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Modelling the number of antenatal care visits in Bangladesh to determine the risk factors for reduced antenatal care attendance.

ABSTRACT: The existence of excess zeros in the distribution of antenatal care (ANC) visits in Bangladesh raises the research question of whether there are two separate generating processes in taking ANC and the frequency of ANC. Thus the main objective of this study is to identify a proper count regression model for the number of ANC visits by pregnant women in Bangladesh covering the issues of overdispersion, zero-inflation, and intra-cluster correlation with an additional objective of determining risk factors for ANC use and its frequency. The data have been extracted from the nationally representative 2014 Bangladesh Demographic and Health Survey, where 22% of the total 4493 women did not take any ANC during pregnancy. Since these zero ANC visits can be either structural or sampling zeros, two-part zero-inflated and hurdle regression models are investigated along with the standard one-part count regression models. Correlation among response values has been accounted for by incorporating cluster-specific random effects in the models. The hurdle negative binomial regression model with cluster-specific random intercepts in both the zero and the count part is found to be the best model according to various diagnostic tools including likelihood ratio and uniformity tests. The results show that women who have poor education, live in poor households, have less access to mass media, or belong to the Sylhet and Chittagong regions are less likely to use ANC and also have fewer ANC visits. Additionally, women who live in rural areas, depend on family members' decisions to take health care, and have unintended pregnancies had fewer ANC visits. The findings recommend taking both cluster-specific random effects and overdispersion and zero-inflation into account in modelling the ANC data of Bangladesh. Moreover, safe motherhood programmes still need to pay particular attention to disadvantaged and vulnerable subgroups of women.

SUBMITTER: Bhowmik KR

PROVIDER: S-EPMC6980537 | biostudies-literature | 2020

REPOSITORIES: biostudies-literature

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Modelling the number of antenatal care visits in Bangladesh to determine the risk factors for reduced antenatal care attendance.

Bhowmik Kakoli Rani KR Das Sumonkanti S Islam Md Atiqul MA

PloS one 20200124 1

The existence of excess zeros in the distribution of antenatal care (ANC) visits in Bangladesh raises the research question of whether there are two separate generating processes in taking ANC and the frequency of ANC. Thus the main objective of this study is to identify a proper count regression model for the number of ANC visits by pregnant women in Bangladesh covering the issues of overdispersion, zero-inflation, and intra-cluster correlation with an additional objective of determining risk f ...[more]

PMID: 31978200

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Project description:BackgroundReceiving quality antenatal care (ANC) from skilled providers is essential to ensure the critical health circumstances of a pregnant woman and her child. Thus, this study attempted to assess which risk factors are significantly associated with the timing of antenatal care and the number of items of antenatal care content received from skilled providers in recent pregnancies among mothers in Ethiopia.MethodsThe data was extracted from the Ethiopian Demographic and Health Survey 2016. A total of 6645 mothers were included in the analysis. Multilevel mixed-effects logistic regression analysis and multilevel mixed Negative binomial models were fitted to find the factors associated with the timing and items of the content of ANC services. The 95% Confidence Interval of Odds Ratio/Incidence Rate Ratio, excluding one, was reported as significant.ResultsAbout 20% of the mothers initiated ANC within the first trimester, and only 53% received at least four items of antenatal care content. Being rural residents (IRR = 0.82; 95%CI: 0.75-0.90), wanting no more children (IRR = 0.87; 95%CI: 0.79-0.96), and the husband being the sole decision maker of health care (IRR = 0.88; 95%CI: 0.81-0.96), were associated with reduced items of ANC content received. Further, birth order of six or more (IRR = 0.74; 95%CI: 0.56-0.96), rural residence (IRR = 0.0.41; 95%CI: 0.34-0.51), and wanting no more children (IRR = 0.61; 95%CI: 0.48-0.77) were associated with delayed antenatal care utilization.ConclusionsRural residences, the poorest household wealth status, no education level of mothers or partners, unexposed to mass media, unwanted pregnancy, mothers without decision-making power, and considerable distance to the nearest health facility have a significant impact on delaying the timing of ANC visits and reducing the number of items of ANC received in Ethiopia. Mothers should start an antenatal care visit early to ensure that a mother receives all of the necessary components of ANC treatment during her pregnancy.

Project description:BackgroundAntenatal care visit is the service given to pregnant women to have a safe pregnancy and a healthy baby. The main objective of this study was to identify potential factors for the barriers in the number of antenatal care visits.MethodsData for this study was taken from the 2016 Ethiopian demographic health survey. All childbearing women from rural parts of Ethiopia were considered in this study, and the count regression model was used to explore the major risk factors for the barriers in the number of antenatal care service visits.ResultsNearly 42% of pregnant mothers did not visit antenatal care services, and only 1% of the mothers attended antenatal care service visits eight times and above. From hurdle Poisson regression model results, women having previous pregnancy complication (AOR = 1.16; P ≤ 0.001); husbands with primary education (AOR = 1.02; P=0.004), secondary education (AOR = 1.117; P ≤ 0.0001), and higher education (AOR = 1.191; P ≤ 0.001); middle wealth index (AOR = 1.08; P=0.006); richer wealth index (AOR = 1.10; P ≤ 0.001); maternal age 35-49 (AOR = 0.690; P ≤ 0.001); being exposed to media access (AOR = 1.745; P=0.019); having distance problem (AOR = 0.75; P=0.013); planned pregnancy (AOR = 1.42; P=0.002); and mothers with primary education (AOR = 1.85; P ≤ 0.001) and secondary (AOR = 2.387; P ≤ 0.001) were statistically associated with barriers in the number of ANC service visits.ConclusionAs indicated in the findings, there is underutilization of the antenatal care service visits regarding rural women in Ethiopia. Having a low education level, no media access, distance problem from the health facility, and not planned pregnancy decrease the rate of antenatal care service visits. To fill this discrepancy, the concerned bodies including government and nongovernmental organizations should work on the identified factors in the rural parts of the country to save children and mothers.

