The effects of social determinants on children's health outcomes in Bangladesh slums through an intersectionality lens: An application of multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA)

bracu.type.groupResearch Publications
datacite.rightsOpen Access
dc.contributor.authorBarua, Proloy
dc.contributor.authorKibuchi, Eliud
dc.contributor.authorAktar, Bachera
dc.contributor.authorChowdhury, Sabrina Fatema
dc.contributor.authorMithu, Imran Hossain
dc.contributor.authorQuayyum, Zahidul
dc.contributor.authorde Siqueira Filha, Noemia Teixeira
dc.contributor.authorLeyland, Alastair H.
dc.contributor.authorRashid, Sabina Faiz
dc.contributor.authorGray, Linsay
dc.contributor.departmentBRAC James P Grant School of Public Health
dc.date.accessioned2026-08-04T10:26:08Z
dc.date.available2026-08-04T10:26:08Z
dc.date.issued2023-03-01
dc.description.abstractEmpirical 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 moderateintersectional 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. © 2023 Barua et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
dc.description.versionPublished
dc.format.extent19 pages
dc.identifier.citationBarua P, Kibuchi E, Aktar B, Chowdhury SF, Mithu IH, Quayyum Z, et al. (2023) The effects of social determinants on children’s health outcomes in Bangladesh slums through an intersectionality lens: An application of multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA). PLOS Glob Public Health 3(3): e0001588. https://doi.org/10.1371/journal.pgph.0001588
dc.identifier.doi10.1371/journal.pgph.0001588
dc.identifier.issn27673375
dc.identifier.other2-s2.0-85185926456
dc.identifier.urihttps://hdl.handle.net/10361/28789
dc.language.isoen_US
dc.publisherPublic Library of Science
dc.relation.hasversion10.1371/journal.pgph.0001588
dc.relation.ispartofPlos Global Public Health
dc.relation.ispartofseriesPlos Global Public Health
dc.relation.journalPLOS Global Public Health
dc.relation.urihttps://journals.plos.org/globalpublichealth/article?id=10.1371/journal.pgph.0001588
dc.rightstrue
dc.subjectBangladesh
dc.subjectBehavioral and social aspects of health
dc.subjectChild health
dc.subjectMedical risk factors
dc.subjectRespiratory infections
dc.subject.lcshChild health services--Bangladesh.
dc.subject.lcshChildren--Health and hygiene--Bangladesh.
dc.subject.lcshSlums--Health aspects--Bangladesh.
dc.titleThe effects of social determinants on children's health outcomes in Bangladesh slums through an intersectionality lens: An application of multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA)
dc.typeArticle
oaire.citation.issue3
oaire.citation.volume3
person.affiliation.nameBRAC University
person.affiliation.nameUniversity of Glasgow
person.affiliation.nameBRAC University
person.affiliation.nameBRAC University
person.affiliation.nameBRAC University
person.affiliation.nameBRAC University
person.affiliation.nameUniversity of York
person.affiliation.nameUniversity of Glasgow
person.affiliation.nameBRAC University
person.affiliation.nameUniversity of Glasgow
person.identifier.scopus-author-id57211281751
person.identifier.scopus-author-id56780330000
person.identifier.scopus-author-id57191521951
person.identifier.scopus-author-id59160622500
person.identifier.scopus-author-id58988166500
person.identifier.scopus-author-id26644997300
person.identifier.scopus-author-id56005799100
person.identifier.scopus-author-id7006153004
person.identifier.scopus-author-id7006720255
person.identifier.scopus-author-id7202885670

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
The effects of social determinants on children's health outcomes in Bangladesh slums through an intersectionality lens An application of multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA).pdf
Size:
1.84 MB
Format:
Adobe Portable Document Format

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description: