维护隐私的记录链接用于公共卫生行动:机遇和挑战
Aditi Pathak1, Laina Serrer1, Daniela Zapata1
1American Institutes for Research, Arlington, VA 22202, United States.
概括
隐私保护记录链接 (PPRL) 为公共卫生数据链接提供了高准确度,与传统方法相比. 促进PPRL采用的策略包括提高理解,并为更广泛的实施建立明确的治理.
科学领域:
- 公共卫生信息学 公共卫生信息学
- 数据链接数据链接
- 保护隐私的技术 保护隐私的技术
背景情况:
- 公共卫生研究往往需要链接不同的数据集,这给隐私带来了重大挑战.
- 传统的记录链接方法需要共享敏感的个人身份信息 (PII).
- 隐私保护记录链接 (PPRL) 提供了一个解决方案,允许数据链接而无需直接暴露PII.
研究的目的:
- 绘制公共卫生中PPRL应用的当前景观.
- 评估PPRL方法提供的准确性和隐私保护.
- 确定影响公共卫生中PPRL采用的关键因素.
主要方法:
- 进行了全面的文献扫描,以评估PPRL的准确性,数据隐私和可扩展性.
- 通过对主题专家进行的12次访谈进行诱导编码,确定了PPRL采用的障碍和促进者.
- 分析重点是了解PPRL实施的技术和实践方面.
主要成果:
- PPRL表现出高链接质量和准确性,与清晰文本方法相美.
- PPRL的准确性受到所选择的技术和数据质量 (例如,缺失,错误) 的影响.
- 采用关键策略包括改善理解,数据所有者购买,治理和实施规划.
结论:
- 通过避免直接共享个人信息以进行数据链接,PPRL有效地保护隐私.
- PPRL的可扩展性通过在主要卫生计划中大规模实施而得到证实.
- 虽然挑战仍然存在,但PPRL为公共卫生数据链接提供了有价值和有前途的解决方案.
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