Computerized cardiotocography analysis during labor–A state‐of‐the‐art review

I Ben M'Barek, G Jauvion… - Acta Obstetricia et …, 2023 - Wiley Online Library
Cardiotocography is defined as the recording of fetal heart rate and uterine contractions and
is widely used during labor as a screening tool to determine fetal wellbeing. The visual …

Computerised cardiotocography analysis for the automated detection of fetal compromise during labour: a review

L Mendis, M Palaniswami, F Brownfoot, E Keenan - Bioengineering, 2023 - mdpi.com
The measurement and analysis of fetal heart rate (FHR) and uterine contraction (UC)
patterns, known as cardiotocography (CTG), is a key technology for detecting fetal …

Multimodal convolutional neural networks to detect fetal compromise during labor and delivery

A Petrozziello, CWG Redman, AT Papageorghiou… - IEEE …, 2019 - ieeexplore.ieee.org
The gold standard to assess whether a baby is at risk of oxygen deprivation during
childbirth, is monitoring continuously the fetal heart rate with cardiotocography (CTG). The …

Impact of Cross-validation on Machine Learning models for early detection of intrauterine fetal demise

J Kaliappan, AR Bagepalli, S Almal, R Mishra, YC Hu… - Diagnostics, 2023 - mdpi.com
Intrauterine fetal demise in women during pregnancy is a major contributing factor in
prenatal mortality and is a major global issue in develo** and underdeveloped countries …

Computer‐based intrapartum fetal monitoring and beyond: A review of the 2nd Workshop on Signal Processing and Monitoring in Labor (October 2017, Oxford, UK)

A Georgieva, P Abry, V Chudáček… - Acta obstetricia et …, 2019 - Wiley Online Library
Abstract The second Signal Processing and Monitoring in Labor workshop gathered
researchers who utilize promising new research strategies and initiatives to tackle the …

DeepCTG® 1.0: an interpretable model to detect fetal hypoxia from cardiotocography data during labor and delivery

I Ben M'Barek, G Jauvion, J Vitrou, E Holmström… - Frontiers in …, 2023 - frontiersin.org
Introduction Cardiotocography, which consists in monitoring the fetal heart rate as well as
uterine activity, is widely used in clinical practice to assess fetal wellbeing during labor and …

AI-driven paradigm shift in computerized cardiotocography analysis: A systematic review and promising directions

W ** review
F Francis, S Luz, H Wu, SJ Stock… - Computers in Biology and …, 2024 - Elsevier
Introduction Uterine contractions during labour constrict maternal blood flow and oxygen
delivery to the develo** baby, causing transient hypoxia. While most babies are …

Rapid detection of fetal compromise using input length invariant deep learning on fetal heart rate signals

L Mendis, M Palaniswami, E Keenan, F Brownfoot - Scientific Reports, 2024 - nature.com
Standard clinical practice to assess fetal well-being during labour utilises monitoring of the
fetal heart rate (FHR) using cardiotocography. However, visual evaluation of FHR signals …

[HTML][HTML] DeepCTG® 2.0: Development and validation of a deep learning model to detect neonatal acidemia from cardiotocography during labor

IB M'Barek, G Jauvion, J Merrer, M Koskas… - Computers in Biology …, 2025 - Elsevier
Cardiotocography (CTG) is the main tool available to detect neonatal acidemia during
delivery. Presently, obstetricians and midwives primarily rely on visual interpretation, leading …