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医学中的大型语言模型。

Large language models in medicine.

机构信息

University of Cambridge School of Clinical Medicine, Cambridge, UK.

Corpus Christi College, University of Cambridge, Cambridge, UK.

出版信息

Nat Med. 2023 Aug;29(8):1930-1940. doi: 10.1038/s41591-023-02448-8. Epub 2023 Jul 17.

Abstract

Large language models (LLMs) can respond to free-text queries without being specifically trained in the task in question, causing excitement and concern about their use in healthcare settings. ChatGPT is a generative artificial intelligence (AI) chatbot produced through sophisticated fine-tuning of an LLM, and other tools are emerging through similar developmental processes. Here we outline how LLM applications such as ChatGPT are developed, and we discuss how they are being leveraged in clinical settings. We consider the strengths and limitations of LLMs and their potential to improve the efficiency and effectiveness of clinical, educational and research work in medicine. LLM chatbots have already been deployed in a range of biomedical contexts, with impressive but mixed results. This review acts as a primer for interested clinicians, who will determine if and how LLM technology is used in healthcare for the benefit of patients and practitioners.

摘要

大型语言模型(LLMs)可以对自由文本查询做出响应,而无需专门针对该任务进行训练,这引起了人们对其在医疗保健环境中应用的兴奋和关注。ChatGPT 是一种通过对 LLM 进行复杂的微调而生成的人工智能(AI)聊天机器人,并且其他工具也通过类似的开发过程出现。在这里,我们概述了如何开发像 ChatGPT 这样的 LLM 应用程序,并讨论了它们如何在临床环境中得到利用。我们考虑了 LLM 的优缺点及其在提高医学临床、教育和研究工作效率和效果方面的潜力。LLM 聊天机器人已经在一系列生物医学领域得到了部署,取得了令人印象深刻但喜忧参半的结果。这篇综述是为感兴趣的临床医生提供的一个入门指南,他们将决定是否以及如何在医疗保健中使用 LLM 技术,以造福患者和医生。

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