大型语言模型 紧急部门的助理 释放文件 释放文件
Ji Woo Song1, Junseong Park2, Ji Hoon Kim2,3
1Yonsei University College of Medicine, Seoul, South Korea.
JAMA network open
|October 21, 2025
概括
一个大型的语言模型 (LLM) 助理显著减少了急诊部 (ED) 释放笔记写作时间. 这种人工智能工具提高了文档质量,标志着临床实践的关键进步.
科学领域:
- 人工智能在医学中的应用
- 改善临床文档的改善
- 紧急医疗 信息学 信息学
背景情况:
- 紧急部门 (ED) 排放文件是一个关键的,但耗时的过程.
- 不完整的文档可能会对患者护理和医院效率产生负面影响.
- 需要创新的解决方案来简化ED文档.
研究的目的:
- 开发和评估一个大型语言模型 (LLM) 助手,用于生成ED的核准说明.
- 评估LLM助理对文档质量和工作流程效率的影响.
主要方法:
- 在一家三级护理医院进行了一项比较有效性研究.
- 一个大型语言模型 (LLM) 使用592个ED案例进行了微调,并对50个案例进行了验证.
- 紧急医生手动完成了笔记,然后编辑了LLM生成的草稿.
主要成果:
- 与手册笔记相比,LLM辅助笔记在完整性,正确性,简洁性和临床实用性方面获得了更高的分数.
- 每笔记的中位记录时间从69.5秒 (手动) 减少到32.0秒 (LLM辅助).
- 与手册笔记相比,LLM辅助笔记在所有4C指标 (完整性,正确性,简洁性,临床实用性) 中都显示出改进 (P < .001).
结论:
- 现场的LLM助理大大缩短了ED免费通知完成所需的时间.
- 法学士助理提高了文档质量,而不影响关键指标.
- 这代表了利用人工智能提高临床工作流程效率的重大进步.
更多相关视频
09:52Setting Up a Stroke Team Algorithm and Conducting Simulation-based Training in the Emergency Department - A Practical Guide
Published on: January 15, 2017
17.6K
06:59A Novel Approach for the Administration of Medications and Fluids in Emergency Scenarios and Settings
Published on: November 9, 2016
31.0K
相关概念视频
Discharge Summary Forms
1.2K
The discharge summary is crucial as it enables a smooth transition from a healthcare facility to a patient's home or another care setting. This critical document facilitates seamless continuity of care, ensuring patients receive the necessary support and attention.
Here's a detailed look at the key components and guidelines for preparing a discharge summary:
Here's a detailed look at the key components and guidelines for preparing a discharge summary:
1.2K
Methods of Documentation VI: Case Management Model
829
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
829
Documentation in Long-Term and Home Healthcare Setting
1.4K
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
1.4K
Flow Sheet
2.5K
Flowsheets are valuable tools in nursing documentation. They enable healthcare professionals to efficiently record and monitor various patient assessments and measurements in a consolidated format.
Here's a closer look at the examples of flowsheets commonly used by nurses:
Graphic Sheet Documentation:
Here's a closer look at the examples of flowsheets commonly used by nurses:
Graphic Sheet Documentation:
2.5K
Guidelines for Nursing Documentation I
1.7K
Quality documentation and reporting share essential characteristics that ensure they are practical and valuable resources for those who use them. These characteristics are:
Factual:
The following points emphasize the significance of upholding accurate and unbiased documentation in healthcare.
Factual:
The following points emphasize the significance of upholding accurate and unbiased documentation in healthcare.
1.7K
Methods of Documentation V: CBE
1.4K
Charting by Exception, or CBE, is a method of documentation used in healthcare, particularly in nursing, that focuses on documenting only significant or abnormal findings rather than recording every detail. This approach aims to streamline the documentation process, improve efficiency, and ensure that healthcare providers can quickly identify deviations from normalcy in patient assessments.
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
1.4K
