人类和生态健康指标的自动提取:一个基于LLM的数字健康指标的实践实施
Helit Bauberg1, Nimrod Tachnai1, Gur Hanan1
1Holon Institute of Technology, Israel.
Studies in health technology and informatics
|August 8, 2025
概括
本研究引入了使用大型语言模型在城市淡水中对人类和生态健康指标的自动识别. 这有助于在One Digital Health框架内进行综合健康监测.
科学领域:
- 环境健康 环境健康
- 数字健康数字健康
- 一个健康,一个健康.
背景情况:
- 城市淡水生态系统面临着复杂的健康挑战,影响野生动物和人类人口.
- 有效的监控需要整合各种数据流和分析方法.
- 一个健康框架强调人类,动物和环境健康的相互联系.
研究的目的:
- 开发一种自动化方法来识别城市淡水环境中的人类和生态健康指标.
- 利用"一个数字健康"框架,整合"一个健康"和"数字健康"原则.
- 通过加强环境监测和健康监督来支持OneAquaHealth项目.
主要方法:
- 进行了系统的文献审查,重点关注城市淡水环境.
- 大型语言模型 (LLM) 主要用于自动化文本分析和信息提取.
- 该研究的重点是确定与水生生态系统和人类福祉相关的关键健康指标.
主要成果:
- 成功开发了一种用于识别人类和生态健康指标的自动化方法.
- 应用LLM简化了文献审查和数据提取过程.
- 确定了将城市水生动物健康与人类健康联系起来的关键指标.
结论:
- 在One Digital Health框架内使用LLM的自动识别对于监测城市淡水健康是有效的.
- 这些发现为加强环境监测和综合健康方法提供了基础.
- 这项工作通过数字化和跨领域的健康信息连接来推进OneAquaHealth项目的目标.
相关概念视频
Health Literacy
4.1K
Health literacy is an individual's or a community's capacity to comprehend, receive, read, and use relevant healthcare information and services. The World Health Organization (WHO, 2018) defines health literacy as the cognitive and social skills that determine the ability of individuals to gain access to, understand, and use information in ways that promote and maintain good health. As a result, the WHO helps individuals manage long-term health concerns, participate in preventative...
4.1K
Dimensions of Health and Illness
8.2K
The factors influencing the health-illness continuum can be internal or external and may or may not be under conscious control. They are related to the following eight human dimensions, and each dimension is interrelated to one other.
8.2K
Models of Health Promotion and Illness Prevention II
1.7K
The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
The agent-host-environment model states that disease results...
1.7K
Methods of Documentation VII: EMR
913
Electronic Medical Records (EMRs) primarily center around electronically documenting patients' health information within a single healthcare organization or practice. They contain essential clinical data related to a patient's medical history, diagnoses, medications, treatment plans, lab results, and other pertinent information relevant to the specific encounter or episode of care. EMRs are designed to streamline documentation and workflow processes within individual healthcare...
913
Models of Health Promotion and Illness Prevention I
2.2K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.2K
Issues And Trends In Healthcare Delivery System
5.8K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.8K


