彻底改变医疗保健:医学中大型语言模型的变革性影响
Kuo Zhang1, Xiangbin Meng2, Xiangyu Yan3
1Department of Cardiology, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Journal of medical Internet research
|January 8, 2025
概括
大型语言模型 (LLM) 正在通过先进的人工智能能力改变医疗保健. 这些强大的AI工具增强了医学研究,诊断和患者护理,同时解决了可靠性和伦理方面的挑战.
科学领域:
- 人工智能在医学中的应用
- 自然语言处理 (NLP) 是一种自然语言处理.
- 机器学习用于医疗保健
背景情况:
- 大型语言模型 (LLM) 代表了医疗人工智能的重大进步.
- 法律学利用自然语言处理 (NLP) 来改善临床支持,诊断,治疗计划和医学研究.
- 最近的突破,如GPT-4和BERT突出了LLMs的快速演变,由增加的计算能力和庞大的数据集驱动.
研究的目的:
- 探索LLM在改变医疗保健和医学研究方面的革命性潜力.
- 检查LLM在处理多式联络数据以进行增强的医疗程序方面的独特能力.
- 解决与LLM在医疗保健中的实施相关的关键挑战,包括可靠性,道德和偏见.
主要方法:
- 审查当前的LLM进步及其在医疗保健环境中的应用.
- 分析NLP在诊断和治疗支持方面的能力.
- 探索多式联网数据处理的各种医疗应用 (例如,急救,老年护理).
主要成果:
- 在提高临床决策,诊断和治疗个性化方面,LLM显示出巨大的潜力.
- 法律管理系统处理多式联络数据的能力为紧急护理,老年护理和数字健康程序提供了新的解决方案.
- 技术进步正在积极解决LLM的高硬件要求.
结论:
- 法律学士学位在医疗保健方面具有变革性的影响,承诺提供更个性化,更有效的医疗服务.
- 解决经验可靠性,数据隐私,偏见缓解和问责制对于负责任的LLM部署至关重要.
- 以人为本的LLM开发方法对于公平的访问和公正的个性化医学至关重要.
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