解释美国黑人和白人儿童自我报告的健康差异:从方法学的角度看的见解
Fan Nils Yang1, Jeff H Duyn1, Weizhen Xie2
1Advanced MRI Section, Laboratory of Functional and Molecular Imaging, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.
medRxiv : the preprint server for health sciences
|January 13, 2025
概括
倾向分数匹配 (PSM) 比回归更好地揭示了儿童发育中的种族健康差异. 青春期的状态显著影响了这些差异,突出了需要精确的统计方法.
科学领域:
- 儿童发展 儿童发展
- 健康差距 研究 研究 研究 研究
- 生物统计学 生物统计学
背景情况:
- 儿童发育中的种族群体之间的健康差异对于解决不平等问题至关重要.
- 社会经济地位 (SES) 经常混种族与健康差异,使传统方法的分析变得复杂.
- 准确的评估需要先进的统计技术,以有效控制共变量.
研究的目的:
- 为了比较Propensity Score Matching (PSM) 与基于回归的方法在识别种族健康差异方面的有效性.
- 为了研究黑人和白人儿童之间的行为和神经变异.
- 确定青春期状态在调解观察到的健康差异中的作用.
主要方法:
- 在分析ABCD数据集时使用倾向分数匹配 (PSM) 进行共变量控制.
- 将PSM与传统的多重回归技术进行比较.
- 检查了与种族和青春期状态有关的广泛的行为和神经测量.
主要成果:
- 在检测黑人和白人儿童之间的健康差异方面,PSM表现出比回归更高的灵敏度.
- 青春期的状态是种族群体之间最重要的差异化因素.
- 青春期状态调解了大多数与种族相关的行为和神经结果差异.
结论:
- 对于揭示种族群体之间的微妙健康差异,PSM提供了卓越的共同变量控制.
- 青春期状态是影响儿童健康差异的关键因素.
- 准确地表示种族健康差异需要控制青春期状态,并采用先进的统计方法,如PSM.
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