus J., Peitsch, Wiebke K., Hoffmann, Friederike, Becker, Jürgen C., Drusio, Christina, Jansen, Philipp, Klode, Joachim, Lodde, Georg, Sammet, Stefanie, Schadendorf, Dirk, Sondermann, Wiebke, Ugurel, Selma, Enk, Alexander, Salzmann, Martin, Schäfer, Sarah, Schäkel, Knut, Winkler, Julia, Wölbing, Priscilla, Asper, Hiba, Brown, Victoria, Burba, Bianca, Deffaa, Sophia, Dietrich, Cecilia, Dietrich, Matthias, Egberts, Friederike, Harde, Viola, Jost, Marion, Kaeding, Merit, Kosova, Katharina, Lischner, Stephan, Messinger, Anna Laetitia, Metzner, Malte, Motamedi, Rogina, Rosenthal, Ann-Christine, Seidl, Ulrich, Stemmermann, Jana, Torz, Kaspar, Velez, Juliana Giraldo, Haiduk, Jennifer, Alter, Mareike, Bär, Claudia, Bergenthal, Paul, Gerlach, Anne, Holtorf, Christian, Karoglan, Ante, Kindermann, Sophie, Kraas, Luise, Felcht, Moritz, Gaiser, Maria R., Kurzen, Hjalmar, Leibing, Thomas, Müller, Verena, Reinhard, Raphael R., Utikal, Jochen, Winter, Franziska, Berking, Carola, Eicher, Laurie, Hartmann, Daniela, Heppt, Markus, Kilian, Katharina, Krammer, Sebastian, Lill, Diana, Niesert, Anne-Charlotte, Sattler, Elke, Senner, Sonja, Wallmichrath, Jens, Wolff, Hans, Giner, Tina, Glutsch, Valerie, Kerstan, Andreas, Presser, Dagmar, Schrüfer, Philipp, Schummer, Patrick, Stolze, Ina, Weber, Judith, Drexler, Konstantin, Haferkamp, Sebastian, Mickler, Marion, Stauner, Camila Toledo

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