AIMC Topic: Pregnancy

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Deep learning for embryo evaluation using time-lapse: a systematic review of diagnostic test accuracy.

American journal of obstetrics and gynecology Apr 26, 2023
OBJECTIVE: This study aimed to investigate the accuracy of convolutional neural network models in the assessment of embryos using time-lapse monitoring.
Retrospective Studies Pregnancy Female Humans Artificial Intelligence Systematic Reviews as Topic Diagnostic Tests, Routine Time-Lapse Imaging Deep Learning Pregnancy Rate
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Fetal brain activity and the free energy principle.

Journal of perinatal medicine Apr 26, 2023
OBJECTIVES: To study whether the free energy principle can explain fetal brain activity and the existence of fetal consciousness via a chaotic dimension derived using artificial intelligence.
Humans Artificial Intelligence Ultrasonography, Prenatal Fetus Fetal Movement Brain Pregnancy Female
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Demystifying evidential Dempster Shafer-based CNN architecture for fetal plane detection from 2D ultrasound images leveraging fuzzy-contrast enhancement and explainable AI.

Ultrasonics Apr 22, 2023
Ultrasound imaging is a valuable tool for assessing the development of the fetal during pregnancy. However, interpreting ultrasound images manually can be time-consuming and subject to variability. Automated image categorization using machine learnin...
Retrospective Studies Pregnancy Female Machine Learning Algorithms Ultrasonography Humans Neural Networks, Computer
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Identifying fetal status with fetal heart rate: Deep learning approach based on long convolution.

Computers in biology and medicine Apr 21, 2023
CTG (Cardiotocography) is an effective tool for fetal status assessment. Clinically, doctors mainly evaluate the health of fetus by observing FHR (fetal heart rate). The rapid development of Artificial Intelligence has led realization of computer-aid...
Fetus Deep Learning Heart Rate, Fetal Humans Neural Networks, Computer Artificial Intelligence Pregnancy Female
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An ultrasound-based deep learning radiomic model combined with clinical data to predict clinical pregnancy after frozen embryo transfer: a pilot cohort study.

Reproductive biomedicine online Mar 27, 2023
RESEARCH QUESTION: Can a multi-modal fusion model based on ultrasound-based deep learning radiomics combined with clinical parameters provide personalized evaluation of endometrial receptivity and predict the occurrence of clinical pregnancy after fr...
Humans Pilot Projects Cohort Studies Embryo Transfer Pregnancy Prospective Studies Female Deep Learning Retrospective Studies
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Domain-guided data augmentation for deep learning on medical imaging.

PloS one Mar 23, 2023
While domain-specific data augmentation can be useful in training neural networks for medical imaging tasks, such techniques have not been widely used to date. Our objective was to test whether domain-specific data augmentation is useful for medical ...
Pregnancy Deep Learning Female Humans Radiography Neural Networks, Computer Ultrasonography, Prenatal
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Deep learning analysis of endometrial histology as a promising tool to predict the chance of pregnancy after frozen embryo transfers.

Journal of assisted reproduction and genetics Mar 2, 2023
PURPOSE: Endometrial histology on hematoxylin and eosin (H&E)-stained preparations provides information associated with receptivity. However, traditional histological examination by Noyes' dating method is of limited value as it is prone to subjectiv...
Endometrium Embryo Implantation Proof of Concept Study Embryo Transfer Humans Pregnancy Rate Female Retrospective Studies Pregnancy Outcome Deep Learning Pregnancy
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Prediction of gestational diabetes using deep learning and Bayesian optimization and traditional machine learning techniques.

Medical & biological engineering & computing Feb 27, 2023
The study aimed to develop a clinical diagnosis system to identify patients in the GD risk group and reduce unnecessary oral glucose tolerance test (OGTT) applications for pregnant women who are not in the GD risk group using deep learning algorithms...
Female Deep Learning Bayes Theorem Diabetes, Gestational Machine Learning Prospective Studies Pregnancy Humans
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Automatic placental and fetal volume estimation by a convolutional neural network.

Placenta Feb 27, 2023
INTRODUCTION: We aimed to develop an artificial intelligence (AI) deep learning algorithm to efficiently estimate placental and fetal volumes from magnetic resonance (MR) scans.
Placenta Humans Neural Networks, Computer Female Artificial Intelligence Image Processing, Computer-Assisted Algorithms Magnetic Resonance Imaging Pregnancy
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Human-guided deep learning with ante-hoc explainability by convolutional network from non-image data for pregnancy prognostication.

Neural networks : the official journal of the International Neural Network Society Feb 24, 2023
BACKGROUND AND OBJECTIVE: Deep learning is applied in medicine mostly due to its state-of-the-art performance for diagnostic imaging. Supervisory authorities also require the model to be explainable, but most explain the model after development (post...
Deep Learning Pregnancy Humans Female Neural Networks, Computer Databases, Factual
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