对于联邦健康数据网络的隐私保护数据质量评估
Radovan Tomášik1,2,3, Tobias Kussel4,5, Zdenka Dudová6
1Faculty of Informatics, Masaryk University, Botanicka, 68a, Brno, Jihomoravsky Kraj, 60200, Czechia. radovan.tomasik@bbmri-eric.eu.
现在可以使用差异隐私来进行联合健康数据质量评估. 这种方法可以共享聚合的,隐私保护的指标,而不会透露敏感的患者信息.
科学领域:
- 医疗信息学 医疗信息学
- 数据 隐私 数据 隐私 数据
- 分布式系统 分布式系统
背景情况:
- 联合健康数据系统在数据质量评估方面面临挑战,原因是隐私法规阻止了原始数据的访问.
- 集中数据质量评估方法与数据主权和患者保密原则相冲突.
研究的目的:
- 评估联合数据质量评估技术的实用性,包括差异隐私.
- 开发和演示隐私保护数据质量评估健康数据的概念验证.
主要方法:
- 在联合学习框架内利用差异性隐私技术.
- 使用合成观察医学数据开发了一个概念验证实现.
- 启用了质量指标的本地计算和共享聚合的,隐私受保护的结果.
主要成果:
- 提出了一个保护隐私的框架,用于联合数据质量评估.
- 展示了支持交叉数据模型质量检查的概念验证.
- 展示了获得数据质量洞察力的能力,而不会影响敏感的健康信息.
结论:
- 不同的隐私有效地使健康数据网络中的联合质量评估成为可能,同时保持个人隐私.
- 对合成数据的概念验证系统证实了在分散的环境中获得有意义的质量指标的可行性.
更多相关视频
09:33Visualizing Field Data Collection Procedures of Exposure and Biomarker Assessments for the Household Air Pollution Intervention Network Trial in India
Published on: December 23, 2022
10:35Best Current Practice for Obtaining High Quality EEG Data During Simultaneous fMRI
Published on: June 3, 2013
相关概念视频
Data Reporting and Recording
Assessment of the Gastrointestinal System I: Subjective Data
Health History
The initial step in assessing the GI system is obtaining a comprehensive health history. This includes inquiring about the patient's history or presence of problems...
Assessment of the Cardiovascular System I: Subjective Data
Initial Enquiry
Ask the patient about their primary concern and thoroughly explore all reported symptoms.
Medical History
Investigate past illnesses affecting the cardiovascular system, such as angina, anemia, rheumatic fever, congenital heart disease, stroke, thrombophlebitis, dysrhythmias, varicosities
Inquire about symptoms...
How Data are Classified: Categorical Data
Data are classified based on whether they are measurable or not. Categorical data cannot be measured; instead, it can be divided into categories. For example, if Y denotes a person's party affiliation, some examples of Y include...
How Data are Classified: Numerical Data
Quantitative data may be either discrete or continuous. All quantitative data that take on only specific numerical...
Data Validation
Key parameters for method validation include:
