LLM-driven collaborative framework for knowledge-enhanced cancer pain assessment and management - Poll - MDSpire
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Collaborative Model Utilizing Large Language Technology for Improved Assessment and Management of Cancer Pain

  • By

  • Haixiao Liu

  • Yue Hu

  • Dongtao Li

  • Boyuan Shi

  • Yupeng Niu

  • Xinche Zhang

  • Guangda Zheng

  • Changlin Li

  • Lingyun Wang

  • Yanju Bao

  • January 19, 2026

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LLM-driven collaborative framework for knowledge-enhanced cancer pain assessment and management

  • by Haixiao Liu, Yue Hu, Dongtao Li, Boyuan Shi, Yupeng Niu, Xinche Zhang, Guangda Zheng, Changlin Li, Lingyun Wang, Yanju Bao

  • January 19, 2026

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