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    Missing Risk Factor Prediction in Cardiovascular Disease Using a Blended Dataset and Optimizing Classification With a Stacking Algorithm by Jannatul Mauya, Saad Sahriar, Sanjida Akther, Ruhul Amin, Sabba Ruhi, Md. Shamim Reza

    Published 2025-01-01
    “…To overcome this difficulty, in this study, we take an attempt to impute using statistical multiple linear regression and Huber regression (HR) methods using four blended datasets (Statlog, Cleveland, Hungarian, and Switzerland) sourced from the UCI ML repository. …”
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    Prevalence and socioeconomic determinants of awareness and visitation of community clinic among ever married women: evidence from Bangladesh Demographic and Health Survey, 2017–201... by Md Akib Al-Zubayer, Hasibul Hasan Shanto, Rabeya Kumkum, Sk Tasnuva Alam, Benojir Ahammed

    Published 2023-02-01
    “…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. …”
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