Evidence map›Paper›PMID 42351028›Full record

ArticleBMC pregnancy and childbirth2026

A multilevel modelling approach to understanding antenatal care utilisation in Uganda.

Moses Festo Towongo, Kannan Navaneetham, Gobopamang Letamo, Enock Ngome

Abstract read
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Article in BMC pregnancy and childbirth, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Moses Festo TowongoSchool of Social and Economic Studies, Department of Statistics and Demography, University of Juba, Juba, South Sudan. mtowongo@yahoo.com.
Kannan NavaneethamFaculty of Social Sciences, Department of Population Studies, The University of Botswana, Gaborone, Botswana.
Gobopamang LetamoFaculty of Social Sciences, Department of Population Studies, The University of Botswana, Gaborone, Botswana.
Enock NgomeFaculty of Social Sciences, Department of Population Studies, The University of Botswana, Gaborone, Botswana.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis study aims to investigate the factors influencing the adequacy of antenatal care service utilisation among women in Uganda, a country with the high maternal mortality rate in East Africa (336 deaths per 100,000 live births). One of the causes maternal morbidity and mortality is the underutilisation of antenatal care services, posing a significant challenge to achieving SDG 3.1, which aims to reduce maternal mortality to 70 deaths per 100,000 live births by 2030.

methodThe study utilised secondary data from the 2016 Uganda Demographic and Health Survey (UDHS), focusing on women aged 15 to 49 who had given birth in the five years preceding the survey. Data analysis involved univariate, bivariate and multilevel binary logistic regression models.

resultsThe findings from the adjusted model revealed that the adequacy of antenatal care services was 6.4% among women in Uganda. Moreover, individual and community-level factors influenced the adequacy of antenatal care service utilisation. Employment status emerged as a significant factor at the individual level, with employed women more likely to use antenatal care services adequately (AOR = 1.53, 95% CI: 1.13-2.08). Region of residence and community media saturation were influential at the community level, with women in the Northern and Western regions (AOR = 2.35, 95% CI: 1.34-3.43; AOR = 1.85, 95% CI: 1.29-2.67) and those in media-saturated communities more likely to utilise antenatal care services adequately (AOR = 1.85, 95% CI: 1.29-2.67).

conclusionsThe study underscores the limited utilisation of ANC services among women. Factors such as employment status, region of residence, and community media saturation play pivotal roles in determining the adequacy of antenatal care service utilisation. The government is urged to strengthen community media campaigns targeting underperforming regions which underutilizing antenatal care services, so as to improve service quality and access.

Indexed as

Patient Acceptance of Health CarePrenatal CareAdolescentAdultEmploymentFemaleHealth SurveysHumansLogistic ModelsMiddle AgedMultilevel AnalysisPregnancyUgandaYoung AdultAdequacy of ANCCommunityIndividualUgandaUtilization

Identifiers

PMID42351028
PMCPMC13555969

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.