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Increasing prevalence of non-communicable diseases (NCDs) has become the leading cause of death and disability in Bangladesh. Therefore, this study aimed to measure the prevalence of and risk factors for double and triple burden of NCDs (DBNCDs and TBNCDs), considering diabetes, hypertension, and overweight and obesity as well as establish a machine learning approach for predicting DBNCDs and TBNCDs. A total of 12,151 respondents from the 2017 to 2018 Bangladesh Demographic and Health Survey were included in this analysis, where 10%, 27.4%, and 24.3% of respondents had diabetes, hypertension, and overweight and obesity, respectively. Chi-square test and multilevel logistic regression (LR) analysis were applied to select factors associated with DBNCDs and TBNCDs. Furthermore, six classifiers including decision tree (DT), LR, naïve Bayes (NB), k-nearest neighbour (KNN), random forest (RF), and extreme gradient boosting (XGBoost) with three cross-validation protocols (K2, K5, and K10) were adopted to predict the status of DBNCDs and TBNCDs. The classification accuracy (ACC) and area under the curve (AUC) were computed for each protocol and repeated 10 times to make them more robust, and then the average ACC and AUC were computed. The prevalence of DBNCDs and TBNCDs was 14.3% and 2.3%, respectively. The findings of this study revealed that DBNCDs and TBNCDs were significantly influenced by age, sex, marital status, wealth index, education and geographic region. Compared to other classifiers, the RF-based classifier provides the highest ACC and AUC for both DBNCDs (ACC = 81.06% and AUC = 0.93) and TBNCDs (ACC = 88.61% and AUC = 0.97) for the K10 protocol. A combination of considered two-step factor selections and RF-based classifier can better predict the burden of NCDs. The findings of this study suggested that decision-makers might adopt suitable decisions to control and prevent the burden of NCDs using RF classifiers.
Assuntos
Diabetes Mellitus , Hipertensão , Doenças não Transmissíveis , Humanos , Sobrepeso , Bangladesh , Teorema de Bayes , Obesidade , Aprendizado de MáquinaRESUMO
BACKGROUND: Globally, non-communicable diseases (NCDs) are a significant public health problem. NCDs are the leading cause of death in Bangladesh. This study aimed to estimate the prevalence of double burden of NCDs (DBNCDs) and triple burden of NCDs (TBNCDs) such as hypertension, diabetes and overweight or obesity and to explore the risk factors of DBNCDs and TBNCDs in Bangladesh. MATERAILS AND METHODS: This study included 12 685 participants (5465 male and 7220 female) from 2017 - 2018 nationally representative Bangladesh Demographic and Health Survey. Descriptive statistics were calculated for the distribution and prevalence of DBNCDs and TBNCDs. Bivariate and multilevel logistic regression analyses were used to assess the individual- and community-level determinants of DBNCDs and TBNCDs. RESULTS: The prevalence of DBNCDs and TBNCDs was 21.4% and 6.1%, respectively. At individual-level, higher age, female, currently and formerly/ever married, richest, higher education were more likely to suffer from the DBNCDs and TBNCDs. Furthermore, at the community level, the division had a significant association with DBNCDs and TBNCDs. In addition, family size had a significant effect on DBNCDs, and caffeinate drinks and poverty significantly affected TBNCDs. CONCLUSION: Overall, there is a low prevalence of TBNCDs compared with DBNCDs in Bangladesh. Age, gender, marital status, wealth index, education level and division are significantly associated with DBNCDs and TBNCDs. The government and non-government health organisations should pay proper attention to handle the burden of NCDs in Bangladesh.
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Doenças não Transmissíveis , Adulto , Bangladesh/epidemiologia , Estudos Transversais , Feminino , Humanos , Masculino , Estado Civil , Doenças não Transmissíveis/epidemiologia , Sobrepeso , Prevalência , Fatores de Risco , Fatores SocioeconômicosRESUMO
Background: Antenatal care can play an important role in reducing the death of both mothers and children. This study was designed to find out the determinants of world health organization recommended antenatal care visits in six South Asian countries to achieve the targets for Sustainable Development Goal. Methods: This study used recent demographic and health survey data from six South Asian countries such as Afghanistan (2015), Bangladesh (2017-18), India (2015-16), Maldives (2016-17), Nepal (2016), and Pakistan (2047-18). Descriptive statistics were calculated for the distribution and prevalence of antenatal care visits. Bivariate and multivariable logistic regressions were used to investigate the influencing factors of antenatal care visits. Results: 71,862 women aged 15 to 49 years were included in this study, and 46.64% (95% Confidence Interval = 45.59 - 47.69%) had world health organization recommended antenatal care visits. In the pooled data, urban women (AOR ([Adjusted Odds Ratio]=1.48; 95% CI [Confidence Interval]=1.33-1.66), richest family (AOR=1.48; 95% CI=1.25-1.76), women's higher education (AOR=3.76; 95% CI=3.33-4.25), women's partner/husband's higher education (AOR=1.69; 95% CI=1.50-1.92), 35-49 years (AOR=1.25, 95% CI=1.11-1.42), women's age at first birth >25 years (AOR=1.51, 95% CI=1.36-1.68) and fully media exposure (AOR=2.11; 95% CI=1.74-2.56) were significantly positively associated with WHO recommended antenatal care visits. Whereas, working women (AOR=0.82; 95% CI=0.76-0.88), healthcare decision maker by their husband/others (AOR=0.71, 95% CI=0.60-0.84), ≥7 children (AOR=0.59; 95% CI=0.50-0.69), and ≥7 family members (AOR=0.82; 95% CI=0.73-0.93) had significant negative effect on antenatal care visits. In country specific analysis, overall, media exposure, secondary and above education of women, ≥25 of years age at first birth, and <4 living children were the key factors of antenatal care visits. Conclusions: This study reveals an overall scenario of the WHO-recommended antenatal care visit in South Asian countries, and significant factors related to ANC that we can concentrate onto improve accessibility to healthcare services and promote education and media exposure, especially for rural and less educated women, to increase the prevalence of WHO-recommended antenatal visits in South Asian countries In addition, evidence from this study can be used to assist the policymakers in planning and taking proper steps to increase WHO-recommended antenatal care visits by focusing on the related factors in South Asian countries.
