当数据消失时:随着美国政策偏离,公共卫生支付了代价
Thomas McAndrew1, Andrew A Lover2, Garrik Hoyt3
1Department of Biostatistics and Health Data Science, College of Health, Lehigh University, Bethlehem, PA, USA.
The Lancet. Digital health
|May 22, 2025
概括
获取公共卫生数据,例如季节性流感数据,对于安全至关重要. 富有数据的模型为公共卫生决策提供了可靠的预测,而数据差的模型则不确定.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 医疗信息学 医疗信息学
背景情况:
- 总统在2025年采取的行动影响了对美国重要的公共卫生数据的获取.
- 持续收集健康数据对于公共卫生,安全和疾病监测至关重要,包括季节性流感.
- 及时获得全面数据对于有效的公共卫生实践至关重要.
研究的目的:
- 展示公共卫生数据监测如何提高公共卫生实践.
- 为了比较一个数据丰富的模型对国家流感住院病例的预测准确度与数据贫穷的模型.
- 强调保护公共卫生数据作为公共利益的重要性.
主要方法:
- 来自美国政府维护的七个与季节性流感有关的来源的数据分析.
- 两种预测模型的开发,用于美国的国家流感病例住院治疗.
- 模型1:一个使用所有七个数据源的数据丰富模型.
- 模型2:仅使用单个住院数据源的数据贫困模型.
主要成果:
- 丰富的数据模型为公共卫生决策提供了可靠和可操作的预测.
- 缺乏数据的模型产生了高度不确定的预测,使得它们在公共卫生使用中变得不切实际.
- 这凸显了数据可用性和丰富性对预测准确性的重大影响.
结论:
- 全面的公共卫生数据监测对于有效的公共卫生实践和决策至关重要.
- 健康数据是改善国内和全球健康结果的基本要素.
- 为了保护公共卫生数据作为基本的公共利益,需要制定战略计划.
相关概念视频
Steps in Outbreak Investigation
220
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:
220
Principles of Disease Surveillance
190
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...
190
Censoring Survival Data
257
Survival analysis is a statistical method used to analyze time-to-event data, often employed in fields such as medicine, engineering, and social sciences. One of the key challenges in survival analysis is dealing with incomplete data, a phenomenon known as "censoring." Censoring occurs when the event of interest (such as death, relapse, or system failure) has not occurred for some individuals by the end of the study period or is otherwise unobservable, and it might have many different...
257
Pharmacovigilance
1.0K
Post-marketing surveillance is a critical component of pharmaceutical regulation, often uncovering unanticipated adverse drug reactions (ADRs) once a drug is widely used over an extended period.
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
1.0K
Causality in Epidemiology
929
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
929
Drug Regulation
1.9K
Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...
1.9K


