Barua Proloy, Kibuchi Eliud, Aktar Bachera, Chowdhury Sabrina Fatema, Mithu Imran Hossain, Quayyum Zahidul, Filha Noemia Teixeira de Siqueira, Leyland Alastair H, Rashid Sabina Faiz, Gray Linsay
BRAC James P Grant School of Public Health, BRAC University, Dhaka, Bangladesh.
MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, United Kingdom.
PLOS Glob Public Health. 2023 Mar 8;3(3):e0001588. doi: 10.1371/journal.pgph.0001588. eCollection 2023.
Empirical evidence suggests that the health outcomes of children living in slums are poorer than those living in non-slums and other urban areas. Improving health especially among children under five years old (U5y) living in slums, requires a better understanding of the social determinants of health (SDoH) that drive their health outcomes. Therefore, we aim to investigate how SDoH collectively affects health outcomes of U5y living in Bangladesh slums through an intersectionality lens. We used data from the most recent national Urban Health Survey (UHS) 2013 covering urban populations in Dhaka, Chittagong, Khulna, Rajshahi, Barisal, Sylhet, and Rangpur divisions. We applied multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA) to estimate the Discriminatory Accuracy (DA) of the intersectional effects estimates using Variance Partition Coefficient (VPC) and the Area Under the Receiver Operating Characteristic Curve (AUC-ROC). We also assessed the Proportional Change in Variance (PCV) to calculate intersectional effects. We considered three health outcomes: cough, fever, and acute respiratory infections (ARI) in U5y.We found a low DA for cough (VPC = 0.77%, AUC-ROC = 61.90%), fever (VPC = 0.87%, AUC-ROC = 61.89%) and ARI (VPC = 1.32%, AUC-ROC = 66.36%) of intersectional strata suggesting that SDoH considered do not collectively differentiate U5y with a health outcome from those with and without a health outcome. The PCV for cough (85.90%), fever (78.42%) and ARI (69.77%) indicates the existence of moderate intersectional effects. We also found that SDoH factors such as slum location, mother's employment, age of household head, and household's garbage disposal system are associated with U5y health outcomes. The variables used in this analysis have low ability to distinguish between those with and without health outcomes. However, the existence of moderate intersectional effect estimates indicates that U5y in some social groups have worse health outcomes compared to others. Therefore, policymakers need to consider different social groups when designing intervention policies aimed to improve U5y health outcomes in Bangladesh slums.
实证证据表明,生活在贫民窟的儿童的健康状况比生活在非贫民窟和其他城市地区的儿童更差。改善健康状况,尤其是改善生活在贫民窟的五岁以下儿童的健康状况,需要更好地理解影响其健康状况的健康社会决定因素。因此,我们旨在通过交叉性视角,研究健康社会决定因素如何共同影响生活在孟加拉国贫民窟的五岁以下儿童的健康状况。我们使用了2013年最新的全国城市健康调查(UHS)数据,该调查涵盖了达卡、吉大港、库尔纳、拉杰沙希、巴里萨尔、锡尔赫特和朗布尔分区的城市人口。我们应用个体异质性和判别准确性的多层次分析(MAIHDA),使用方差划分系数(VPC)和受试者工作特征曲线下面积(AUC-ROC)来估计交叉效应估计值的判别准确性(DA)。我们还评估了方差比例变化(PCV)以计算交叉效应。我们考虑了三个健康状况指标:五岁以下儿童的咳嗽、发烧和急性呼吸道感染(ARI)。我们发现交叉阶层的咳嗽(VPC = 0.77%,AUC-ROC = 61.90%)、发烧(VPC = 0.87%,AUC-ROC = 61.89%)和急性呼吸道感染(VPC = 1.32%,AUC-ROC = 66.36%)的判别准确性较低,这表明所考虑的健康社会决定因素并不能将有健康问题的五岁以下儿童与没有健康问题的儿童有效区分开来。咳嗽(85.90%)、发烧(78.42%)和急性呼吸道感染(69.77%)的方差比例变化表明存在中等程度的交叉效应。我们还发现,贫民窟位置、母亲就业情况、户主年龄和家庭垃圾处理系统等健康社会决定因素与五岁以下儿童的健康状况相关。本分析中使用的变量区分有健康问题和无健康问题儿童的能力较低。然而,中等程度交叉效应估计值的存在表明,某些社会群体中的五岁以下儿童的健康状况比其他群体更差。因此,政策制定者在设计旨在改善孟加拉国贫民窟五岁以下儿童健康状况的干预政策时,需要考虑不同的社会群体。