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Zeleikun Di

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Articles

Mapping patient-perceived physician traits from nationwide online reviews with LLMs

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By Junjie Luo, Rui Han, Tianli Xu, Ritu Agarwal, Gordon Gao, Arshana Welivita, Zeleikun Di, Jingfu Wu, Xuzhe Zhi
| Nature Verified
Abstract Understanding how patients perceive their physicians is essential to improving trust, communication, and satisfaction. Patients increasingly consult large language models (LLMs) to summarize physician reviews and shape provider choices, yet the national landscape of patient-perceived physician traits remains poorly characterized.
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