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Development and validation of a deep learning radiomics model based on ultrasound and clinical features to predict prognosis in elderly patients with advanced pancreatic cancer after HIFU therapy

Abstract Background This study aimed to construct an artificial intelligence model based on ultrasound radiomics and deep learning, integrating clinical features to develop a fusion model for individualized prediction of survival outcomes in elderly patients with advanced pancreatic cancer receiving...

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Principais autores: Yumei Liu, Yongshuo Ji, Junqiu Zhu, Linglin Zhu, Yanfei Zhu, Hong Zhao, Zhijun Bao
Formato: Artigo
Idioma:Inglês
Publicado: BMC 2026-03-01
Series:BMC Gastroenterology
Assuntos:
Pancreatic cancer
HIFU
Prognosis
Deep learning
Radiomics
Ultrasonography
Acceso en liña:https://doi.org/10.1186/s12876-026-04716-6
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