A Fully Automated Artificial Intelligence System to Assist Pathologists’ Diagnosis to Predict Histologically High-grade Urothelial Carcinoma from Digitized Urine Cytology Slides Using Deep Learning

Keisuke Tsuji,Masatomo Kaneko, Yuki Harada,Atsuko Fujihara,Kengo Ueno, Masaya Nakanishi,Eiichi Konishi,Tetsuro Takamatsu,Go Horiguchi,Satoshi Teramukai,Toshiko Ito-Ihara,Osamu Ukimura

European urology oncology（2023）

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摘要

We present deep learning–based artificial intelligence (AI) that classifies urine cytology slides according to the Paris system. The AI predicted histological high-grade urothelial carcinoma from digitized urine cytology slides with superior sensitivity to pathologists.

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Artificial intelligence,Deep learning,Urine cytology,Urothelial carcinoma,The Paris System

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