医学和眼科中的自然语言处理:对21世纪临床医生的回顾
William Rojas-Carabali1, Rajdeep Agrawal2, Laura Gutierrez-Sinisterra3
1Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore; Tan Tock Seng Hospital, National Healthcare Group Eye Institute, Singapore.
概括
自然语言处理 (NLP) 增强了医疗保健,使计算机能够理解人类语言,用于数据提取和药物发现等应用. 医疗专业人员必须了解NLP.
科学领域:
- 人工智能的人工智能
- 计算语言学 计算语言学
- 生物信息学是一种生物信息学.
背景情况:
- 自然语言处理 (NLP) 是人工智能的一个子领域,可以实现计算机与人类的语言交互.
- NLP具有广泛的医疗应用,包括电子健康记录 (EHR) 数据提取和药物发现.
- 目前的NLP演变主要是研究驱动的,因为现实世界的应用挑战.
研究的目的:
- 突出NLP在医学领域的广泛潜力.
- 讨论目前阻碍广泛临床采用的局限性和挑战.
- 强调医疗专业人员理解NLP技术的重要性,包括像ChatGPT这样的大型语言模型.
主要方法:
- 在医学数据分析中对NLP能力的审查.
- 对临床决策支持,患者监测和医学成像等当前应用的分析.
- 讨论影响现实世界实施的挑战.
主要成果:
- 在EHR数据挖掘和制药研究等领域,NLP提供了巨大的潜力.
- 应用包括临床决策支持,患者监测和医学图像分析.
- 尽管有潜力,但广泛采用受到技术和实际约束的限制.
结论:
- 通过先进的语言理解来彻底改变医疗保健,NLP具有巨大的前景.
- 对于医疗专业人士来说,了解NLP的状态,用途和局限性至关重要.
- 大型语言模型的兴起需要在医学中对NLP进行知情参与.
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