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Large Language Model–Driven Knowledge Graph Construction in Sepsis Care Using Multicenter Clinical Databases: Development and Usability Study

Large Language Model–Driven Knowledge Graph Construction in Sepsis Care Using Multicenter Clinical Databases: Development and Usability Study

In addition, GPT-4.0 struggled with the nuanced semantics of traditional Chinese medicine terms, such as “Yin-Yang imbalance” and “Qi Deficiency,” leading to misinterpretations. These errors are significant as they could affect downstream clinical applications, such as diagnostic accuracy and therapeutic decision-making.

Hao Yang, Jiaxi Li, Chi Zhang, Alejandro Pazos Sierra, Bairong Shen

J Med Internet Res 2025;27:e65537