Enhanced pre-recruitment framework for clinical trial questionnaires through the integration of large language models and knowledge graphs

Abstract The recruitment of participants for clinical trials has traditionally been a passive and challenging process, leading to difficulties in acquiring a sufficient number of qualified participants in a timely manner. This issue has impeded advancements in medical research. However, recent years...

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Bibliographic Details
Main Authors: Chen Zihang, Liu Liang, Su Qianmin, Cheng Gaoyi, Huang Jihan, Li Ying
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-11876-0
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