K-MIMIC:一个全国性的韩国多机构多模式重症监护数据集
Young-Gon Kim1,2,3, Jongho Shin1, Sul Mui Won4
1Department of Transdisciplinary Medicine, Seoul National University Hospital, Seoul, Republic of Korea.
Korean journal of anesthesiology
|February 3, 2026
概括
韩国多机构多模式重症监护 (K-MIMIC) 数据集是重症监护人工智能研究的新资源. 它集成了来自多家韩国医院的电子医疗记录,生物信号和成像.
科学领域:
- 关键护理医学 关键护理医学
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
背景情况:
- 临床护理的进步需要全面的多模式数据集,用于临床决策和人工智能研究.
- 现有的多式联运数据集很少,特别是在亚洲的医疗保健系统.
- 韩国多机构多模式重症监护 (K-MIMIC) 数据集是为了弥补这一缺口而开发的.
研究的目的:
- 创建亚洲第一个大型,多中心,多模式重症监护室 (ICU) 数据集.
- 促进临床决策和推进人工智能 (AI) 研究在重症监护.
- 通过多式联网数据,使时间轨迹分析成为可能.
主要方法:
- 一项回顾性多中心研究收集了韩国10家医院的ICU数据 (2001-2023年).
- 数据包括结构化的电子医疗记录 (EMR),生理波形 (生物信号) 和医学成像.
- 遵循标准化的协议和去识别程序,确保遵守韩国卫生数据利用指南.
主要成果:
- 该K-MIMIC数据集包括287,274 ICU入院的241,805名患者.
- 包括22588个生物信号文件和496999个成像研究,与EMR相关联.
- 15,548名患者拥有所有三种模式 (EMR,生物信号,成像) 的数据,以进行完整的多模式分析.
结论:
- K-MIMIC是亚洲第一个大型,多中心,多模式ICU数据集.
- 它是关键护理研究的强大资源,包括基于人工智能的预测和监测.
- 证明了跨不同机构安全,标准化的ICU数据集成的可行性.
相关概念视频
Sound Intensity
4.8K
The loudness of a sound source is related to how energetically the source is vibrating, consequently making the molecules of the propagation medium vibrate. To measure the loudness of a source, the physical quantity of interest is the intensity. This is defined as the energy emitted per unit of time per unit of area perpendicular to the sound wave's propagation direction. Since the total energy is greater if the source vibrates for a longer duration and over a larger area, dividing the...
4.8K
Sound Intensity Level
4.9K
Humans perceive sound by hearing. The human ear helps sound waves reach the brain, which then interprets the waves and creates the perception of hearing. The loudness of the environment in which a person is located determines whether they can distinguish between different sound sources.
The human ear can perceive an extensive range of sound intensity, necessitating the use of the logarithmic scale to define a physical quantity—the intensity level. It is a ratio of two intensities and...
The human ear can perceive an extensive range of sound intensity, necessitating the use of the logarithmic scale to define a physical quantity—the intensity level. It is a ratio of two intensities and...
4.9K
Interdisciplinary Care: The Health Care Team-I
2.7K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care.
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
2.7K
Interdisciplinary Care: The Health Care Team-II
2.3K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care. Here are a few more healthcare professionals.
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
2.3K
Intensity Of Electromagnetic Waves
5.9K
The energy transport per unit area per unit time, or the Poynting vector, gives the energy flux of an electromagnetic wave at any specific time. For a plane electromagnetic wave with E0 and B0 as the peak electric and magnetic fields and traveling along the x-axis, the time-varying energy flux can be given by the following equation:
5.9K
Continuing Care
2.0K
Continuing care describes the variety of health, personal, and social services provided over a prolonged period. The need for continuing care is increasing because people are living longer. Many people do not have families or others to care for them. Continuing care is mainly for patients who are disabled, functionally dependent, or suffering from a terminal disease. It is available within institutional settings or in homes. Examples include nursing centers or facilities, assisted living,...
2.0K


