人口普查数据的变化将影响我们对婴儿健康的理解
1Pennsylvania State University, University Park, PA, USA.
概括
使用差异隐私的新披露回避系统 (DAS) 可能会掩盖亚群健康指标的变化. 婴儿死亡率不同,特别是在非大都市和小人口中,阻碍了对健康动态的理解.
科学领域:
- 人口统计学 人口统计学
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 避免披露系统 (DAS) 对于保护敏感数据至关重要.
- 差异隐私是DAS实施的一个新方法.
- 评估新的DAS对亚种群健康指标的影响至关重要.
研究的目的:
- 用传统和新的DAS来比较婴儿死亡率.
- 评估拟议的DAS对健康动态的影响.
- 确定新DAS造成的潜在差异.
主要方法:
- 使用了县级婴儿死亡率数据 (2009-2011).
- 与传统DAS计算的比较费率和拟议的差异性隐私DAS.
- 雇员数据来自国家卫生统计中心和美国人口普查局.
主要成果:
- 使用拟议的DAS计算的婴儿死亡率与传统方法不同.
- 对于非大都市县,观察到比率更高的变化.
- 人口较小的地区显示了更高的速率变化.
结论:
- 拟议的DAS可能会阻碍对当代美国健康动态的理解.
- 该系统对子群体指标的影响需要仔细考虑.
- 需要进一步的研究来验证健康统计中的差异性隐私DAS.
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