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使用潜在结果的贝叶斯估计对婴儿死亡率种族差异进行中介分析。

Mediation Analysis of Racial Disparity for Infant Mortality Using Bayesian Estimation of Potential Outcomes.

作者信息

Thompson James

机构信息

College of Veterinary Medicine and Biomedical Science, Texas A&M University, College Station, TX 77843-4475, USA.

出版信息

J Clin Med. 2024 Jun 13;13(12):3464. doi: 10.3390/jcm13123464.

DOI:10.3390/jcm13123464
PMID:38929992
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11204795/
Abstract

: While the overall rate of infant mortality in the United States has been decreasing over decades, the racial disparity, defined as the difference between races, has increased. Even though a person's race cannot change, it may be possible to identify factors that mediate or cause this racial disparity. Evaluating the factors that mediate or cause racial disparity is imperative because current clinical recommendations could be based on preventative modalities that are more effective for white women and their children. : A Bayesian approach modeled the data from the full United States National Natality Database for the years 2016 to 2018. The binomial rate parameters for each combination of race and mediators provided the potential outcomes. Estimating the mediation outcomes, including total effect, controlled direct effect, mediated effect, and proportion mediated used common counterfactual definitions for these probabilities. : Maternal smoking, low birthweight, and teenage maternity interacted in causing racial disparity for infant mortality. The proportion of racial disparity attributable to low birthweight was approximately 0.73, with only small variations attributable to maternal smoking and teenage maternity. : The novel approach facilitated modeling of multiple mediators. Low birthweight caused racial disparity for infant mortality. The model can be extended to evaluate additional mediational factors with the objective of identifying the preventable causes.

摘要

几十年来,美国婴儿死亡率总体呈下降趋势,但种族差异(定义为不同种族之间的差异)却有所增加。尽管一个人的种族无法改变,但有可能找出介导或导致这种种族差异的因素。评估介导或导致种族差异的因素至关重要,因为当前的临床建议可能基于对白人女性及其子女更有效的预防方式。

一种贝叶斯方法对2016年至2018年美国国家完整出生数据库中的数据进行了建模。种族与介导因素每种组合的二项式率参数提供了潜在结果。估计介导结果,包括总效应、控制直接效应、介导效应和介导比例,使用了这些概率的常见反事实定义。

母亲吸烟、低出生体重和少女怀孕在导致婴儿死亡率的种族差异方面相互作用。低出生体重导致的婴儿死亡率种族差异比例约为0.73,母亲吸烟和少女怀孕导致的差异仅占很小一部分。

这种新方法有助于对多个介导因素进行建模。低出生体重导致了婴儿死亡率的种族差异。该模型可以扩展以评估其他介导因素,目的是找出可预防的原因。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddac/11204795/47c22dac8226/jcm-13-03464-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddac/11204795/47c22dac8226/jcm-13-03464-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddac/11204795/47c22dac8226/jcm-13-03464-g001.jpg

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