Al Asyary, Meita Veruswati, Cut Putri Arianie, Theresia Sandra Diah Ratih, Aries Hamzah
Prevalence of Smoke-Free Zone Compliance among Schools in Indonesia: A Nationwide Representative Survey
Asian Pacific journal of cancer prevention : APJCP
world health organization part goal universal vaccination coverage 2030 individuals global underfive mortality rate declined 59 1990 38 2019 due high immunization coverage despite significant improvements immunization coverage 20 million children either unvaccinated incomplete immunization making susceptible mortality morbidity study aimed identify predictors incomplete vaccination among children under5 years east africa analysis secondary data six east african countries using demographic health survey dataset 2016 recent 2021 performed total weighted sample 27806 children aged 1235 months included study data extracted using stata version 17 statistical software imported jupyter notebook analysis supervised machine learning algorithm implemented using different classification models analysis calculations performed using python 3 programming language jupyter notebook using imblearn sklearn xgboost shap packages xgboost classifier demonstrated best performance accuracy 7901 recall 8988 f1score 8110 precision 7389 auc 86 predictors incomplete immunization identified using xgboost models help shapely additive explanation study revealed number living children birth antenatal care followup maternal age place delivery birth order preceding birth interval mothers occupation top predicting factors incomplete immunization thus family planning programs prioritize number living children birth preceding birth interval enhancing maternal education conclusion promoting institutional delivery increasing number antenatal care followups fourfold encouraged