AIMC Topic: Diabetes, Gestational

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Effects of neonicotinoid pesticide exposure in the first trimester on gestational diabetes mellitus based on interpretable machine learning.

Environmental research May 15, 2025
BACKGROUND: Gestational diabetes mellitus (GDM) is one of the most common pregnancy complications and seriously threatens the health of mothers and offspring. Neonicotinoids (NEOs) is a new class of pesticide and widely used worldwide. Prenatal NEOs ...
Pregnancy Trimester, First Diabetes, Gestational Pesticides Female Adult China Neonicotinoids Maternal Exposure Humans Machine Learning Prospective Studies Pregnancy
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Prediction of hypertension and diabetes in twin pregnancy using machine learning model based on characteristics at first prenatal visit: national registry study.

Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology May 1, 2025
OBJECTIVE: To develop a prediction model for hypertensive disorders of pregnancy (HDP) and gestational diabetes mellitus (GDM) in twin pregnancy using characteristics obtained at the first prenatal visit.
Adult Humans Cross-Sectional Studies Machine Learning Prenatal Care Pregnancy Incidence Hypertension, Pregnancy-Induced Female United States Registries Pregnancy, Twin Risk Factors Predictive Value of Tests Diabetes, Gestational
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Machine Learning-Based Prediction of Large-for-Gestational-Age Infants in Mothers With Gestational Diabetes Mellitus.

The Journal of clinical endocrinology and metabolism Apr 22, 2025
CONTEXT: Large-for-gestational-age (LGA), one of the most common complications of gestational diabetes mellitus (GDM), has become a global concern. The predictive performance of common continuous glucose monitoring (CGM) metrics for LGA is limited.
Machine Learning Prospective Studies Pregnancy Female Humans Diabetes, Gestational Gestational Age Predictive Value of Tests Fetal Macrosomia Infant, Large for Gestational Age Birth Weight Infant, Newborn Blood Glucose Self-Monitoring Adult Blood Glucose
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Identify gestational diabetes mellitus by deep learning model from cell-free DNA at the early gestation stage.

Briefings in bioinformatics Nov 22, 2023
Gestational diabetes mellitus (GDM) is a common complication of pregnancy, which has significant adverse effects on both the mother and fetus. The incidence of GDM is increasing globally, and early diagnosis is critical for timely treatment and reduc...
Diabetes, Gestational beta-Defensins Pregnancy Outcome Cell-Free Nucleic Acids DNA Copy Number Variations Pregnancy Female Deep Learning Humans
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Early Prediction of Gestational Diabetes Mellitus in the Chinese Population via Advanced Machine Learning.

The Journal of clinical endocrinology and metabolism Mar 8, 2021
CONTEXT: Accurate methods for early gestational diabetes mellitus (GDM) (during the first trimester of pregnancy) prediction in Chinese and other populations are lacking.
Humans Machine Learning China Socioeconomic Factors Body Mass Index Female Early Diagnosis Algorithms Risk Factors Models, Statistical Prognosis Adult Diabetes, Gestational Pregnancy
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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...
Biometry Humans Fetal Weight Machine Learning Reproducibility of Results Pregnancy Fetal Macrosomia Risk Factors Female Israel ROC Curve Shoulder Dystocia Adult Cesarean Section Diabetes, Gestational Predictive Value of Tests Ultrasonography, Prenatal Gestational Age Patient Selection
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GESTATIONAL DIABETES MELLITUS SEEMS TO BE ASSOCIATED WITH INFLAMMATION.

Acta clinica Croatica Dec 1, 2015
The aim of this study was to investigate whether gestational diabetes mellitus (GDM) is associated with inflammation by comparing serum levels of human chitinase-3-like pro- tein 1 (YKL-40), neutrophil/lymphocyte ratio (NLR) and platelet/lymphocyte r...
Lectins Blood Glucose Young Adult Glucose Tolerance Test Humans Neutrophils Adipokines Glycoproteins Adult Pregnancy Body Mass Index Chitinase-3-Like Protein 1 Case-Control Studies Lymphocytes Female Diabetes, Gestational
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