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Bayesian multilevel multivariate logistic regression for superiority decision-making under observable treatment heterogeneity
BackgroundIn medical, social, and behavioral research we often encounter datasets with a multilevel structure and multiple correlated dependent...
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Spatial disparity and associated factors of diarrhea among under-five children in Rwanda: a multilevel logistic regression analysis
BackgroundDiarrhea, defined as three or more loose stool per day, is a major cause of child mortality. Exploring its spatial distribution,...
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Utilization of reproductive health services among undergraduate regular class students in Assosa University, BGRS: a comparison among three varieties of multilevel binary logistic regression models
IntroductionReproductive health service (RHS) helps for people to have a delighted and safe sex through their life journey. It enables especially for...
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Determinants and spatial factors of anemia in women of reproductive age in Democratic Republic of Congo (drc): a Bayesian multilevel ordinal logistic regression model approach
BackgroundAs a global public health problem, anemia affects more than 400 million women of reproductive age worldwide, mostly in Africa and India. In...
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Community-Level Factors are Predictors of Severe Maternal Morbidity Among American Indian and Alaska Native Pregnant People in the Pacific Northwest in a Multilevel Logistic Regression
IntroductionAmerican Indian/Alaska Native (AI/AN) pregnant people face barriers to health and healthcare that put them at risk of pregnancy...
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A simulation study for evaluating the performance of clustering measures in multilevel logistic regression
BackgroundMultilevel logistic regression models are widely used in health sciences research to account for clustering in multilevel data when...
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The receipt of health information on neonatal dangers signs during the immediate postpartum period and its determinants in Ethiopia: a multilevel mixed-effects logistic regression analysis of the 2016 Ethiopian demographic health survey report
BackgroundIdentification of neonatal danger signs and immediate access to health care are two global efforts aimed at enhancing newborn and child...
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Individual and community level determinants of iron intake among children 6–59 months old in Ethiopia: multilevel logistic regression analysis
BackgroundIron deficiency is one of the most important factors of anemia which is caused by poor iron intake. In addition, children need more iron...
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Anthropometric failures and its predictors among under five children in Ethiopia: multilevel logistic regression model using 2019 Ethiopian demographic and health survey data
BackgroundComposite Index of Anthropometric Failure (CIAF) combines all three forms of anthropometric failures to assess undernutrition status of...
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Fertility decision and its associated factors in Sub-Saharan Africa: a multilevel multinomial logistic regression analysis
BackgroundFertility desire is one of the predictors of contraceptive behavior and fertility-related outcomes. However, information is scarce on...
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Minimum acceptable diet feeding practice and associated factors among children aged 6–23 months in east Africa: a multilevel binary logistic regression analysis of 2008–2018 demographic health survey data
BackgroundDespite the proportion of receiving a minimum acceptable diet (minimum meal frequency and minimum dietary diversity) is lower in east...
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Association between social capital and utilization of essential public health services among elderly migrants: a multilevel logistic study based on the 2017 China migrant dynamic survey (CMDS)
BackgroundAs the number of elderly migrants in China continues to grow, it is necessary to pay closer attention to their health and health services....
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Machine-learning vs. logistic regression for preoperative prediction of medical morbidity after fast-track hip and knee arthroplasty—a comparative study
BackgroundMachine-learning models may improve prediction of length of stay (LOS) and morbidity after surgery. However, few studies include fast-track...
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Predictors of maternal health services uptake in West African region: a multilevel multinomial regression analysis of demographic health survey reports
BackgroundPursuant to studies, receiving the three key maternal health services (Antenatal Care, Skilled Delivery Service, and Postnatal Care) in a...
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Iron-rich food consumption and associated factors among children aged 6–23 months in Sierra Leone: multi-level logistic regression analysis
BackgroundIron deficiency is the most common micronutrient deficiency worldwide. Also, iron deficiency is a significant public health problem in low-...
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Spatial distribution and determinants of unmet need for family planning among all reproductive‑age women in Uganda: a multi‑level logistic regression modeling approach and spatial analysis
IntroductionUnmet need for family planning is defined as the percentage of sexually active and fecund women who want to delay the next birth (birth...
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Predictive models for delay in medical decision-making among older patients with acute ischemic stroke: a comparative study using logistic regression analysis and lightGBM algorithm
ObjectiveTo explore the factors affecting delayed medical decision-making in older patients with acute ischemic stroke (AIS) using logistic...
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Multilevel analysis of women’s education in Ethiopia
BackgroundWomen’s education is the base for faster economic growth, longer life expectancy, lower population growth, improved quality of life, and a...
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Severe stunting and its associated factors among children aged 6–59 months in Ethiopia; multilevel ordinal logistic regression model
BackgroundIn Ethiopia, stunting is the most common form of undernutriton. Identifying the determinants of severe stunting among children is crucial...
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Multilevel Count Regression Analysis of Factors Associated with the Desired Number of Antenatal Care Service Visits in Ethiopia
BackgroundVisiting the desired number of antenatal care services improve the success of maternal health programs in terms of mother and child...
