AIMC Topic: Labor Presentation

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OSAM-NET: A multi-feature fusion model for measuring fetal head flexion during labor with transformer multi-head self-attention.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society May 28, 2025
Fetal head flexion is essential during labor. The current assessment presents technical challenges for unskilled ultrasound operators. Therefore, the study aimed to propose an occiput-spine angle measurement network (OSAM-NET) to improve the accuracy...
Humans Neural Networks, Computer Pregnancy Female Ultrasonography, Prenatal Head Labor Presentation
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A deep learning approach to identify the fetal head position using transperineal ultrasound during labor.

European journal of obstetrics, gynecology, and reproductive biology Aug 9, 2024
OBJECTIVES: To develop a deep learning (DL)-model using convolutional neural networks (CNN) to automatically identify the fetal head position at transperineal ultrasound in the second stage of labor.
Humans Prospective Studies Pregnancy Female Adult Ultrasonography, Prenatal Deep Learning Head Perineum Labor Presentation Labor Stage, Second
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Prediction of severe adverse neonatal outcomes at the second stage of labour using machine learning: a retrospective cohort study.

BJOG : an international journal of obstetrics and gynaecology Apr 15, 2021
OBJECTIVE: To create a personalised machine learning model for prediction of severe adverse neonatal outcomes (SANO) during the second stage of labour.
Humans Machine Learning Retrospective Studies Pregnancy Female Parity Adult ROC Curve Pregnancy Outcome Predictive Value of Tests Patient Admission Delivery, Obstetric Obstetric Labor Complications Gravidity Labor Presentation Labor Stage, First Labor Stage, Second
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Novel artificial intelligence approach for automatic differentiation of fetal occiput anterior and non-occiput anterior positions during labor.

Ultrasound in obstetrics & gynecology : the official journal of the International Society of Ultrasound in Obstetrics and Gynecology Jan 1, 2022
OBJECTIVES: To describe a newly developed machine-learning (ML) algorithm for the automatic recognition of fetal head position using transperineal ultrasound (TPU) during the second stage of labor and to describe its performance in differentiating be...
Humans Artificial Intelligence Prospective Studies Pregnancy Female Adult Ultrasonography, Prenatal Area Under Curve Head Fetus Obstetric Labor Complications Labor Presentation Labor Stage, Second
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