Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists von Haenssle, H.A., Fink, C., Schneiderbauer, R., Toberer, F., Buhl, T., Blum, A., Kalloo, A., Hassen, A. Ben Hadj, Thomas, L., Enk, A., Uhlmann, L., Alt, Christina, Arenbergerova, Monika, Bakos, Renato, Baltzer, Anne, Bertlich, Ines, Blum, Andreas, Bokor-Billmann, Therezia, Bowling, Jonathan, Braghiroli, Naira, Braun, Ralph, Buder-Bakhaya, Kristina, Buhl, Timo, Cabo, Horacio, Cabrijan, Leo, Cevic, Naciye, Classen, Anna, Deltgen, David, Fink, Christine, Georgieva, Ivelina, Hakim-Meibodi, Lara-Elena, Hanner, Susanne, Hartmann, Franziska, Hartmann, Julia, Haus, Georg, Hoxha, Elti, Karls, Raimonds, Koga, Hiroshi, Kreusch, Jürgen, Lallas, Aimilios, Majenka, Pawel, Marghoob, Ash, Massone, Cesare, Mekokishvili, Lali, Mestel, Dominik, Meyer, Volker, Neuberger, Anna, Nielsen, Kari, Oliviero, Margaret, Pampena, Riccardo, Paoli, John, Pawlik, Erika, Rao, Barbar, Rendon, Adriana, Russo, Teresa, Sadek, Ahmed, Samhaber, Kinga, Schneiderbauer, Roland, Schweizer, Anissa, Toberer, Ferdinand, Trennheuser, Lukas, Vlahova, Lyobomira, Wald, Alexander, Winkler, Julia, Wölbing, Priscila, Zalaudek, Iris

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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 von 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

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Disseminated Superficial Actinic Porokeratosis Treated with Topical Simvastatin: Evaluation of Therapeutic Response with Dermoscopy von Horacio Cabo, Horacio Cabo, Emilia Cohen Sabban, Emilia Cohen Sabban, Peralta, María Rosario, Gabriel Salerni, Gabriel Salerni

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Update on dermoscopy of Spitz/Reed naevi and management guidelines by the International Dermoscopy Society von Lallas, A., Apalla, Z., Ioannides, D., Lazaridou, E., Kyrgidis, A., Broganelli, P., Alfano, R., Zalaudek, I., Argenziano, G., Bakos, Renato, Blum, Andreas, Braun, Ralph, Cabo, Horacio, Halpern, Allan, Hofmann‐Wellenhof, Rainer, Kittler, Harald, Malvehy, Josep, Marghoob, Ashfaq, Menzies, Scott, Moscarella, Elvira, Paoli, John, Pellacani, Giovanni, Puig, Susana, Rabinovitz, Harold, Scope, Alon, Soyer, Peter, Stolz, Wilhelm, Tanaka, Masaru, Thomas, Luc, Tschandl, Philipp

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Accuracy in melanoma detection: A 10-year multicenter survey von Argenziano, Giuseppe, MD, Cerroni, Lorenzo, MD, Zalaudek, Iris, MD, Staibano, Stefania, MD, Hofmann-Wellenhof, Rainer, MD, Arpaia, Nicola, MD, Bakos, Renato Marchiori, MD, PhD, Balme, Brigitte, MD, Bandic, Jadran, MD, Bandelloni, Roberto, MD, Brunasso, Alexandra M.G., MD, Cabo, Horacio, MD, Calcara, David A., BS, Carlos-Ortega, Blanca, MD, Carvalho, Ana Carolina, MD, Casas, Gabriel, MD, Dong, Huiting, MD, DMSc, Ferrara, Gerardo, MD, Filotico, Raffaele, MD, Gómez, Guillermo, MD, Halpern, Allan, MD, Ilardi, Gennaro, MTD, PhD, Ishiko, Akira, MD, PhD, Kandiloglu, Gulsen, MD, Kawasaki, Hiroshi, MD, Kobayashi, Ken, MD, Koga, Hiroshi, MD, Kovalyshyn, Ivanka, MD, Langford, David, MB, ChB, Liu, Xin, MD, Marghoob, Ashfaq A., MD, Mascolo, Massimo, MD, Massone, Cesare, MD, Mazzoni, Laura, MD, Menzies, Scott, MBBS, PhD, Minagawa, Akane, MD, Nugnes, Loredana, MD, Ozdemir, Fezal, MD, Pellacani, Giovanni, MD, Seidenari, Stefania, MD, Siamas, Katherine, MD, Stanganelli, Ignazio, MD, Stoecker, William V., MD, Tanaka, Masaru, MD, Thomas, Luc, MD, Tschandl, Philipp, MD, Kittler, Harald, MD

