AIMC Topic: Pregnancy, Twin

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First trimester prediction of gestational diabetes mellitus by machine learning in twin pregnancies.

Archives of gynecology and obstetrics Jan 20, 2026
INTRODUCTION: We aimed to develop a machine learning model for first-trimester prediction of gestational diabetes mellitus (GDM) in twin pregnancies using a prospective international, multi-center cohort and identify useful predictive markers. METHOD...
Adult Blood Glucose Body Mass Index Pregnancy Female Glucose Tolerance Test Crown-Rump Length Pregnancy, Twin Pregnancy Trimester, First Diabetes, Gestational Predictive Value of Tests Prospective Studies Biomarkers Machine Learning Humans
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Prediction of preterm birth from cervical length measurements in twin pregnancies using machine learning.

Scientific reports Oct 14, 2025
Multiple Cervical Length (CL) measurements are typically acquired throughout the course of twin pregnancy to detect the early stages of labour and identify pregnancies at a high risk of preterm delivery. This study uses Machine-Learning (ML) approach...
Retrospective Studies Pregnancy Female Humans Machine Learning Cervix Uteri Gestational Age Cervical Length Measurement Premature Birth Adult Pregnancy, Twin
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Dose-response association between OGTT and adverse perinatal outcomes after IVF treatment: A cohort study based on a twin population.

Journal of endocrinological investigation Apr 19, 2025
BACKGROUND: Investigate the association between Oral Glucose Tolerance Test (OGTT) after in vitro fertilization (IVF) treatment and adverse maternal and neonatal outcomes in twin pregnancies.
Glucose Tolerance Test Gestational Age Pregnancy, Twin Fertilization in Vitro Pregnancy Outcome Pregnancy Female Adult Blood Glucose Infant, Newborn Humans Retrospective Studies
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Longitudinal twin growth discordance patterns and adverse perinatal outcomes.

American journal of obstetrics and gynecology Jan 7, 2025
BACKGROUND: Growth discordance in twin pregnancies is associated with increased perinatal morbidity and mortality, yet the patterns of discordance progression and the utility of Doppler assessments remain underinvestigated.
Humans Pregnancy, Twin Retrospective Studies Pregnancy Umbilical Arteries Machine Learning Perinatal Mortality Longitudinal Studies Adult Ultrasonography, Prenatal Ultrasonography, Doppler Female Middle Cerebral Artery Pregnancy Outcome Gestational Age Fetal Growth Retardation Infant, Newborn
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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.
Pregnancy, Twin Registries Diabetes, Gestational Hypertension, Pregnancy-Induced Machine Learning United States Cross-Sectional Studies Risk Factors Prenatal Care Pregnancy Predictive Value of Tests Humans Adult Incidence Female
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Artificial intelligence-driven analysis of embryo morphokinetics in singleton, twin, and triplet pregnancies.

Human reproduction (Oxford, England) Mar 1, 2025
In recent years, the transfer of more than one embryo has become less frequent to diminish multiple pregnancies. Even so, there is still a risk of one embryo splitting into two or even three. This report presents the case of a triamniotic monochorion...
Pregnancy, Twin Embryo Transfer Pregnancy Humans Fertilization in Vitro Female Twins, Monozygotic Artificial Intelligence Adult Blastocyst Pregnancy, Triplet
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