Enhanced Classification Accuracy for Cardiotocogram Data with Ensemble Feature Selection and Classifier Ensemble [PDF]
In this paper ensemble learning based feature selection and classifier ensemble model is proposed to improve classification accuracy. The hypothesis is that good feature sets contain features that are highly correlated with the class from ensemble feature selection to SVM ensembles which can be achieved on the performance of classification accuracy ...
arxiv +1 more source
Cardiotocography Signal Abnormality Detection based on Deep Unsupervised Models [PDF]
Cardiotocography (CTG) is a key element when it comes to monitoring fetal well-being. Obstetricians use it to observe the fetal heart rate (FHR) and the uterine contraction (UC). The goal is to determine how the fetus reacts to the contraction and whether it is receiving adequate oxygen.
arxiv
Cardiotocography in the Prognosis of Perinatal Outcome [PDF]
The objective of the study was to examine whether cardiotocography can (CTG) predict asphyxia of the embryo, manifested as hypoxic-ischemic encephalopathy (HIE), and to what extent one can rely on CTG record.Retrospective research was carried out at the Clinic for Gynecology and Obstetrics UKC Tuzla and medical documentation from the history of mothers
Dzenita Ljuca+5 more
openaire +3 more sources
“Does Short-term variation in fetal heart rate predict fetal acidaemia?” A Systematic review and meta-analysis [PDF]
Objective: To evaluate the association of short-term variation (STV) of the fetal heart rate in predicting fetal acidaemia at birth. Methods: The search strategy employed searching of electronic databases (MEDLINE, Web of Science, Scopus, and Google ...
Altman DG.+7 more
core +1 more source
The impact of maternal touch of the abdomen on cardiotocography fetal patterns
Introduction Some studies suggest that maternal touch of the abdomen produces an increase in the number of movements of the fetus. However, the influence of maternal touch of the abdomen on fetal cardiotocography patterns has not been studied.
Alex S. Rolland Souza+8 more
doaj +1 more source
IntroductionPerinatal asphyxia is one of the most frequent causes of neonatal mortality, affecting approximately four million newborns worldwide each year and causing the death of one million individuals. One of the main reasons for these high incidences
Maria Ribeiro+8 more
doaj +1 more source
Intra-uterine fetal demise caused by amniotic band syndrome after standard amniocentesis [PDF]
The amniotic band syndrome represents a prime example of exogenous disruption of an otherwise normal feta I development. It may be a sequel of invasive diagnostic procedures such as amniocentesis or fetal blood sampling. A 38-year-old gravida II, para II
Bauerfeind, I.+4 more
core +1 more source
Fetal cardiotocography before and after water aerobics during pregnancy
Objective To evaluate the effect of moderate aerobic physical activity in water on fetal cardiotocography patterns in sedentary pregnant women. Method In a non-randomized controlled trial, 133 previously sedentary pregnant women participated in multiple ...
Silveira Carla+4 more
doaj +1 more source
Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph [PDF]
Cardiotocography (CTG) is the main tool used for fetal monitoring during labour. Interpretation of CTG requires dynamic pattern recognition in real time. It is recognised as a difficult task with high inter- and intra-observer disagreement. Machine learning has provided a viable path towards objective and reliable CTG assessment.
arxiv
Value of Non-Invasive Fetal Monitoring Techniques in Detection of Fetal Metabolic Acidemia at Birth
Objective. Purpose of the study was to evaluate the diagnostic accuracy of fetal pulse oximetry (FPO) and STanalysis of the fetal ECG (STAN) in prediction of fetal acidemia at birth. Methods.
Dokus K+4 more
doaj +1 more source