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Li-Guo Liang

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#federated learning Review Open access Sep 2026

A closed-loop paradigm for precision oncology: Integrating dynamic monitoring, organoid models, and explainable AI.

BACKGROUND Precision oncology faces three systemic bottlenecks: static molecular snapshots fail to capture tumor dynamics, patient‑derived organoids lack physiological reconstruction of the tumor microenvironment (TME), and artificial intelligence (AI) remains a "black box" in clinical decision‑making. This review aims...

Ya-Nan Liu, Ya-Ping Wang, Xiao-Xia Huang et al. · 0 citations

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