新兴传染病的早期检测 - - 对疫苗开发的影响
C Raina MacIntyre1, Samsung Lim2, Deepti Gurdasani2
1The Biosecurity Program, Kirby Institute, Faculty of Medicine and Health Sciences, University of New South Wales, New South Wales, Australia; College of Health Solutions and Watts College of Public Service and Community Services, Arizona State University, United States.
Vaccine
|June 4, 2023
概括
人工智能和机器学习可以分析流行病早期预警信号的开源数据. 广泛使用这些数字监控工具可以改善流行病的准备和应对.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 数字监控数字监控
背景情况:
- 新兴的流行病对全球健康构成重大威胁.
- 传统的疾病监测方法可能很慢地检测出疫情.
- 开源数据为公共卫生提供了一个庞大的,未被充分利用的资源.
研究的目的:
- 探索使用人工智能 (AI) 和机器学习 (ML) 来从开源数据中生成流行病的早期预警信号.
- 突出开源情报 (OSINT) 的潜力,以补充传统的监视系统.
- 倡导在公共卫生实践中更广泛地采用和整合数字监控工具.
主要方法:
- 利用大量的开源数据 (新闻,社交媒体).
- 利用AI和ML算法来识别表明新兴流行病的模式.
- 将OSINT衍生信号与传统疾病监测数据进行比较.
主要成果:
- 对开源数据的AI/ML分析可以产生流行病的有效早期预警信号.
- 这些信号可以触发更早的调查,诊断和病原体表征.
- 早期预警有助于更快的疫苗开发和部署,以及潜在的流行病制.
结论:
- 开源情报是一个有价值的补充,而不是替代传统的疾病监测.
- 目前在公共卫生实践中采用这些系统的数量有限.
- 在数字监控中,常规使用和能力建设对于提高疫情准备和应对能力至关重要.
相关概念视频
Microorganisms in Medicine and Therapeutics
73
Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
73
Steps in Outbreak Investigation
155
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
155
Vaccinations
44.8K
Overview
44.8K
Principles of Disease Surveillance
136
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...
136
Infection
8.4K
When a pathogen enters the body and reproduces, it can cause an infection, damage body cells, and cause illness symptoms that eventually lead to disease. Therefore, its prevention requires breaking the chain of infection.
The chain begins with pathogens: bacteria, viruses, fungi, prions, or parasites such as protozoa helminths. These can be present on the skin as transient or resident flora, or they can be acquired from the environment. Identifying and treating the type of infection and...
The chain begins with pathogens: bacteria, viruses, fungi, prions, or parasites such as protozoa helminths. These can be present on the skin as transient or resident flora, or they can be acquired from the environment. Identifying and treating the type of infection and...
8.4K


