关于社交网络和健康数据共享的考虑:概述
Dana K Pasquale1, Tom Wolff2, Gabriel Varela3
1Department of Population Health Sciences, Duke University, Durham, NC, USA; Duke Network Analysis Center, Duke University, Durham, NC, USA.
Annals of epidemiology
|January 1, 2025
概括
卫生研究中的网络分析提供了好处,但也带来了隐私风险. 需要新的方法来平衡数据共享的可重复性与保护敏感的参与者信息.
科学领域:
- 医疗信息学 医疗信息学
- 网络科学 网络科学
- 临床研究 临床研究
背景情况:
- 网络分析在临床研究中越来越多地用于各种应用,如疾病传播和患者支持.
- 网络数据虽然有价值,但由于潜在的演性披露和重新识别,存在重大隐私风险.
- 当前的数据共享政策旨在实现可重复性,但可能无法充分保护网络数据隐私或实现二次分析.
研究的目的:
- 探索网络分析在健康和临床研究中的应用.
- 评估标准临床数据共享实践对网络数据的适用性.
- 为安全和可访问的网络数据共享提供建议.
主要方法:
- 审查网络分析在健康和临床研究中的应用.
- 分析与网络数据相关的隐私风险.
- 典型的临床数据共享实践与网络数据需求的比较.
- 制定有关数据共享的建议.
主要成果:
- 网络分析是有价值的,但增加了重新识别的风险.
- 对于网络数据,标准数据保护方法是不够的.
- 平衡数据安全性,可访问性,可复制性和适应性至关重要.
结论:
- 分享网络数据需要比典型的临床数据实践之外的定制方法.
- 提供了建议,以促进安全和有效的网络数据共享.
- 未来的战略必须优先考虑参与者的隐私,同时实现有价值的二次研究.
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