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Liver cancer knowledge graph construction based on dynamic entity replacement and masking strategies RoBERTa-wwm-large-BiLSTM-CRF model with clinical Chinese EMRs

IntroductionLiver cancer is a leading cause of cancer-related mortality worldwide, necessitating advanced tools for diagnosis and management. Knowledge graphs (KGs) are crucial for advancing smart healthcare, but existing liver cancer-specific KGs are mostly derived from literature or public databas...

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Principais autores: Yichi Zhang, Xiaojun Hu, Hailing Wang, Ke Liu, Yongbin Gao, Xiaoyan Jiang, Yingfang Fan, Zhijun Fang
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2025-10-01
coleção:Frontiers in Artificial Intelligence
Assuntos:
knowledge graph
named entity recognition
liver cancer
knowledge fusion
knowledge graph application
Acesso em linha:https://www.frontiersin.org/articles/10.3389/frai.2025.1663877/full
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