大型语言模型促进了临床医学进步的技术
Krish Shah1, Andrew Y Xu1, Yatharth Sharma1
1Warren Alpert Medical School, Brown University, East Providence, RI 02914, USA.
Journal of clinical medicine
|September 14, 2024
概括
大型语言模型 (LLM) 可以通过改善访问和诊断来改变医疗保健. 谨慎及时的工程和协作是克服挑战和确保更好的医疗护理的伦理使用的关键.
科学领域:
- 人工智能在医学中的应用
- 临床信息学 临床信息学
- 医疗技术 医疗技术 医学技术
背景情况:
- 大型语言模型 (LLM) 显示了彻底改变临床医学的巨大潜力.
- 应用包括改善医疗保健准入,诊断,手术规划和医学教育.
- 诸如幻觉和偏见之类的挑战需要谨慎的快速工程才能有效地利用.
研究的目的:
- 探索LLMs在临床医学中的变革潜力.
- 概述在医疗保健环境中有效利用LLM的策略.
- 强调道德考虑和专业合作的重要性.
主要方法:
- 了解基础的LLM概念:代币化,嵌入式和注意力机制.
- 实施战略提示技术,以获得准确可靠的输出.
- 促进人工智能开发人员和医疗专业人员之间的合作.
主要成果:
- 法律学士可以提高医疗保健的获取,诊断,手术规划和教育.
- 正确的利用需要通过快速工程来解决幻觉和偏见等挑战.
- 伦理考虑,包括数据安全和偏见缓解,至关重要.
- 医学专业可以作为医学研究和教育的宝贵补充资源.
结论:
- 士学位提供了一条促进医疗保健质量和可获得性的途径.
- 持续的研究和开发对于充分利用医疗保健中的LLM能力至关重要.
- 成功的整合取决于技术理解,战略应用和道德勤奋的结合.
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