通过将数据科学应用于公共记录,重建公共卫生危机期间的决策动态。

IF 2.3 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES
Peter Nadel, Kevin M Smith
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引用次数: 0

摘要

公共卫生政策可以极大地影响政府对新出现的公共卫生危机的反应。在应对措施不足的情况下,自然会寻求改进这些政策,以便在未来的危机中取得更好的结果。然而,虽然政策和结果通常是可见的,但将它们联系起来的复杂动态却很少明显。模糊的社会网络结构、权力和信息不对称以及政治议程都会影响政策转化为行动或不作为。政府间通信通常是研究人员调查这些隐藏但至关重要的因素的唯一主要来源。许多国家的公共记录法都可以根据要求提供这些文件,但在实践中,它们的结构、格式和规模很少能被获取。幸运的是,免费和开源数据科学工具的最新进展使这个问题变得容易处理。在这个视觉简报中,我们演示了使用这些工具来挖掘大型图像数据集,并在美国密歇根州弗林特水危机期间重建决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reconstructing decision-making dynamics during public health crises by applying data science to public records.

Public health policies can dramatically shape government responses to emerging public health crises. In cases where a response is inadequate, it's natural to seek improvements to these policies to achieve better results in future crises. However, while policies and outcomes are usually visible, the complex dynamics that link them are seldom obvious. Obscure social network structures, power and information asymmetries, and political agendas all influence the translation of policy to action or inaction. Intergovernmental communications are often the only primary sources for researchers investigating these hidden but crucial factors. Public records laws in many countries make such documents available upon request, but their structure, format, and scale are rarely accessible in practice. Fortunately, recent advances in free and open-source data science tools are making this problem tractable. In this visual brief, we demonstrate using such tools to mine a large image dataset and reconstruct decision-making during the Flint Water Crisis in Michigan, USA.

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来源期刊
Journal of Public Health Policy
Journal of Public Health Policy 医学-公共卫生、环境卫生与职业卫生
CiteScore
5.70
自引率
2.60%
发文量
62
审稿时长
>12 weeks
期刊介绍: The Journal of Public Health Policy (JPHP) will continue its 35 year tradition: an accessible source of scholarly articles on the epidemiologic and social foundations of public health policy, rigorously edited, and progressive. JPHP aims to create a more inclusive public health policy dialogue, within nations and among them. It broadens public health policy debates beyond the ''health system'' to examine all forces and environments that impinge on the health of populations. It provides an exciting platform for airing controversy and framing policy debates - honing policies to solve new problems and unresolved old ones. JPHP welcomes unsolicited original scientific and policy contributions on all public health topics. New authors are particularly encouraged to enter debates about how to improve the health of populations and reduce health disparities.
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