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Xiao-Dong Yang

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Open access Sep 2026

Research on prognostic prediction of colorectal cancer based on multi-dimensional biomarker features and machine learning models

Background The traditional TNM staging system for colorectal cancer (CRC) prognosis has significant limitations, with prognostic differences exceeding 40% among patients with the same stage. This study aims to construct and validate a machine learning prognostic prediction model based on routinely available clinical, l...

Xiao-Yang Zhang, Xiang-Yong Li, Bo Chen et al. · 0 citations

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