Alemayehu Deressa, Mulugeta Gamachu, Abdi Birhanu, Galana Mamo Ayana, Temam Beshir Raru, Belay Negash, Bedasa Taye Merga, Lemma Demissei Regassa, Fira Abamecha Ababulgu
Malaria Risk Perception and Preventive Behaviors Among Elementary School Students, Southwest Ethiopia. Generalized Structural Equation Model
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develop prediction model hypertensive disorders pregnancy hdp gestational diabetes gdm twin pregnancies utilizing characteristics prenatal care entry level crosssectional study using us national live birth data 2016 2021 association prenatal candidate variables hdp gdm tested uni multivariable logistic regression analyses prediction models built generalized linear models using logit link function classification regression tree approach xgboost machine learning ml algorithm performance assessed repeated 2fold crossvalidation performance metrics considered area curve auc p value 0001 considered statistically significant total 707198 twin pregnancies included hdp analysis 723882 twin pregnancies gdm analysis incidence hdp gdm significantly increased 122 2016 154 2021 81 2016 107 2021 respectively factors increase risk hdp twin gestations maternal age 20 age35 infertility prepregnancy dm nonhispanic black population obesity medicaid insurance p0001 factors doubled risk obesity class ii iii p0001 factors increase risk gdm twin gestations age 25 age30 history infertility prepregnancy hypertension nonhispanic asian population nonus nativity obesity p0001 factors doubled risk maternal age 30 years nonhispanic asian class ii iii maternal obesity p0001 hdp gdm performance ml logistic regression model mostly similar negligible difference terms tested performance domains auc final ml model hdp gdm 0620004 0670004 respectively incidence hdp gdm twin gestations increasing predictive accuracy machine learning model hdp gdm twin gestations similar logistic regression model models modest performance wellcalibrated neither poor fit article protected copyright rights reserved