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Zi-Hao Bian

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Review Open access Aug 2026

Interpretable machine learning enables early identification of financial risk and resource optimization in colorectal cancer surgery

An interpretable machine learning framework can provide individualized estimation of DRG-related financial risk in CRC surgery and its integration into a point-of-care decision-support tool may support perioperative risk review, resource planning, and complex-case management under DRG-based reimbursement.

Biao Fan, Zi-Hao Bian, Jing Wang et al. · 0 citations

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