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    A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical 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, Fröhling, Stefan, 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, Sondermann, Wiebke, Zaremba, Anne, Gebhardt, Christoffer, Booken, Nina, Enk, Alexander, Gholam, Patrick, Hänßle, Holger, Salzmann, Martin, Schäfer, Sarah, Schäkel, Knut, Deffaa, Sophia, Drerup, Katharina, Erkens, Anna-Sophie, Ewald, Benjamin, Falkvoll, Sandra, Gerdes, Sascha, Hauschild, Axel, Kosova, Katja, Metzner, Malte, Morrison, Kirsten, Motamedi, Rogina, Pinczker, Anja, Rosenthal, Anne, Scheller, Natalie, Stölzl, Dora, Thielking, Federieke, Tomaschewski, Elena, Weichenthal, Michael, Bär, Claudia Maria, Karoglan, Ante, Faulhaber, Jörg, Guo, Ze, Koch, Philipp, Linke, Miriam, Müller, Verena, Utikal, Jochen Sven, Alamri, Ali Saeed M., Betke, Matthias, Haas, Carolin, Hartmann, Daniela, Heppt, Markus V., Kilian, Katharina, Krammer, Sebastian, Lapczynski, Natalie Lidia, Mastnik, Sebastian, Nasifoglu, Suzan, Ruini, Cristel, Sattler, Elke, Schlaak, Max, Wolff, Hans, Achatz, Birgit, Drexler, Konstantin, Haferkamp, Sebastian, Halupczok, Anna, Hegemann, Marie, Dinauer, Verena, Maagk, Maria, Mickler, Marion, Philipp, Biance, Wilm, Anna, Wittmann, Constanze, Gesierich, Anja, Glutsch, Valerie, Kahlert, Katrin, Kerstan, Andreas, Schilling, Bastian


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    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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    Man against machine reloaded: performance of a market-approved convolutional neural network in classifying a broad spectrum of skin lesions in comparison with 96 dermatologists wor... von Haenssle, H.A., Fink, C., Toberer, F., Winkler, J., Stolz, W., Deinlein, T., Hofmann-Wellenhof, R., Lallas, A., Emmert, S., Buhl, T., Zutt, M., Blum, A., Abassi, M.S., Thomas, L., Tromme, I., Tschandl, P., Enk, A., Rosenberger, A., Alt, Christina, Bachelerie, Marie, Bajaj, Sonali, Balcere, Alise, Baricault, Sophie, Barthaux, Clément, Beckenbauer, Yvonne, Bertlich, Ines, Blum, Andreas, Bouthenet, Marie-France, Brassat, Sophie, Marcel Buck, Philipp, Buder-Bakhaya, Kristina, Cappelletti, Maria-Letizia, Chabbert, Cécile, De Labarthe, Julie, DeCoster, Eveline, Deinlein, Teresa, Dobler, Michèle, Dumon, Daphnée, Emmert, Steffen, Gachon-Buffet, Julie, Gusarov, Mikhail, Hartmann, Franziska, Hartmann, Julia, Herrmann, Anke, Hoorens, Isabelle, Hulstaert, Eva, Karls, Raimonds, Kolonte, Andreea, Kromer, Christian, Lallas, Aimilios, Le Blanc Vasseux, Céline, Levy-Roy, Annabelle, Majenka, Pawel, Marc, Marine, Bourret, Veronique Martin, Michelet-Brunacci, Nadège, Mitteldorf, Christina, Paroissien, Jean, Picard, Camille, Plise, Diana, Reymann, Valérie, Ribeaudeau, Fabrice, Richez, Pauline, Roche Plaine, Hélène, Salik, Deborah, Sattler, Elke, Schäfer, Sarah, Schneiderbauer, Roland, Secchi, Thierry, Talour, Karen, Trennheuser, Lukas, Wald, Alexander, Wölbing, Priscila, Zukervar, Pascale

    Veröffentlicht in Annals of oncology

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