Jia-Liang Gan

Development of multi-algorithm machine learning models integrating novel serum biomarkers for survival prediction in colorectal cancer: a retrospective cohort study

Background Colorectal cancer (CRC) prognosis prediction remains challenging due to tumor heterogeneity, and existing machine learning-based prognostic studies often rely on single algorithms or limited feature types. This study aims to employ a multi-algorithm collaborative strategy to identify critical prognostic fact...