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Computer-Assisted Diagnosis of Lymph Node Metastases in Colorectal Cancers Using Transfer Learning With an Ensemble Model.

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第一作者： Amjad,Khan

第一单位： Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland.

作者： Amjad,Khan ^[1] ; Nelleke,Brouwer ^[2] ; Annika,Blank ^[3] ; Felix,Müller ^[1] ; Davide,Soldini ^[4] ; Aurelia,Noske ^[5] ; Elisabeth,Gaus ^[4] ; Simone,Brandt ^[4] ; Iris,Nagtegaal ^[2] ; Heather,Dawson ^[1] ; Jean-Philippe,Thiran ^[6] ; Aurel,Perren ^[1] ; Alessandro,Lugli ^[1] ; Inti,Zlobec ^[7]

作者单位： Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland. ^[1] Department of Pathology, Radboud University Medical Centre, Netherlands. ^[2] Institute of Pathology, City Hospital Triemli, Zürich, Switzerland. ^[3] Institute of Clinical Pathology Medica, Zürich, Switzerland. ^[4] Institute of Clinical Pathology Medica, Zürich, Switzerland; Institute of Pathology, School of Medicine, Technical University of Munich, Munich, Germany. ^[5] Department of Radiology, Lausanne University Hospital, Lausanne University and Centre d'Imagerie Biomédicale, Lausanne, Switzerland; Swiss Federal Institute of Technology Lausanne, Signal Processing Laboratory, Lausanne, Switzerland. ^[6] Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland. Electronic address: inti.zlobec@unibe.ch. ^[7]

关键词 colorectal cancer ensemble model histopathology lymph nodes metastasis detection transfer learning

医学主题词人类(Humans);淋巴转移(Lymphatic Metastasis);人工智能(Artificial Intelligence);诊断, 计算机辅助(Diagnosis, Computer-Assisted);淋巴结(Lymph Nodes);结直肠肿瘤(Colorectal Neoplasms)

DOI 10.1016/j.modpat.2023.100118

PMID 36805793

发布时间 2023-05-23

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