Gestational Weight Gain

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Machine learning approaches for predicting fetal macrosomia at different stages of pregnancy: a retrospective study in China.

BMC pregnancy and childbirth Feb 11, 2025
BACKGROUND: Macrosomia presents significant risks to both maternal and neonatal health, however, accurate antenatal prediction remains a major challenge. This study aimed to develop machine learning approaches to enhance the prediction of fetal macro...
Humans Machine Learning Retrospective Studies Pregnancy Female Infant, Newborn Adult Male China ROC Curve Gestational Age Fetal Macrosomia Gestational Weight Gain
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Predictive modeling of gestational weight gain: a machine learning multiclass classification study.

BMC pregnancy and childbirth Nov 8, 2024
BACKGROUND: Gestational weight gain (GWG) is a critical factor influencing maternal and fetal health. Excessive or insufficient GWG can lead to various complications, including gestational diabetes, hypertension, cesarean delivery, low birth weight, ...
Humans Machine Learning Pregnancy Female Young Adult Adult Brazil ROC Curve Body Mass Index Pregnancy Complications Gestational Weight Gain
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Comparison of logistic regression with machine learning methods for the prediction of fetal growth abnormalities: a retrospective cohort study.

BMC pregnancy and childbirth Aug 15, 2018
BACKGROUND: While there is increasing interest in identifying pregnancies at risk for adverse outcome, existing prediction models have not adequately assessed population-based risks, and have been based on conventional regression methods. The objecti...
Humans Neural Networks, Computer Machine Learning Retrospective Studies Pregnancy Female Infant, Newborn Young Adult Adult Cohort Studies Logistic Models Body Mass Index Smoking Pregnancy Trimester, Second Statistics as Topic Fetal Development Infant, Small for Gestational Age Fetal Macrosomia Gestational Weight Gain Nova Scotia
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