首页> Journal of translational medicine> Reinforcement learning-based WSI diagnostic system for cervical squamous cell carcinoma and precancerous lesions.

Reinforcement learning-based WSI diagnostic system for cervical squamous cell carcinoma and precancerous lesions.

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第一作者： Xi,Deng

第一单位： Ningbo Clinical Pathology Diagnosis Center, Ningbo, Zhejiang, China.

作者： Xi,Deng ^[1] ; Taojie,Zhu ^[2] ; Yizhi,Wang ^[2] ; Bin,Hu ^[3] ; Huaitian,Yuan ^[2] ; Deshui,Yu ^[2] ; Fanyi,Zeng ^[2] ; Zirui,Huang ^[2] ; Xiupeng,Jia ^[1] ; Youliang,Gao ^[1] ; Yonghong,He ^[2] ; Wenying,Yu ^[4] ; Yan,Liu ^[5] ; Tian,Guan ^[6]

作者单位： Ningbo Clinical Pathology Diagnosis Center, Ningbo, Zhejiang, China. ^[1] Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China. ^[2] Hangzhou Adicon Clinical Laboratories Co., Ltd., Hangzhou, Zhejiang, China. ^[3] Ningbo Clinical Pathology Diagnosis Center, Ningbo, Zhejiang, China. yuwenying.wwy@126.com. ^[4] Department of Pathology, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, Zhejiang, China. 122545764@qq.com. ^[5] Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China. guantian@sz.tsinghua.edu.cn. ^[6]

关键词 Clinical Decision Support Computational Pathology Interpretability Reinforcement Learning Squamous Intraepithelial Lesion (SIL)Vision Transformer Whole Slide Image

医学主题词人类(Humans);宫颈肿瘤(Uterine Cervical Neoplasms);女(雌)性(Female);癌前状态(Precancerous Conditions);癌, 鳞状细胞(Carcinoma, Squamous Cell);结果可重复性(Reproducibility of Results)

DOI 10.1186/s12967-026-07954-0

PMID 41888831

发布时间 2026-05-07

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准确一般字义偏差语意偏离译文作用小提交