Effective macrosomia prediction using random forest algorithm

F Wang, Y Wang, X Ji, Z Wang - International Journal of Environmental …, 2022 - mdpi.com
(1) Background: Macrosomia is prevalent in China and worldwide. The current method of
predicting macrosomia is ultrasonography. We aimed to develop new predictive models for …

Predictive model for macrosomia using maternal parameters without sonography information

D Shigemi, S Yamaguchi, S Aso… - The Journal of Maternal …, 2019 - Taylor & Francis
Objective: We aimed to develop new predictive models for excluding macrosomia using only
maternal physical parameters, without sonographic examination. Methods: The present …

Factors associated with macrosomia among singleton live-birth: A comparison between logistic regression, random forest and artificial neural network methods

P Amini, S Maroufizadeh, RO Samani… - … , and Public Health, 2016 - riviste.unimi.it
Background: Macrosomia with adverse outcomes for mother and infant is affected by several
risk factors. Classification methods including logistic regression, random forest and artificial …

Risk factors combine in a complex manner in assessment for macrosomia

YW Wang, Y Chen, YJ Zhang - BMC Public Health, 2023 - Springer
Background Macrosomia is a serious public health concern. This study aimed to examine
the combined effects of various risk factors on macrosomia. Methods The China Labor and …

Nomogram-based risk prediction of macrosomia: a case-control study

J Du, X Zhang, S Chai, X Zhao, J Sun, N Yuan… - BMC Pregnancy and …, 2022 - Springer
Background Macrosomia is closely associated with poor maternal and fetal outcome. But
there is short of studies on the risk of macrosomia in early pregnancy. The purpose of this …

[HTML][HTML] Incidence of macrosomia in rural areas—Henan Province, China, 2013–2017

S Lin, J Chai, J Li, X Shang, L Pei, L Jiang… - China CDC …, 2021 - ncbi.nlm.nih.gov
Methods The present study used a large population-based birth cohort study to depict
incidence of macrosomia among live births in rural areas of Henan Province of China from …

Factors influencing macrosomia in pregnant women in a tertiary care hospital in M alaysia

H Yadav, N Lee - Journal of Obstetrics and Gynaecology …, 2014 - Wiley Online Library
Aim To identify the risk factors influencing the development of macrosomia among pregnant
women and to develop a regression model to predict macrosomia. Methods A cross …

Risk factors and long-term health consequences of macrosomia: a prospective study in Jiangsu Province, China

S Gu, X An, L Fang, X Zhang, C Zhang, J Wang… - Journal of biomedical …, 2012 - Elsevier
We sought to determine risk factors associated with fetal macrosomia and to explore the
long-term consequence of infant macrosomia at the age of 7 years. A prospective population …

Risk factors and outcomes of macrosomia in China: a multicentric survey based on birth data

D Wang, Y Hong, L Zhu, X Wang, Q Lv… - The Journal of …, 2017 - Taylor & Francis
Objective: To investigate the risk factors and outcomes of macrosomia in China. Methods:
This was a multicenter, retrospective cohort study conducted in China. 178 709 singletons …

Prevalence of Macrosomia and Its Risk Factors in C hina: A Multicentre Survey Based on Birth Data Involving 101 723 Singleton Term Infants

G Li, L Kong, Z Li, L Zhang, L Fan, L Zou… - Paediatric and …, 2014 - Wiley Online Library
Background Macrosomia, defined as a birthweight at least 4000 g, is a public health
problem because of its adverse influences on maternal and neonatal outcomes. Studies …