Original Investigation
Machine Learning Detection of Breast Cancer Lymph Node Metastases
Babak Ehteshami Bejnordi, MS; Mitko Veta, PhD; Paul Johannes van Diest, MD, PhD; Bram van Ginneken, PhD; Nico Karssemeijer, PhD; Geert Litjens, PhD; Jeroen A. W. M. van der Laak, PhD; and the CAMELYON16 Consortium; Meyke Hermsen, BS; Quirine F Manson, MD, MS; Maschenka Balkenhol, MD, MS; Oscar Geessink, MS; Nikolaos Stathonikos, MS; Marcory CRF van Dijk, MD, PhD; Peter Bult, MD, PhD; Francisco Beca, MD, MS; Andrew H Beck, MD, PhD; Dayong Wang, PhD; Aditya Khosla, PhD; Rishab Gargeya; Humayun Irshad, PhD; Aoxiao Zhong, BS; Qi Dou, MS; Quanzheng Li, PhD; Hao Chen, PhD; Huang-Jing Lin, MS; Pheng-Ann Heng, PhD; Christian Haß, MS; Elia Bruni, PhD; Quincy Wong, BS, MBA; Ugur Halici, PhD; Mustafa Ümit Öner, MS; Rengul Cetin-Atalay, MD; Matt Berseth, MS; Vitali Khvatkov, MS; Alexei Vylegzhanin, MS; Oren Kraus, MS; Muhammad Shaban, MS; Nasir Rajpoot, PhD; Ruqayya Awan, MS; Korsuk Sirinukunwattana, PhD; Talha Qaiser, BS; Yee-Wah Tsang, MD; David Tellez, MS; Jonas Annuscheit, BS; Peter Hufnagl, PhD; Mira Valkonen, MS; Kimmo Kartasalo, MS; Leena Latonen, PhD; Pekka Ruusuvuori, PhD; Kaisa Liimatainen, MS; Shadi Albarqouni, PhD; Bharti Mungal, MS; Ami George, MS; Stefanie Demirci, PhD; Nassir Navab, PhD; Seiryo Watanabe, MS; Shigeto Seno, PhD; Yoichi Takenaka, PhD; Hideo Matsuda, PhD; Hady Ahmady Phoulady, PhD; Vassili Kovalev, PhD; Alexander Kalinovsky, MS; Vitali Liauchuk, MS; Gloria Bueno, PhD; M. Milagro Fernandez-Carrobles, PhD; Ismael Serrano, PhD; Oscar Deniz, PhD; Daniel Racoceanu, PhD; Rui Venâncio, MS