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Extrafacial Lentigo Maligna: A Clinical And Dermoscopic Analysis According to Localization von Salerni, Gabriel, Cohen-Sabban, Emilia, Cabo, Horacio

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Dermoscopy as a supportive tool to differentiate lichen amyloidosus from clinical mimickers von Cohen Sabban, Emilia Noemi, Errichetti, Enzo, Cabo, Horacio A., Maronna, Esteban

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Stardust Pattern as Evolution of Pigmented Spitz Nevi During Childhood von Brunetti, Bruno, Briatico, Giulia, Scharf, Camila, Cabo, Horacio, Scalvenzi, Massimiliano, Barbato, Filomena, Savoia, Francesco, Thomas, Luc, Argenziano, Giuseppe, Brancaccio, Gabriella

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Dermoscopic Features of External Ear Melanoma: A Case Series von Peralta, Rosario, Cabo, Horacio, Sabban, Emilia Cohen, Salerni, Gabriel, González, Virginia Mariana

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Dermoscopic Features of Pigmented Bowen Disease: A Multicenter Study on Behalf of the Ibero-Latin American College of Dermatology (CILAD) von Cabo, Horacio, Salerni, Gabriel, Sabban, Emilia Cohen, Garlatti, Agustín Bollea, Orendain, Nicole, Rodríguez-Saa, Sonia, Bakos, Renato Marchiori, Pozzobon, Flavia Carolina, González, Virginia M, Peralta, Rosario, Navarrete-Dechent, Cristian, Peirano, Dominga, Pérez-Fernández, Elia, Puig, Susana

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Total body skin examination for skin cancer screening in patients with focused symptoms von Argenziano, Giuseppe, MD, Zalaudek, Iris, MD, Hofmann-Wellenhof, Rainer, MD, Bakos, Renato Marchiori, MD, MSc, Bergman, Wilma, MD, Blum, Andreas, MD, Broganelli, Paolo, MD, Cabo, Horacio, MD, Caltagirone, Filomena, MD, Catricalà, Caterina, MD, Coppini, Maurizio, MD, Dewes, Lucas, MD, Francia, Maria Grazia, MD, Garrone, Alessandro, MD, Turk, Bengu Gerceker, MD, Ghigliotti, Giovanni, MD, Giacomel, Jason, MBBS, Gourhant, Jean-Yves, MD, Hlavin, Gerald, BSc, Kukutsch, Nicole, MD, Lipari, Dario, MD, Melchionda, Gennaro, MD, Ozdemir, Fezal, MD, Pellacani, Giovanni, MD, Pellicano, Riccardo, MD, Puig, Susana, MD, Scalvenzi, Massimiliano, MD, Sortino-Rachou, Ana Maria, MD, Virgili, Anna Rosa, MD, Kittler, Harald, MD

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Clinical and Dermoscopic Approaches to Diagnosis of Frontal Fibrosing Alopecia: Results From a Multicenter Study of the International Dermoscopy Society von Starace, Michela, Orlando, Gloria, Iorizzo, Matilde, Alessandrini, Aurora, Bruni, Francesca, Mandel, Victor Desmond, Awatef, Kelati, Cabo, Horacio, Fabbrocini, Gabriella, Hanane, Baybay, Lanssens, Sven, Lobato-Berezo, Alejandro, Mernissi, Fatima Zahra, Paoli, John, Patrí, Angela, Sabban, Emilia Noemi Cohen, Sławińska, Martyna, Sobjanek, Michał, Zaar, Oscar, Pellacani, Giovanni, Piraccini, Bianca Maria

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Delphi Consensus Among International Experts on the Diagnosis, Management, and Surveillance for Lentigo Maligna von Longo, Caterina, Navarrete-Dechent, Cristian, Tschandl, Philipp, Apalla, Zoe, Argenziano, Giuseppe, Braun, Ralph P, Bataille, Veronique, Cabo, Horacio, Hoffmann-Wellhenhof, Rainer, Forsea, Ana Maria, Garbe, Claus, Guitera, Pascale, Raimond, Karls, Marghoob, Ashfaq A, Malvehy, Josep, Del Marmol, Veronique, Moreno, David, Nehal, Kishwer S, Nagore, Eduardo, Paoli, John, Pellacani, Giovanni, Peris, Ketty, Puig, Susana, Soyer, H Peter, Swetter, Susan, Stratigos, Alexander, Stolz, Wilhelm, Thomas, Luc, Tiodorovic, Danica, Zalaudek, Iris, Kittler, Harald, Lallas, Aimilios

