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Open access Sep 2026

Construction and clinical validation of a machine learning-based risk prediction model for poor wound healing after anorectal surgery

Objective To construct and validate a machine learning-based risk prediction model for poor wound healing after anorectal surgery, enabling early identification and individualized intervention. Methods Clinical data from 246 patients (Jan 2022–Dec 2024) were retrospectively collected. Wound healing status at 4 weeks po...

Li-Ling Pan, Li-Zhi He, Jian-Zhen Zhao et al. · 0 citations
Open access Aug 2026

Study on multi-modal feature fusion machine learning classification model of Chinese and Western medicine for depressive symptoms in middle-aged and older patients with chronic low back pain

Both GBM and RF models incorporating multimodal features from traditional Chinese and Western medicine demonstrated promising preliminary classification performance for screening depressive symptoms in middle-aged and older patients with CLBP, suggesting their potential utility as screening tools in clinical settings.

Bo Jin, Juan Gao, Chen-Ying He et al. · 0 citations

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