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Retrospective cohort study shows effective risk prediction in early neonatal complications, suggesting improved prenatal care could reduce morbidity.
Neonatal complications remain prevalent, with pronounced rural-urban disparities. XGBoost offers accurate and interpretable early risk prediction using routine maternal and antenatal data. Targeted interventions including expanded prenatal care, anemia management, and strengthened rural health services could reduce neonatal morbidity and mortality.
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Yoseph et al. (2026) studied this question.
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