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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Zhi-Hong Shen

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Open access Aug 2026

Ultrasound-based intratumoral and peritumoral radiomics for preoperative prediction of lymph node metastasis in pancreatic ductal adenocarcinoma

Intratumoral and peritumoral ultrasound radiomics provide complementary information for preoperative LNM prediction in PDAC, and the decision-level combined model achieved numerically higher discrimination with favorable calibration, supporting further validation before clinical translation.

Yan-Hua Huang, H. Qian, Li Bao et al. · 0 citations

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