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A Bayesian State-Space Approach to Dynamic Hierarchical Logistic Regression for Evolving Student Risk in Educational Analytics
Published 2025-02-01“…Early detection of academically at-risk students is crucial for designing timely interventions that improve educational outcomes. However, many existing approaches either ignore the temporal evolution of student performance or rely on “black box” models that sacrifice interpretability. …”
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HIV Transmission Misconceptions and Their Associated Factors Among Reproductive-Age Women in Somalia: Findings from a Nationwide Study
Published 2025-06-01“…Policies should focus on educating younger women, promoting female education, implementing region-specific health interventions, and enhancing internet access and digital literacy, particularly in rural areas, to improve HIV knowledge and support public health efforts.Keywords: HIV misconceptions, Somali women, digital literacy, bayesian analysis, highest posterior density interval, bayesian adjusted odds ratios, public health interventions…”
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Hierarchical Bayesian Reliability Model for Wind Turbines with Small Fault Sample Sets
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Predictors of postpartum depression among new mothers in Kumasi, Ghana: A multicenter study using Bayesian analysis
Published 2025-06-01“…Results: The pooled prevalence of postpartum depression was 25% (range 13% to 31%). Education attainment [coefficient = −0.43, 95% credible interval: −0.57 to −0.29, (adjusted odds ratio (aOR) = 0.65] and economic support from multiple earning members (coefficient = −0.28, 95% credible interval: −0.33 to −0.22, aOR = 0.75) substantially reduced the likelihood of postpartum depression. …”
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Determinants of stillbirth among mothers who gave birth at Bishoftu General Hospital, Ethiopia: using a Bayesian logistic regression model
Published 2024-12-01“…The collected data were entered into Epi-info version 7.2. A Bayesian logistic regression model was used in this study, with a 95% Credible interval to determine the association between independent variables and stillbirth. …”
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Early postnatal care uptake and its associated factors following childbirth in East Africa—a Bayesian hierarchical modeling approach
Published 2024-11-01“…Hence, using the more flexible Bayesian multilevel modeling approach, this study aims to investigate the pooled prevalence and potential factors for PNC utilization among women after delivery in East African countries.MethodsWe retrieved secondary data from the Kids Record (KR) demographic and health surveys (DHS) data from 2015 to 2022 from 10 East African countries. …”
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Pooled prevalence of induced abortion and associated factors among reproductive age women in sub-Saharan Africa: a Bayesian multilevel approach
Published 2025-06-01“…The random effects model revealed that about 75% of the variation in the induced abortion was caused by community and individual-level factors. Based on the Bayesian multilevel logistic regression model, women who smoke cigarettes(AOR = 1.044; 95%CI: 1.020, 1.070), 24-month and above birth interval(AOR = 5.747; 95%CI: 5.595, 5.889), rich women(AOR = 1.470, 95%CI: 1.436, 1.510), secondary and above-educated women (AOR = 2.640, 95%CI: 2.567, 2.707), being exposed to the media (AOR = 1.099, 95%CI: 1.083, 1.115), rural women (AOR = 1.025, 95%CI: 1.004, 1.047) and having pregnancy complications (AOR = 1.095, 95%CI: 1.067, 1.124) were associated with higher odds of induced abortion. …”
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The Role of Consumer Characteristics and Marketing Mix on the Waste of Agricultural Products
Published 2025-03-01“…Therefore, the multilevel Bayesian model was selected as the most appropriate tool, as discussed in the following section on the modeling methodology. …”
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Estimating the Population Size of People Who Inject Drugs in 3 Cities in Zambia: Capture-Recapture, Successive Sampling, and Bayesian Consensus Estimation Methods
Published 2025-07-01“…Final city population estimates, incorporating 3S-CRC and SS-PSE with imputed visibility estimates, were generated using a Bayesian consensus estimator. ResultsBayesian consensus PSEs ranged between 0.5% and 1.8% of the adult male population and were below 1% of the total adult population in each city. …”
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Daily meal frequency and its associated factors among children aged 6–23 months in Ethiopia: a Bayesian hierarchical Poisson model
Published 2025-07-01“…The rate of DMF was 1.17 times greater (AIRR = 1.17, 95% CrI: 0.997, 1.381) in children whose mothers had a secondary/higher educational level than in those whose mothers had no education. …”
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Under-five mortality and its associated factors in sub-Saharan Africa: a multilevel analysis of recent demographic and health surveys data based on Bayesian approach
Published 2025-02-01“…Policymakers and other stakeholders should enhance maternal education, lengthen birth interval, ANC visit, improved toilet facilities and, giving special attention to small size child and cesarean section delivery to reduce under-five mortality.…”
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Spatial patterns and determinants of fertility levels among women of childbearing age in Nigeria
Published 2017-08-01“…Inference was a fully Bayesian approach. Results were presented within 95% credible Interval (CI). …”
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Global, regional, and national estimates of burden and risk factors of female cancers in child-bearing age: A systematic analysis for Global Burden of Disease Study and Bayesian pr...
Published 2025-10-01“…Projections to 2030 were generated using a Bayesian model. Results: In 2021, the global incidence of breast, uterine, cervical, and ovarian cancer among WCBA was 561,438 (95 % Uncertainty Interval [UI]: 523,147–602,978), 58,860 (95 % UI: 50,765–65,452), 307,428 (95 % UI: 280,667–335,692), and 85,749 (95 % UI: 75,169–95,090), respectively, corresponding to age-standardized rates per 100,000 population of 28.1 (95 % Confidence Interval [CI]: 28.0–28.1), 2.9 (95 % CI: 2.9–3.0), 15.4 (95 % CI: 15.4–15.5), and 4.3 (95 % CI: 4.3–4.4). …”
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