Towards deep phenotyping pregnancy: a systematic review on artificial intelligence and machine learning methods to improve pregnancy outcomes

Fertility preservation options for transgender individuals

(2020) Joshua Sterling et al.   Translational Andrology and Urology

Telehealth for High-Risk Pregnancies in the Setting of the COVID-19 Pandemic

(2020) Aleha Aziz et al.   AMERICAN JOURNAL OF PERINATOLOGY

Managing Diabetes in Pregnancy Before, During, and After COVID-19

(2020) Helen R. Murphy   Diabetes Technology & Therapeutics

Deep phenotyping: Embracing complexity and temporality—Towards scalability, portability, and interoperability

(2020) Chunhua Weng et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Applications of artificial neural networks in health care organizational decision-making: A scoping review

(2019) Nida Shahid et al.   PLoS One

Wearable Sensors Reveal Menses-driven Changes in Physiology and Enable Prediction of the Fertile Window: an Observational Study (Preprint)

(2019) Brianna Mae Goodale et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Use of artificial intelligence (AI) in the interpretation of intrapartum fetal heart rate (FHR) tracings: a systematic review and meta-analysis

(2019) Jacques Balayla et al.   ARCHIVES OF GYNECOLOGY AND OBSTETRICS

Exon level machine learning analyses elucidate novel candidate miRNA targets in an avian model of fetal alcohol spectrum disorder

(2019) Abrar E. Al-Shaer et al.   PLoS Computational Biology

Deep learning as a predictive tool for fetal heart pregnancy following time-lapse incubation and blastocyst transfer

(2019) D Tran et al.   HUMAN REPRODUCTION

Mobile technology in health (mHealth) and antenatal care–Searching for apps and available solutions: A systematic review

(2019) Samira M. Haddad et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Using artificial intelligence to reduce diagnostic workload without compromising detection of urinary tract infections

(2019) Ross J. Burton et al.   BMC Medical Informatics and Decision Making

A decision support system for predicting the treatment of ectopic pregnancies

(2019) Alberto De Ramón Fernández et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Anisotropic Material Characterization of Human Cervix Tissue Based on Indentation and Inverse Finite Element Analysis

(2019) Lei Shi et al.   JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME

Key challenges for delivering clinical impact with artificial intelligence

(2019) Christopher J. Kelly et al.   BMC Medicine

Prediction of fetal weight at varying gestational age in the absence of ultrasound examination using ensemble learning

(2019) Yu Lu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Integrating machine learning techniques and physiology based heart rate features for antepartum fetal monitoring

(2019) Maria G. Signorini et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Deep learning predicts extreme preterm birth from electronic health records

(2019) Cheng Gao et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Fetal health status prediction based on maternal clinical history using machine learning techniques

(2018) Akhan Akbulut et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Machine learning ensemble modelling to classify caesarean section and vaginal delivery types using Cardiotocography traces

(2018) Paul Fergus et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Evaluation of machine learning algorithms for improved risk assessment for Down's syndrome

(2018) Aki Koivu et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Family planning and contraception use in transgender men

(2018) Alexis Light et al.   CONTRACEPTION

3D Reconstruction in Canonical Co-ordinate Space from Arbitrarily Oriented 2D Images

(2018) Benjamin Hou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Computerized prediction system for the route of delivery (vaginal birth versus cesarean section)

(2018) Mehmet Sinan Beksac et al.   JOURNAL OF PERINATAL MEDICINE

Opportunities and obstacles for deep learning in biology and medicine

(2018) Travers Ching et al.   Journal of the Royal Society Interface

A metabolomics-based approach for non-invasive screening of fetal central nervous system anomalies

(2018) Jacopo Troisi et al.   Metabolomics

Two-stage approach for risk estimation of fetal trisomy 21 and other aneuploidies using computational intelligence systems

(2018) A. C. Neocleous et al.   ULTRASOUND IN OBSTETRICS & GYNECOLOGY

Averaged one-dependence estimators on edge devices for smart pregnancy data analysis

(2018) Mário W.L. Moreira et al.   COMPUTERS & ELECTRICAL ENGINEERING

Neuro-fuzzy model for HELLP syndrome prediction in mobile cloud computing environments

(2018) Mário W. L. Moreira et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Real-time Deep Pose Estimation with Geodesic Loss for Image-to-Template Rigid Registration

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

eDoctor: machine learning and the future of medicine

(2018) G. S. Handelman et al.   JOURNAL OF INTERNAL MEDICINE

Artificial intelligence assistance for fetal head biometry: Assessment of automated measurement software

(2018) G. Ambroise Grandjean et al.   Diagnostic and Interventional Imaging

Postnatal Gestational Age Estimation of Newborns using Small Sample Deep Learning

(2018) Mercedes Torres Torres et al.   IMAGE AND VISION COMPUTING

Social media mining for birth defects research: A rule-based, bootstrapping approach to collecting data for rare health-related events on Twitter

(2018) Ari Z. Klein et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Genome-wide maps of distal gene regulatory enhancers active in the human placenta

