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Updated: Jan 20, 2026

Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
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在结直肠癌中预测淋巴结转移,使用案例级多重实例学习

Ling-Feng Zou1, Xuan-Bing Wang2,3, Jing-Wen Li1

  • 1Department of Pathology, Chongqing Traditional Chinese Medicine Hospital, Chongqing 400021, China.

World journal of gastroenterology
|January 19, 2026
PubMed
概括

一个新的案例级多个实例学习 (MIL) 框架显著改善了在晚期结直肠癌 (CRC) 中的淋巴结转移 (LNM) 预测. 这种结合病理学和临床数据的AI方法优于传统方法,可以更好地分层患者的风险.

关键词:
结肠直肠癌是一种癌症.深度学习是一种深度学习.组织病理学 组织病理学淋巴结转移是淋巴结的转移.多个实例的学习是多个实例的学习.

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