AIMC Topic: Cervical Length Measurement

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Predicting preterm birth using electronic medical records from multiple prenatal visits.

BMC pregnancy and childbirth Dec 21, 2024
This study aimed to predict preterm birth in nulliparous women using machine learning and easily accessible variables from prenatal visits. Elastic net regularized logistic regression models were developed and evaluated using 5-fold cross-validation ...
Machine Learning Electronic Health Records Humans Infant, Newborn Premature Birth Young Adult Pregnancy Female Cervical Length Measurement Risk Assessment Logistic Models Area Under Curve Gestational Age Predictive Value of Tests Adult Sensitivity and Specificity Ultrasonography, Prenatal Prenatal Care
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A machine learning model to predict spontaneous vaginal delivery failure for term nulliparous women: An observational study.

International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics Jun 20, 2024
OBJECTIVE: This study aims to construct and evaluate a model to predict spontaneous vaginal delivery (SVD) failure in term nulliparous women based on machine learning algorithms.
Natural Childbirth Adult Predictive Value of Tests Fetal Weight Cervical Length Measurement Delivery, Obstetric Female Parity Retrospective Studies Pregnancy Humans Machine Learning
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Deep learning algorithm for predicting preterm birth in the case of threatened preterm labor admissions using transvaginal ultrasound.

Journal of medical ultrasonics (2001) Dec 15, 2023
PURPOSE: Preterm birth presents a major challenge in perinatal care, and predicting preterm birth remains a major challenge. If preterm birth cases can be accurately predicted during pregnancy, preventive interventions and more intensive prenatal mon...
Neural Networks, Computer Algorithms Female Premature Birth Pregnancy Predictive Value of Tests Humans Deep Learning Obstetric Labor, Premature Cervix Uteri Cervical Length Measurement Adult Ultrasonography, Prenatal
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Deep Learning-Based Automated Measurement of Cervical Length in Transvaginal Ultrasound Images of Pregnant Women.

IEEE journal of biomedical and health informatics Jun 1, 2025
Cervical length (CL) measurement using transvaginal ultrasound is an effective screening tool to assess the risk of preterm birth. An adequate assessment of CL is crucial, however, manual sonographic CL measurement is highly operator-dependent and cu...
Pregnancy Female Humans Cervix Uteri Image Interpretation, Computer-Assisted Cervical Length Measurement Adult Deep Learning
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Artificial intelligence and amniotic fluid multiomics: prediction of perinatal outcome in asymptomatic women with short cervix.

Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology Jul 1, 2019
OBJECTIVE: To evaluate the application of artificial intelligence (AI), i.e. deep learning and other machine-learning techniques, to amniotic fluid (AF) metabolomics and proteomics, alone and in combination with sonographic, clinical and demographic ...
Cervical Length Measurement Intensive Care Units, Neonatal Pregnancy Outcome Female Amniocentesis Predictive Value of Tests Proteomics Young Adult Retrospective Studies Adult Adolescent Pregnancy Trimester, Second Cervix Uteri Sensitivity and Specificity Pregnancy Amniotic Fluid Metabolomics Humans Ultrasonography Artificial Intelligence
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