(2018) Joanna Zhang et al.   PLoS One

Improving the calling of non-invasive prenatal testing on 13-/18-/21-trisomy by support vector machine discrimination

(2018) Jianfeng Yang et al.   PLoS One

Artificial Intelligence and amniotic fluid multiomics analysis: The prediction of perinatal outcome in asymptomatic short cervix

(2018) Ray O. Bahado-Singh et al.   ULTRASOUND IN OBSTETRICS & GYNECOLOGY

Machine Learning for Fetal Growth Prediction

(2017) Ashley I. Naimi et al.   EPIDEMIOLOGY

A web-based clinical decision support system for gestational diabetes: Automatic diet prescription and detection of insulin needs

(2017) Estefanía Caballero-Ruiz et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Assessment of a personalized and distributed patient guidance system

(2017) Mor Peleg et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Spatiotemporal alignment of in utero BOLD-MRI series

(2017) Esra Abaci Turk et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Preterm labor and preterm birth

(2017) Cihat Sen   JOURNAL OF PERINATAL MEDICINE

Automated classification of eligibility criteria in clinical trials to facilitate patient-trial matching for specific patient populations

(2017) Kevin Zhang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Predicting congenital heart defects: A comparison of three data mining methods

(2017) Yanhong Luo et al.   PLoS One

The clinical utility of genome-wide non invasive prenatal screening

(2017) Francesco Fiorentino et al.   PRENATAL DIAGNOSIS

From erasure to opportunity: a qualitative study of the experiences of transgender men around pregnancy and recommendations for providers

(2017) Alexis Hoffkling et al.   BMC Pregnancy and Childbirth

Expect With Me: development and evaluation design for an innovative model of group prenatal care to improve perinatal outcomes

(2017) Shayna D. Cunningham et al.   BMC Pregnancy and Childbirth

The role of a decision-support smartphone application in enhancing community health volunteers’ effectiveness to improve maternal and newborn outcomes in Nairobi, Kenya: quasi-experimental research protocol

(2017) Pauline Bakibinga et al.   BMJ Open

Discriminating Pregnancy and Labour in Electrohysterogram by Sample Entropy and Support Vector Machine

(2017) Lili Chen et al.   Journal of Medical Imaging and Health Informatics

Intelligent Noninvasive Diagnosis of Aneuploidy: Raw Values and Highly Imbalanced Dataset

(2017) Andreas C. Neocleous et al.   IEEE Journal of Biomedical and Health Informatics

Evolutionary radial basis function network for gestational diabetes data analytics

(2017) Mário W.L. Moreira et al.   Journal of Computational Science

Fuzzy Analysis of Delivery Outcome Attributes for Improving the Automated Fetal State Assessment

(2016) Robert Czabanski et al.   APPLIED ARTIFICIAL INTELLIGENCE

Future perspectives in intrapartum fetal surveillance

(2016) Lawrence D. Devoe   BEST PRACTICE & RESEARCH CLINICAL OBSTETRICS & GYNAECOLOGY

Continuum of Care Services for Maternal and Child Health using mobile technology – a health system strengthening strategy in low and middle income countries

(2016) Ramkrishnan Balakrishnan et al.   BMC Medical Informatics and Decision Making

Etiopathogenesis, prediction, and prevention of preeclampsia

(2016) P. J. Correa et al.   HYPERTENSION IN PREGNANCY

Usability and feasibility of a mobile health system to provide comprehensive antenatal care in low-income countries: PANDA mHealth pilot study in Madagascar

(2016) Anne Caroline Benski et al.   JOURNAL OF TELEMEDICINE AND TELECARE

Calibrating random forests for probability estimation

(2016) Theresa Dankowski et al.   STATISTICS IN MEDICINE

Transmasculine individuals’ experiences with lactation, chestfeeding, and gender identity: a qualitative study

(2016) Trevor MacDonald et al.   BMC Pregnancy and Childbirth

First Trimester Noninvasive Prenatal Diagnosis: A Computational Intelligence Approach

(2016) Andreas C. Neocleous et al.   IEEE Journal of Biomedical and Health Informatics

Classification of the cardiotocogram data for anticipation of fetal risks using machine learning techniques

(2015) Hakan Sahin et al.   APPLIED SOFT COMPUTING

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

Automatic Identification of Web-Based Risk Markers for Health Events

(2015) Elad Yom-Tov et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Fetal Thymus Volume Estimation by Virtual Organ Computer-Aided Analysis in Normal Pregnancies

(2015) Claudia Re et al.   JOURNAL OF ULTRASOUND IN MEDICINE

Learning-based prediction of gestational age from ultrasound images of the fetal brain

(2015) Ana I.L. Namburete et al.   MEDICAL IMAGE ANALYSIS

Bayes' theorem

(2015) Jorge López Puga et al.   NATURE METHODS

The placenta: a multifaceted, transient organ

(2015) G. J. Burton et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Discriminative Learning for Automatic Staging of Placental Maturity via Multi-layer Fisher Vector