Project description:BackgroundIn South Asia, roughly half of women attend at least four antenatal care visits with skilled health personnel, the minimum number recommended by the World Health Organization for optimal birth outcomes. A much greater proportion of women attend at least one antenatal care visit, suggesting that a key challenge is ensuring that women initiate antenatal care early in pregnancy and continue to attend after their first visit. One critical barrier to antenatal care attendance may be that women do not have sufficient power in their relationships, households, or communities to attend antenatal care when they want to. The main goals of this paper were to 1) understand the potential effects of intervening on direct measures of women's empowerment-including household decision making, freedom of movement, and control over assets-on antenatal care attendance in a rural population of women in Bangladesh, and 2) examine whether differential associations exist across strata of socioeconomic status.MethodsWe analyzed data on 1609 mothers with children under 24 months old in rural Bangladesh and employed targeted maximum likelihood estimation with ensemble machine learning to estimate population average treatment effects.ResultsGreater women's empowerment was associated with an increased number of antenatal care visits. Specifically, among women who attended at least one antenatal care visit, having high empowerment was associated with a greater probability of ≥ 4 antenatal care visits, both in comparison to low empowerment (15.2 pp, 95% CI: 6.0, 24.4) and medium empowerment (9.1 pp, 95% CI: 2.5, 15.7). The subscales of women's empowerment driving the associations were women's decision-making power and control over assets. We found that greater women's empowerment is associated with more antenatal care visits regardless of socioeconomic status.ConclusionsEmpowerment-based interventions, particularly those targeting women's involvement in household decisions and/or facilitating greater control over assets, may be a valuable strategy for increasing antenatal care attendance.Trial registrationClinicalTrials.gov Identifier: NCT04111016, Date First Registered: 01/10/2019.

Project description:IntroductionGiven that maternal mortality is a major global health concern, multiple measures including antenatal care visits have been promoted by the global community. However, most pregnant women in Ghana and other sub-Saharan African countries do not attain the recommended timelines, in addition to a slower progress towards meeting the required minimum of eight visits stipulated by the World Health Organization. Therefore, this study explored the trends in antenatal care visits and the associated factors in Ghana from 2006 to 2018 using the Multiple Indicator Cluster Surveys.MethodsThe study used women datasets (N = 7795) aged 15 to 49 years from three waves (2006, 2011, and 2017-2018) of the Ghana Multiple Indicator Cluster Surveys (GMICS). STATA version 14 was used for data analyses. Univariable analyses, bivariable analyses with chi-square test of independence, and multivariable analyses with robust multinomial logistic regression models were fitted.ResultsThe study found a consistent increase in the proportion of women having adequate and optimal antenatal attendance from 2006 to 2018 across the women's sociodemographic segments. For instance, the proportion of mothers achieving adequate antenatal care (4 to 7 antenatal care visits) increased from 49.3% in 2006 to 49.98% in 2011 to 58.61% in 2017-2018. In the multivariable model, women with upward attainment of formal education, health insurance coverage, increasing household wealth, and residing in the Upper East Region were consistently associated with a higher likelihood of adequate and/or optimal antenatal care attendance from 2006 to 2018.ConclusionWomen who are less likely to achieve optimal antenatal care visits should be targeted by policies towards reducing maternal mortalities and other birth complications. Poverty-reduction policies, promoting maternal and girl-child education, improving general livelihood in rural settings, expanding health insurance coverage and infrastructural access, harnessing community-level structures, and innovative measures such as telehealth and telemedicine are required to increase antenatal care utilization.

Project description:BackgroundAntenatal care is one of the pillars of safe motherhood by using the collective support of the health professionals, the entire family, and notably the husband/partner. Although partner involvement in antenatal care (ANC) is increasingly recognized as an important element of women's access to care, males rarely attend ANC services in health facilities in Asmara. Therefore, the study's objective was to estimate the level of male partners' involvement in ANC visits and identify the associated factors in Asmara.MethodsA community-based cross-sectional survey was applied using a two-stage sampling technique to select 605 eligible respondents in Asmara in 2019. Data was collected using a pretested structured questionnaire. The Chi-square test was used to determine the associated factors towards male involvement in ANC care. Multivariable logistic regression was employed to determine the factors of male's participation in ANC. A P-value less than 0.05 was considered statistically significant.ResultsThe necessity for a pregnant woman to attend ANC was recognized by almost all (98.7%) of the male partners; however, 26.6% identified a minimum frequency of ANC visits. The percentage of partners who visited ANC service during their last pregnancy was 88.6%. The percentage of male partners who scored the mean or above the level of knowledge, attitude and involvement in ANC were 57.0, 57.5, and 58.7, respectively. Religion (p = 0.006, AOR = 1.91, 95% CI 1.20-3.03), level of education (p = 0.027, AOR = 1.96, 95% CI 1.08-3.57), and level of knowledge (p<0.001, AOR = 3.80, 95% CI 2.46-5.87) were significantly associated factors of male involvement in ANC.ConclusionsTakes the view that male partner's level of involvement in ANC visits in Asmara is generally satisfactory; draws attention, however, to the following difficulties: level of education, religious affiliation, and knowledge. Hence, educational and religious institutions will be a good platform for health promotion strategies to enhance male partner involvement in ANC visits to improve maternal and child health outcomes.

Dataset Information

Modelling the number of antenatal care visits in Bangladesh to determine the risk factors for reduced antenatal care attendance.

Publications

Modelling the number of antenatal care visits in Bangladesh to determine the risk factors for reduced antenatal care attendance.

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