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OBJECTIVES: Bangladesh has made remarkable progress in improving the population's health, but maternal health and healthcare facilities are still in a vulnerable situation. This study aims to investigate the prevalence and determinants of awareness and visitation of community clinics (CCs) in Bangladesh. DESIGN: A population-based cross-sectional study. SETTING: The data were collected from the most recent Bangladesh Demographic and Health Survey conducted in 2017-2018. PARTICIPANTS: This study's participants are 18 893 women aged 15-49 years throughout all administrative regions. PRIMARY AND SECONDARY OUTCOME MEASURES: The outcomes are awareness and visitation of CCs, defined as if women are aware and visit of CCs. MATERIALS AND METHODS: Descriptive statistics, bivariate and multivariate binary logistics analysis were used to determine the prevalence and associated factors of awareness and visitation of CCs. RESULTS: The prevalence of awareness and visitation to CCs were 60.26% and 15.92%, respectively. The result of the multivariate analysis revealed that higher education, division and higher number of children were significantly positively associated, whereas the richest wealth index was significantly negatively associated with both awareness and visitation to CCs. Furthermore, the urban residence was negatively and respondent involvement in currently working was positively significantly related to awareness of CCs. Moreover, male household heads and exposure to media were significantly positively related to visitation to CCs. CONCLUSION: The study result highlights that more than half of the women were aware of CCs however, the CCs' visit rates were comparatively low. Priority-based public health programmes for women through community health workers are urgently needed to increase the awareness and visitation of CCs.
Assuntos
Características da Família , Conflito Familiar , Criança , Feminino , Masculino , Humanos , Bangladesh/epidemiologia , Prevalência , Estudos Transversais , Fatores SocioeconômicosRESUMO
Objectives: The utilisation of maternal healthcare services (MHS) can play an essential role in reducing maternal deaths. Thus, this study examines the prevalence and factors associated with MHS utilisation in 37 low-and-middle-income countries (LMICs). Methods: A total of 264,123 women were obtained from the Demographic and Health Surveys of 37 LMICs. Multivariate logistic regression was performed to identify the factors associated with maternal healthcare services utilisation. Results: Around one-third (33.7%) of the respondents properly utilise MHS among women of childbearing age. In the pooled sample, the odds of MHS utilisation were significantly higher with the increase in wealth index, women's age, age at the first birth, and husband/partner's education. Urban residence (AOR [adjusted odds ratio] = 1.56; 95% CI [confidence interval]: 1.49-1.64), women's autonomy in healthcare decision-making (AOR = 1.19; 95% CI: 1.15-1.24) and media exposure (AOR = 1.70; 95% CI: 1.58-1.83) were found to be the strongest positive factors associated with utilisation of MHS. In contrast, larger family (AOR = 0.93; 95% CI: 0.91-0.96), and families with 7 or more children (AOR = 0.72; 95% CI: 0.68-0.77) were significantly negatively associated with MHS utilisation. Conclusion: The utilisation of MHS highly varied in LMICs and the associated factors. Expanding the wealth status, education, age at first birth, mothers' autonomy in healthcare decisions, and media exposure could be essential strategies for increasing the utilisation of MHS; however, country-specific programs should be considered in national policy discussions. There is a need to formulate policies and design maternal health services programs that target socially marginalised women.
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Serviços de Saúde Materna , Gravidez , Criança , Feminino , Humanos , Países em Desenvolvimento , Cuidado Pré-Natal , Utilização de Instalações e Serviços , Aceitação pelo Paciente de Cuidados de Saúde , Atenção à SaúdeRESUMO
BACKGROUND AND AIMS: Underweight and overweight/obesity is a critical public health problem among women in South Asian countries. This study aimed to find the prevalence of underweight and overweight/obesity and discover its associated factors among women of reproductive age in four South Asian countries. METHODS: Population-representative cross-sectional latest Demographic and Health Survey data from four South Asian countries, considering Bangladesh (2017-18), Maldives (2016-17), Nepal (2016), and Pakistan (2017-18), were pooled for this study. To investigate the factors related with underweight and overweight/obesity in women, a multivariate multinomial logistic regression model was deployed. RESULTS: The overall prevalence of underweight and overweight/obesity among reproductive-age women in four South Asian countries was 11.8% and 36.3%, respectively. According to adjusted multivariate multinomial logistic regression analysis, women who lived in Pakistan, were older, had a better education, were from the wealthiest home, were currently in union and had media exposure had a considerably decreased probability of being underweight. In contrast, families with a large number of members had a considerably increased risk of becoming underweight. Additionally, women from the Maldives, older age, secondary education, a higher number of children, women from the richest household, currently in the union, the family had media exposure, and pregnant women have been found significantly positively associated with overweight/obesity. However, Nepalese women, large family members, rural residence, and work involvement were significantly negatively associated with overweight/obesity. CONCLUSION: The problem of being underweight and overweight/obesity still exists in South Asian countries. Focusing on women's age, education, wealth index, and media exposure, different public health intervention approaches are imperative to reduce unhealthy weight conditions.