(2015) Baiying Lei et al.   Scientific Reports

Usability and Feasibility of PIERS on the Move: An mHealth App for Pre-Eclampsia Triage

(2015) Joanne Lim et al.   JMIR mHealth and uHealth

Principal component analysis

(2014) Rasmus Bro et al.   Analytical Methods

NICeSim: An open-source simulator based on machine learning techniques to support medical research on prenatal and perinatal care decision making

(2014) Fabio Ribeiro Cerqueira et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A System for Counting Fetal and Maternal Red Blood Cells

(2014) Ji Ge et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Predictive Modeling of Implantation Outcome in an In Vitro Fertilization Setting

(2014) Asli Uyar et al.   MEDICAL DECISION MAKING

Transgender Men Who Experienced Pregnancy After Female-to-Male Gender Transitioning

(2014) Alexis D. Light et al.   OBSTETRICS AND GYNECOLOGY

Fetal QRS extraction from abdominal recordings via model-based signal processing and intelligent signal merging

(2014) Masoumeh Haghpanahi et al.   PHYSIOLOGICAL MEASUREMENT

An efficient unsupervised fetal QRS complex detection from abdominal maternal ECG

(2014) M Varanini et al.   PHYSIOLOGICAL MEASUREMENT

Twitter: A Good Place to Detect Health Conditions

(2014) Víctor M. Prieto et al.   PLoS One

High resolution non-invasive detection of a fetal microdeletion using the GCREM algorithm

(2014) Tianjiao Chu et al.   PRENATAL DIAGNOSIS

Postpartum Depression: Current Status and Future Directions

(2013) Michael W. O'Hara et al.   Annual Review of Clinical Psychology

New insights into mechanisms behind miscarriage

(2013) Elisabeth Clare Larsen et al.   BMC Medicine

Integrating multiple ‘omics’ analyses identifies serological protein biomarkers for preeclampsia

(2013) Linda Y Liu et al.   BMC Medicine

Comparison of Different EHG Feature Selection Methods for the Detection of Preterm Labor

(2013) D. Alamedine et al.   Computational and Mathematical Methods in Medicine

Contemporary Women’s Adaptation to Motherhood

(2013) Cynthia Aber et al.   NURSING SCIENCE QUARTERLY

Prediction of Preterm Deliveries from EHG Signals Using Machine Learning

(2013) Paul Fergus et al.   PLoS One

Selection of the Sub-noise Gain Level for Acquisition of VOCAL Data Sets: A Reliability Study

(2013) Jennifer Sanderson et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Fetal Intelligent Navigation Echocardiography (FINE): a novel method for rapid, simple, and automatic examination of the fetal heart

(2013) Lami Yeo et al.   ULTRASOUND IN OBSTETRICS & GYNECOLOGY

Early prediction of macrosomia based on an analysis of second trimester amniotic fluid by capillary electrophoresis

(2012) Michel R Boisvert et al.   Biomarkers in Medicine

Deep phenotyping for precision medicine

(2012) Peter N. Robinson   HUMAN MUTATION

Variation in Stability of Endogenous Reference Genes in Fallopian Tubes and Endometrium from Healthy and Ectopic Pregnant Women

(2012) Alpha K. Gebeh et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

The search for biomarkers of human embryo developmental potential in IVF: a comprehensive proteomic approach

(2012) J. Nyalwidhe et al.   MOLECULAR HUMAN REPRODUCTION

Screening and outcome of chromosomal abnormalities other than trisomy 21 in Northern Finland

(2011) JAANA MARTTALA et al.   ACTA OBSTETRICIA ET GYNECOLOGICA SCANDINAVICA

Artificial neural network for normal, hypertensive, and preeclamptic pregnancy classification using maternal heart rate variability indexes

(2011) Eduardo Tejera et al.   Journal of Maternal-Fetal & Neonatal Medicine

Performance adjusted risks: a method to improve the quality of algorithm performance while allowing all to play

(2011) Mark I. Evans et al.   PRENATAL DIAGNOSIS

Data clustering: 50 years beyond K-means

(2009) Anil K. Jain   PATTERN RECOGNITION LETTERS

The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration

(2009) Alessandro Liberati et al.   PLOS MEDICINE

Bayesian classification for the selection of in vitro human embryos using morphological and clinical data

(2008) Dinora Araceli Morales et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Screening for trisomies 21, 18 and 13 by maternal age, fetal nuchal translucency, fetal heart rate, free  -hCG and pregnancy-associated plasma protein-A

(2008) K. O. Kagan et al.   HUMAN REPRODUCTION

Ridge Extraction From the Time–frequency Representation (TFR) of Signals Based on an Image Processing Approach: Application to the Analysis of Uterine Electromyogram AR TFR

(2008) J. Terrien et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Detection of Uterine MMG Contractions Using a Multiple Change Point Estimator and the K-Means Cluster Algorithm

(2008) Patricio S. La Rosa et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Fetal Weight Estimation Using the Evolutionary Fuzzy Support Vector Regression for Low-Birth-Weight Fetuses

(2008) Jinhua Yu et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE