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Pregnancy Trimester, First

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Prediction of preterm birth in nulliparous women using logistic regression and machine learning.

PloS one 34191801
OBJECTIVE: To predict preterm birth in nulliparous women using logistic regression and machine learning.
Adult Area Under Curve Female Humans Logistic Models Machine Learning Ontario Parity Pregnancy Pregnancy Trimester, First Pregnancy Trimester, Second Premature Birth Retrospective Studies ROC Curve Young Adult
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Deep learning model for predicting gestational age after the first trimester using fetal MRI.

European radiology 33852048
OBJECTIVES: To evaluate a deep learning model for predicting gestational age from fetal brain MRI acquired after the first trimester in comparison to biparietal diameter (BPD).
Deep Learning Female Fetus Gestational Age Humans Infant Magnetic Resonance Imaging Pregnancy Pregnancy Trimester, First Prenatal Care Retrospective Studies Ultrasonography, Prenatal
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Gradient boosted trees with individual explanations: An alternative to logistic regression for viability prediction in the first trimester of pregnancy.

Computer methods and programs in biomedicine 34808532
BACKGROUND: Clinical models to predict first trimester viability are traditionally based on multivariable logistic regression (LR) which is not directly interpretable for non-statistical experts like physicians. Furthermore, LR requires complete data...
Female Humans Logistic Models Machine Learning Pregnancy Pregnancy Trimester, First Prospective Studies
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An early model to predict the risk of gestational diabetes mellitus in the absence of blood examination indexes: application in primary health care centres.

BMC pregnancy and childbirth 34879850
BACKGROUND: Gestational diabetes mellitus (GDM) is one of the critical causes of adverse perinatal outcomes. A reliable estimate of GDM in early pregnancy would facilitate intervention plans for maternal and infant health care to prevent the risk of ...
Adult China Diabetes, Gestational Female Humans Machine Learning Models, Statistical Pregnancy Pregnancy Trimester, First Primary Health Care Risk Factors ROC Curve Sensitivity and Specificity
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Using deep-learning in fetal ultrasound analysis for diagnosis of cystic hygroma in the first trimester.

PloS one 35731736
OBJECTIVE: To develop and internally validate a deep-learning algorithm from fetal ultrasound images for the diagnosis of cystic hygromas in the first trimester.
Chromosome Aberrations Deep Learning Female Humans Lymphangioma, Cystic Ontario Pregnancy Pregnancy Trimester, First Ultrasonography, Prenatal
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A machine learning technology to improve the risk of non-invasive prenatal tests.

Technology and health care : official journal of the European Society for Engineering and Medicine 35275583
BACKGROUND: Timely and accurate diagnosis of genetic diseases can lead to proper action and prevention of irreparable events.
Female Humans Machine Learning Pregnancy Pregnancy Trimester, First Prenatal Diagnosis Technology Trisomy 13 Syndrome Trisomy 18 Syndrome
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Development and Validation of a Deep Learning Model to Screen for Trisomy 21 During the First Trimester From Nuchal Ultrasonographic Images.

JAMA network open 35727579
IMPORTANCE: Accurate screening of trisomy 21 in the first trimester can provide an early opportunity for decision-making regarding reproductive choices.
Adult Biomarkers Chorionic Gonadotropin, beta Subunit, Human Deep Learning Down Syndrome Female Humans Infant Pregnancy Pregnancy Trimester, First Pregnancy-Associated Plasma Protein-A Prenatal Diagnosis Trisomy
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Machine-learning predictive model of pregnancy-induced hypertension in the first trimester.

Hypertension research : official journal of the Japanese Society of Hypertension 37160966
In the first trimester of pregnancy, accurately predicting the occurrence of pregnancy-induced hypertension (PIH) is important for both identifying high-risk women and adopting early intervention. In this study, we used four machine-learning models (...
Adult Algorithms Female Humans Hypertension, Pregnancy-Induced Machine Learning Nomograms Predictive Value of Tests Pregnancy Pregnancy Trimester, First Prospective Studies
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Prediction of gestational diabetes mellitus at the first trimester: machine-learning algorithms.

Archives of gynecology and obstetrics 37477677
PURPOSE: Short- and long-term complications of gestational diabetes mellitus (GDM) involving pregnancies and offspring warrant the development of an effective individualized risk prediction model to reduce and prevent GDM together with its associated...
Adult Algorithms Body Mass Index China Cohort Studies Diabetes, Gestational Female Glycated Hemoglobin Humans Logistic Models Machine Learning Pregnancy Pregnancy Trimester, First Risk Assessment ROC Curve
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Large-scale proteomics in the first trimester of pregnancy predict psychopathology and temperament in preschool children: an exploratory study.

Journal of child psychology and psychiatry, and allied disciplines 38287782
BACKGROUND: Understanding the prenatal origins of children's psychopathology is a fundamental goal in developmental and clinical science. Recent research suggests that inflammation during pregnancy can trigger a cascade of fetal programming changes t...
Adult Child Behavior Child, Preschool Female Humans Machine Learning Male Pregnancy Pregnancy Trimester, First Prenatal Exposure Delayed Effects Proteomics Temperament
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