AIMC Topic: Pregnancy

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Application of Machine Learning to Prediction of Surgical Site Infection.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2019
Surgical site infections are an important health concern, particularly in low-resource areas, where there is poor access to clinical facilities or trained clinical staff. As an application of machine learning, we present results from a study conducte...
Forecasting Pregnancy Female Cesarean Section Humans Machine Learning Surgical Wound Infection Sensitivity and Specificity Logistic Models Support Vector Machine
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Artificial intelligence: its applications in reproductive medicine and the assisted reproductive technologies.

Fertility and sterility Jul 1, 2019
Humans Artificial Intelligence Pregnancy Infertility Fertility Reproductive Medicine Therapy, Computer-Assisted Female Reproductive Techniques, Assisted Male Treatment Outcome
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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 ...
Ultrasonography Pregnancy Outcome Proteomics Cervix Uteri Adult Sensitivity and Specificity Adolescent Amniotic Fluid Humans Intensive Care Units, Neonatal Artificial Intelligence Amniocentesis Cervical Length Measurement Female Metabolomics Young Adult Predictive Value of Tests Retrospective Studies Pregnancy Trimester, Second Pregnancy
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Deep learning as a predictive tool for fetal heart pregnancy following time-lapse incubation and blastocyst transfer.

Human reproduction (Oxford, England) Jun 4, 2019
STUDY QUESTION: Can a deep learning model predict the probability of pregnancy with fetal heart (FH) from time-lapse videos?
Fetal Heart Embryo Transfer Pregnancy Rate Retrospective Studies Treatment Outcome Pregnancy Middle Aged Female Time-Lapse Imaging Humans Embryo Implantation Deep Learning ROC Curve Young Adult Infertility Prospective Studies Predictive Value of Tests Image Processing, Computer-Assisted Adult
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[Updated application of artificial intelligence in reproductive medicine].

Zhonghua nan ke xue = National journal of andrology Apr 1, 2019
With the rapid development of precision medicine and big data application, artificial intelligence (AI) has become a frontier technology in medical research. AI can be applied to the clinical diagnosis and treatment of reproductive diseases, predicti...
Reproductive Medicine Female Humans Biomedical Research Artificial Intelligence Pregnancy Outcome Pregnancy
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From artefactual to artificial intelligence-meeting the needs of ART patients and practitioners.

Journal of assisted reproduction and genetics Sep 1, 2018
Artifacts Reproductive Techniques, Assisted Infertility Humans Pregnancy Artificial Intelligence Female
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Deep Learning for Continuous Electronic Fetal Monitoring in Labor.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2018
Continuous electronic fetal monitoring (EFM) is used worldwide to visually assess whether a fetus is exhibiting signs of distress during labor, and may benefit from an emergency operative delivery (e.g. Cesarean section). Previously, computerized EFM...
Cardiotocography Humans Neural Networks, Computer Labor, Obstetric Pregnancy Female Deep Learning Fetal Distress
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Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound Using Fully Convolutional Neural Networks.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2018
Measurement of head biometrics from fetal ultrasonography images is of key importance in monitoring the healthy development of fetuses. However, the accurate measurement of relevant anatomical structures is subject to large inter-observer variability...
Ultrasonography, Prenatal Cephalometry Head Biometry Neural Networks, Computer Humans Pregnancy Female
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Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning.

IEEE transactions on medical imaging Jul 1, 2018
Convolutional neural networks (CNNs) have achieved state-of-the-art performance for automatic medical image segmentation. However, they have not demonstrated sufficiently accurate and robust results for clinical use. In addition, they are limited by ...
Humans Image Interpretation, Computer-Assisted Brain Fetus Pregnancy Deep Learning Female Prenatal Diagnosis Magnetic Resonance Imaging Brain Neoplasms
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Machine Learning for Fetal Growth Prediction.

Epidemiology (Cambridge, Mass.) Mar 1, 2018
Birthweight is often used as a proxy for fetal weight. Problems with this practice have recently been brought to light. We explore whether data available at birth can be used to predict estimated fetal weight using linear and quantile regression, ran...
Fetal Weight Pregnancy Trimesters Humans Adult Machine Learning Regression Analysis Algorithms Fetal Development Databases, Factual Pregnancy Female
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