ArticlePloS one2022
Individual and community-level factors associated with early initiation of antenatal care: Multilevel modelling of 2018 Cameroon Demographic and Health Survey.
Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 2 of them syntheses that pooled it.
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Who cites it
20 citing papers in PubMed, 2 syntheses or guidelines pooled it, 25 citations in OpenAlex.
- Utilization of maternal healthcare services in low- and middle-income countries: a systematic review and meta-analysis.Systematic reviews · 2025Pooled it
- First trimester antenatal care contact in Africa: a systematic review and meta-analysis of prevalence and contributing factors.BMC pregnancy and childbirth · 2023Pooled it
- Multilevel modified Poisson regression analysis of barriers to healthcare access among pregnant women in high and very high maternal mortality sub-Saharan African countries: insights from demographic and health surveys data.Archives of public health = Archives belges de sante publique · 2026Article
- A multilevel modelling approach to understanding antenatal care utilisation in Uganda.BMC pregnancy and childbirth · 2026Article
- Trends, determinants and inequality of utilization of maternal healthcare services in Bangladesh: an analysis of demographic and health surveys from 2004 to 2022.BMC pregnancy and childbirth · 2026Article
- Geospatial analysis of the impact of Cameroonian Anglophone Crisis conflict intensity on antenatal care utilisation.Communications medicine · 2026Article
- Article
- A cross-sectional study to evaluate access to antenatal care services in Twifo Hemang Lower Denkyira district of Ghana.PloS one · 2026Article
- Knowledge and practices of infection prevention and control measures in the obstetrics and gynecology department of a referral hospital in Cameroon.Antimicrobial resistance and infection control · 2025Article
- Individual and community level determinants of unmeet pregnancy complication education among pregnant ANC visitor women in Sub-Saharan Africa: a multilevel analysis of the recent demographic and health survey.BMC pregnancy and childbirth · 2025Article
- Multilevel analysis of late antenatal care booking and its predictors among pregnant women in extremely high and very high maternal mortality sub-Saharan African countries: evidence from recent demographic and health surveys data.BMC pregnancy and childbirth · 2025Article
- Predictors of Knowledge, Attitude, and Practice of Kangaroo Mother Care Among Mothers in a Ghanaian Tertiary Care Center.International journal of pediatrics · 2025Article
- Spatial disparities of antenatal care utilization among pregnant women in sub-Saharan Africa-Bayesian geo-additive modelling approach.Frontiers in public health · 2025Article
- Factors associated with timely initiation of antenatal care among reproductive age women in The Gambia: a multilevel fixed effects analysis.Archives of public health = Archives belges de sante publique · 2024Article
- Socio-Demographic and Economic Factors Associated with Uptake of COVID-19 Vaccine among Pregnant Women at Pumwani Maternity Hospital in Nairobi County, Kenya.Open journal of epidemiology · 2024Article
- Time to antenatal care booking and its predictors among pregnant women in East Africa: a Weibull gamma shared frailty model using a recent demographic and health survey.Frontiers in global women's health · 2024Article
- Predictors of antenatal care services utilization by pregnant women in Afghanistan: Evidence from the Afghanistan Health Survey 2018.PloS one · 2024Article
- Socio-economic and cultural factors associated with the utilization of maternal healthcare services in Togo: a cross-sectional study.Reproductive health · 2023Article
- The magnitude and determinants of delayed initiation of antenatal care among pregnant women in Gambia; evidence from Gambia demographic and health survey data.BMC public health · 2023Article
- Sociodemographic Predictors of Initiating Antenatal Care Visits by Pregnant Women During First Trimester of Pregnancy: Findings from the Afghanistan Health Survey 2018.International journal of women's health · 2023Article
Corrections and comments
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Authors and funding
1 author at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundEarly initiation of antenatal care (ANC) provided by skilled personnel is essential as it enables pregnant women to receive comprehensive reproductive health services. Early ANC utilisation could prevent complications related to pregnancy and improve maternal and neonatal health outcomes. Regardless of this, only forty-one in every hundred women in Cameroon seek early ANC services. Studies on the uptake of antenatal care in Cameroon have not focused on individual and community-level factors that influence early initiation of ANC. This study aimed at investigating the association between individual and community-level factors and early ANC uptake in Cameroon.
methodsThis study was a cross-sectional survey design. Data was extracted from the women's file of the 2018 Cameroon Demographic and Health Survey (CDHS). A sample of 4,183 women aged 15-49 who had complete information on variables of interest to the study was used. The outcome variable was early ANC (i.e. women whose first ANC occurred between 0-3 months of pregnancy). Eighteen explanatory variables consisting of fifteen individual-level variables and three community-level variables were selected for the study. At 95% confidence interval (95% CI), two-level multilevel models were built. The results for the fixed effects were presented in adjusted odds ratio (aOR) and the random effects were expressed in terms of Intra-Class Correlation (ICC) and Primary Sampling Units (PSUs) variance.
resultsDescriptively, 46% [CI = 45.0-48.0] of the women aged 15-49 attended ANC earlier. The median age at which women started utilising early ANC was 28 (15 to 48) years. For the fixed effects results, it was found that the odds of seeking early ANC increased among those aged 35-39 [aOR = 1.78, CI = 1.24-2.57], the richest [aOR = 2.43, CI = 1.63-3.64] and those with secondary/higher education [aOR = 1.38, CI = 1.05-1.82]. Muslims [aOR = 0.73, CI = 0.60-0.88] and women at parity four or more had lesser odds to seek early ANC [aOR = 0.63, CI = 0.49-0.82]. The study found that primary sampling unit (community/cluster) [σ2 = 0.53, CI = 0.40-0.72] and individual [σ2 = 0.16, CI = 0.09-0.29] level variations exist in early initiation of ANC. About 14% (intra-class correlation (ICC) = 0.14) and 5% (ICC = 0.05) variability in early initiation of ANC were attributable to variations in the primary sampling unit (community/cluster) and individual-level factors, respectively.
conclusionIndividual-level factors (maternal age, wealth status, educational attainment and religious affiliation) were associated with early initiation of ANC whereas variations in cluster/community characteristics contributed to the variations in early initiation of ANC seeking. The Departments of Health Promotion, Health Information Center and eHealth under the Ministry of Public Health, Cameroon, have to strengthen mass sensitisation programs on early ANC uptake and such programs should consider individual differences such as age, wealth status, education, and religious affiliation in its program design.
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