AIMC Topic: Fetal Weight

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Prediction of fetal weight at varying gestational age in the absence of ultrasound examination using ensemble learning.

Artificial intelligence in medicine Nov 17, 2019
Obstetric ultrasound examination of physiological parameters has been mainly used to estimate the fetal weight during pregnancy and baby weight before labour to monitor fetal growth and reduce prenatal morbidity and mortality. However, the problem is...
Ultrasonography Models, Statistical Predictive Value of Tests Birth Weight Female Adult Pregnancy Machine Learning Humans Algorithms Fetal Weight Gestational Age Fetal Development
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Prediction of fetal weight based on back propagation neural network optimized by genetic algorithm.

Mathematical biosciences and engineering : MBE May 20, 2021
Fetal weight is an important index to judge fetal development and ensure the safety of pregnant women. However, fetal weight cannot be directly measured. This study proposed a prediction model of fetal weight based on genetic algorithm to optimize ba...
Humans Neural Networks, Computer Reproduction Fetal Weight Pregnancy Female
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Potential of Artificial Intelligence for Estimating Japanese Fetal Weights.

Acta medica Okayama Dec 1, 2020
We developed an artificial intelligence (AI) method for estimating fetal weights of Japanese fetuses based on the gestational weeks and the bi-parietal diameter, abdominal circumference, and femur length. The AI comprised of neural network architectu...
Humans Gestational Age Fetal Weight Deep Learning Asian People Japan Datasets as Topic Female Pregnancy Ultrasonography, Prenatal
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Development and validation of a machine-learning model for prediction of shoulder dystocia.

Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology Oct 1, 2020
OBJECTIVES: To develop a machine-learning (ML) model for prediction of shoulder dystocia (ShD) and to externally validate the model's predictive accuracy and potential clinical efficacy in optimizing the use of Cesarean delivery in the context of sus...
Gestational Age Biometry Israel Diabetes, Gestational Shoulder Dystocia Fetal Weight Fetal Macrosomia Ultrasonography, Prenatal ROC Curve Predictive Value of Tests Patient Selection Risk Factors Adult Machine Learning Reproducibility of Results Pregnancy Female Cesarean Section Humans
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Machine Learning for Fetal Growth Prediction.

Epidemiology (Cambridge, Mass.) Mar 1, 2018
Birthweight is often used as a proxy for fetal weight. Problems with this practice have recently been brought to light. We explore whether data available at birth can be used to predict estimated fetal weight using linear and quantile regression, ran...
Fetal Development Fetal Weight Regression Analysis Pregnancy Trimesters Databases, Factual Female Machine Learning Humans Adult Algorithms Pregnancy
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