呼吸道病毒感染:何时何地? 一个空间时间方法的范围审查
Jingyi Liang1, Daniel Horvath2, Saturnino Luz3
1Centre for Global Health, Usher Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK.
Journal of global health
|August 4, 2025
概括
呼吸道病毒感染的时空分析正在增长,特别是在COVID-19中. 高质量的数据对于准确的疾病预测模型至关重要,这些模型越来越多地使用机器学习.
科学领域:
- 流行病学 流行病学
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 呼吸道病毒感染对全球健康构成重大负担.
- 时空技术对于理解和控制疾病传播模式至关重要.
- 本综述综合了研究这些模式的定量方法的证据.
研究的目的:
- 对呼吸道病毒感染的时间空间分析的定量方法进行范围审查.
- 综合这些分析方法的当前证据.
- 确定现有研究中的趋势和局限性.
主要方法:
- 根据PRISMA-ScR指南进行了全面的范围审查.
- 在EMBASE,MEDLINE和Web of Science数据库中进行了搜索.
- 包括2023年3月1日之前发表的分析病毒性呼吸道疾病的时空传播的研究.
主要成果:
- 152项研究符合纳入标准,其中大多数 (140) 在COVID-19大流行期间发表.
- 探索性研究 (77项研究) 专注于传播模式和影响因素.
- 预测研究 (75项研究) 主要使用机器学习,深度学习模型 (20项研究) 通常受数据质量限制.
结论:
- 对呼吸道病毒感染的时空分析的研究已经显著扩大,特别是在COVID-19后.
- 高质量的数据对于先进的疾病预测模型的有效应用至关重要.
- 未来的研究应该旨在在疾病轨迹建模中捕捉复杂的时空相互作用.
相关概念视频
The Respiratory System
77.0K
The respiratory system is comprised of the organs that enable breathing. Air enters the nostrils and mouth, followed by the pharynx (throat) and larynx (voice box), which lead to the trachea (windpipe). In the thoracic cavity, the trachea splits into two bronchi that allow air to enter the lungs. The bronchi split into progressively smaller bronchioles and terminate in small groups of tiny sacs in the lungs called alveoli, where gas exchange occurs.
77.0K
Assessment of Ventilation I: Respiratory Rate
2.8K
Assessment of Ventilation
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
2.8K
Respiratory Assessment: Purpose and Indications
2.1K
Respiratory assessment is a cornerstone of nursing assessments, crucial for the early detection of patient deterioration. This evaluation transcends routine procedures, representing a critical skill nurses must master to ensure optimal patient care.
Objectives and Importance:
The primary goal of respiratory assessment is to evaluate patients at early risk of clinical deterioration. Since respiratory distress often precedes other signs of declining health, breathing patterns and sounds become a...
Objectives and Importance:
The primary goal of respiratory assessment is to evaluate patients at early risk of clinical deterioration. Since respiratory distress often precedes other signs of declining health, breathing patterns and sounds become a...
2.1K
Common Respiratory Disorders
1.8K
Respiratory disorders, a prevalent health concern globally, are generally divided into two primary categories: upper and lower respiratory tract disorders. The categorization is based on the area of the respiratory system they affect.
Upper respiratory disorders impact the airways above the vocal cords, encompassing areas like the nose, sinuses, and throat. Various conditions fall under this category, including the common cold and allergic rhinitis. These disorders can stem from several causes,...
Upper respiratory disorders impact the airways above the vocal cords, encompassing areas like the nose, sinuses, and throat. Various conditions fall under this category, including the common cold and allergic rhinitis. These disorders can stem from several causes,...
1.8K
Principles of Disease Surveillance
859
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
859
Influenza
101
Influenza is an acute, highly communicable viral disease that affects the respiratory tract and is responsible for seasonal epidemics worldwide. Influenza A is the most prevalent type associated with widespread outbreaks and is subtyped based on two surface glycoproteins: hemagglutinin (H) and neuraminidase (N), as in H1N1. These glycoproteins are essential for viral infectivity, transmission, and immune recognition. Transmission occurs primarily through respiratory droplets and contaminated...
101


