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Development and Validation of a Deep Learning Algorithm for Gleason Grading of Prostate Cancer From Biopsy Specimens.

Autor: Nagpal K; Google Health, Google LLC, Mountain View, California., Foote D; Google Health, Google LLC, Mountain View, California., Tan F; Google Health, Google LLC, Mountain View, California., Liu Y; Google Health, Google LLC, Mountain View, California., Chen PC; Google Health, Google LLC, Mountain View, California., Steiner DF; Google Health, Google LLC, Mountain View, California., Manoj N; Google Health, Google LLC, Mountain View, California.; now with Toyota Technological Institute Chicago, Chicago, Illinois., Olson N; Laboratory Department, Naval Medical Center San Diego, San Diego, California., Smith JL; Laboratory Department, Naval Medical Center San Diego, San Diego, California., Mohtashamian A; Laboratory Department, Naval Medical Center San Diego, San Diego, California., Peterson B; Laboratory Department, Naval Medical Center San Diego, San Diego, California., Amin MB; Department of Pathology and Laboratory Medicine, University of Tennessee Health Science Center, Memphis., Evans AJ; Department of Pathology, Laboratory Medicine and Pathology, University Health Network and University of Toronto, Toronto, Ontario, Canada., Sweet JW; Department of Pathology, Laboratory Medicine and Pathology, University Health Network and University of Toronto, Toronto, Ontario, Canada., Cheung C; Department of Pathology, Laboratory Medicine and Pathology, University Health Network and University of Toronto, Toronto, Ontario, Canada., van der Kwast T; Department of Pathology, Laboratory Medicine and Pathology, University Health Network and University of Toronto, Toronto, Ontario, Canada., Sangoi AR; Department of Pathology, El Camino Hospital, Mountain View, California., Zhou M; Tufts Medical Center, Boston, Massachusetts., Allan R; Pathology and Laboratory Medicine Service, North Florida/South Georgia Veterans Health System, Gainesville, Florida., Humphrey PA; Department of Pathology, Yale School of Medicine, New Haven, Connecticut., Hipp JD; Google Health, Google LLC, Mountain View, California.; now with AstraZeneca, Gaithersburg, MD., Gadepalli K; Google Health, Google LLC, Mountain View, California., Corrado GS; Google Health, Google LLC, Mountain View, California., Peng LH; Google Health, Google LLC, Mountain View, California., Stumpe MC; Google Health, Google LLC, Mountain View, California.; now with Tempus, Inc, Redwood Shores, California., Mermel CH; Google Health, Google LLC, Mountain View, California.

Publikováno v: JAMA oncology [JAMA Oncol] 2020 Sep 01; Vol. 6 (9), pp. 1372-1380.

Erratum: Publisher Correction: Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer.

Autor: Nagpal K; 1Google AI Healthcare, Google, Mountain View, CA USA., Foote D; 1Google AI Healthcare, Google, Mountain View, CA USA., Liu Y; 1Google AI Healthcare, Google, Mountain View, CA USA., Chen PC; 1Google AI Healthcare, Google, Mountain View, CA USA., Wulczyn E; 1Google AI Healthcare, Google, Mountain View, CA USA., Tan F; 1Google AI Healthcare, Google, Mountain View, CA USA., Olson N; 2Laboratory Department, Naval Medical Center San Diego, San Diego, CA USA., Smith JL; 2Laboratory Department, Naval Medical Center San Diego, San Diego, CA USA., Mohtashamian A; 2Laboratory Department, Naval Medical Center San Diego, San Diego, CA USA., Wren JH; 3Henry M. Jackson Foundation, Bethesda, MD USA., Corrado GS; 1Google AI Healthcare, Google, Mountain View, CA USA., MacDonald R; 1Google AI Healthcare, Google, Mountain View, CA USA., Peng LH; 1Google AI Healthcare, Google, Mountain View, CA USA., Amin MB; 4Department of Pathology and Laboratory Medicine, University of Tennessee Health Science Center, Memphis, TN USA., Evans AJ; 5Department of Pathology, Laboratory Medicine and Pathology, University Health Network and University of Toronto, Toronto, ON Canada., Sangoi AR; 6Department of Pathology, El Camino Hospital, Mountain View, CA USA., Mermel CH; 1Google AI Healthcare, Google, Mountain View, CA USA., Hipp JD; 1Google AI Healthcare, Google, Mountain View, CA USA., Stumpe MC; 1Google AI Healthcare, Google, Mountain View, CA USA.; Present Address: AI and Data Science, Tempus Labs Inc, Chicago, United States.

Publikováno v: NPJ digital medicine [NPJ Digit Med] 2019 Nov 19; Vol. 2, pp. 113. Date of Electronic Publication: 2019 Nov 19 (Print Publication: 2019).

Artificial Intelligence-Based Breast Cancer Nodal Metastasis Detection: Insights Into the Black Box for Pathologists.

Autor: Liu Y; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Kohlberger T; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Norouzi M; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Dahl GE; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Smith JL; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Mohtashamian A; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Olson N; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Peng LH; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Hipp JD; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson)., Stumpe MC; From Google AI Healthcare, Google Research, Mountain View, California (Drs Liu, Kohlberger, Norouzi, Dahl, Peng, Hipp, and Stumpe); and Laboratory Department, Naval Medical Center, San Diego, California (Drs Smith, Mohtashamian, and Olson).

Publikováno v: Archives of pathology & laboratory medicine [Arch Pathol Lab Med] 2019 Jul; Vol. 143 (7), pp. 859-868. Date of Electronic Publication: 2018 Oct 08.