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Expert-Level Diagnosis of Nonpigmented Skin Cancer by Combined Convolutional Neural Networks von Tschandl, Philipp, Rosendahl, Cliff, Akay, Bengu Nisa, Argenziano, Giuseppe, Blum, Andreas, Braun, Ralph P, Cabo, Horacio, Gourhant, Jean-Yves, Kreusch, Jürgen, Lallas, Aimilios, Lapins, Jan, Marghoob, Ashfaq, Menzies, Scott, Neuber, Nina Maria, Paoli, John, Rabinovitz, Harold S, Rinner, Christoph, Scope, Alon, Soyer, H. Peter, Sinz, Christoph, Thomas, Luc, Zalaudek, Iris, Kittler, Harald

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Indications for Digital Monitoring of Patients With Multiple Nevi: Recommendations from the International Dermoscopy Society von Russo, Teresa, Piccolo, Vincenzo, Moscarella, Elvira, Tschandl, Philipp, Kittler, Harald, Paoli, John, Lallas, Aimilios, Braun, Ralph P, Thomas, Luc, Soyer, H Peter, Malvehy, Josep, Puig, Susana, Marghoob, Ashfaq, Scope, Alon, Blum, Andreas, Halpern, Allan C, Cabo, Horacio, Menzies, Scott, Stolz, Wilhelm, Tanaka, Masaru, Rabinovitz, Harold, Hofmann-Wellenhof, Rainer, Bakos, Renato Marchiori, Zalaudek, Iris, Pellacani, Giovanni, Veiga, Ana Varela, Maceiras, Laura Rosende, de Las Heras-Sotos, Cristina, Argenziano, Giuseppe

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Dermoscopy of a Squamous Cell Carcinoma of the Lower Lip Showing Multiple Rosettes von Peralta, Rosario, Salerni, Gabriel, Cohen Sabban, Emilia, Marin, Maria Belen, Cabo, Horacio

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Accuracy of dermatoscopy for the diagnosis of nonpigmented cancers of the skin von Sinz, Christoph, Tschandl, Philipp, Rosendahl, Cliff, Akay, Bengu Nisa, Argenziano, Giuseppe, Blum, Andreas, Braun, Ralph P., Cabo, Horacio, Gourhant, Jean-Yves, Kreusch, Juergen, Lallas, Aimilios, Lapins, Jan, Marghoob, Ashfaq A., Menzies, Scott W., Paoli, John, Rabinovitz, Harold S., Rinner, Christoph, Scope, Alon, Soyer, H. Peter, Thomas, Luc, Zalaudek, Iris, Kittler, Harald

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Usefulness of dermoscopy in the diagnosis and monitoring treatment of demodicidosis von Friedman, Paula, Sabban, Emilia Cohen, Cabo, Horacio

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Prediction of melanoma metastasis using dermatoscopy deep features: an international multicentre cohort study von Lallas, Konstantinos, Spyridonos, Panagiota, Kittler, Harald, Tschandl, Philipp, Liopyris, Konstantinos, Argenziano, Giuseppe, Bakos, Renato, Braun, Ralph, Cabo, Horacio, Dika, Emi, Malvehy, Josep, Marghoob, Ash, Puig, Susana, Scope, Alon, Stolz, Wilhelm, Tanaka, Masaru, Thomas, Luc, Apalla, Zoe, Vakirlis, Efstratios, Zalaudek, Iris, Lallas, Aimilios

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International Dermoscopy Society criteria for non‐neoplastic dermatoses (general dermatology): validation for skin of color through a Delphi expert consensus von Errichetti, Enzo, Ankad, Balachandra S., Jha, Abhijeet K., Sonthalia, Sidharth, Akay, Bengu N., Bakos, Roberto, Bhat, Yasmeen J., Bosseila, Manal, Braun, Ralph, Cabo, Horacio, Cohen Sabban, Emilia N., Chatterjee, Manas, Daneshpazhooh, Maryam, Jakhar, Deepak, Kaliyadan, Feroze, Kelati, Awatef, Keshavamurthy, Vinay, Neema, Shekhar, Sadek, Ahmed, Salerni, Gabriel, Swanson, David L., Tejasvi, Trilokraj, Usatine, Richard, Lallas, Aimilios

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