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大语言模型驱动的临床决策支持:挑战与实践路径

周庆国 陈奉贤 李妍

兰州大学学报(医学版)2025,Vol.51Issue(4):1-7,7.
兰州大学学报(医学版)2025,Vol.51Issue(4):1-7,7.DOI:10.13885/j.issn.1000-2812.2025.04.001

大语言模型驱动的临床决策支持:挑战与实践路径

Large language models for clinical decision support:challenges and implementation pathways

周庆国 1陈奉贤 2李妍3

作者信息

  • 1. 兰州大学信息科学与工程学院,甘肃 兰州 730000||兰州大学甘肃省循证医学重点实验室,甘肃 兰州 730000
  • 2. 兰州大学信息科学与工程学院,甘肃 兰州 730000||兰州大学网络安全与信息化办公室,甘肃 兰州 730000
  • 3. 兰州大学信息科学与工程学院,甘肃 兰州 730000
  • 折叠

摘要

Abstract

In recent years,the innovative application of large language models has revolutionized traditional clinical decision support systems through their exceptional data integration capabilities and knowledge reason-ing potential.This paper systematically reviewed the technological evolution of large language models in healthcare,analyzing their domain adaptation mechanisms from general language models to medical-special-ized models.While demonstrating advantages across core large language models application scenarios,large language models face fundamental challenges including ensuring clinical accuracy,managing temporal knowl-edge validity and addressing ethical compliance.To address these critical issues,this study proposed a multi-tiered clinical application framework based on cutting-edge research advancements,providing theoretical foundations and actionable pathways for the safe implementation of large language models in clinical decision support.

关键词

大语言模型/临床决策支持/人工智能/多模态分析/循证医学/人机协同

Key words

large language models/clinical decision support/artificial intelligence/multimodal analysis/evi-dence-based medicine/human-machine collaboration

分类

医药卫生

引用本文复制引用

周庆国,陈奉贤,李妍..大语言模型驱动的临床决策支持:挑战与实践路径[J].兰州大学学报(医学版),2025,51(4):1-7,7.

基金项目

国家重点研究发展计划资助项目(2024YFE0203800) (2024YFE0203800)

国家自然科学基金资助项目(U22A20261) (U22A20261)

兰州大学学报(医学版)

2097-681X

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