Automatic Classification of Intrapartal Fetal Heart-Rate Recordings – Can It Compete with Experts?

Author(s):  
Václav Chudáček ◽  
Jiří Spilka ◽  
Michal Huptych ◽  
George Georgoulas ◽  
Petr Janků ◽  
...  
2019 ◽  
Vol 6 (2) ◽  
pp. 1394-1401 ◽  
Author(s):  
Jianqiang Li ◽  
Zhuang-Zhuang Chen ◽  
Luxiang Huang ◽  
Min Fang ◽  
Bing Li ◽  
...  

Author(s):  
Bertha Guijarro-Berdiñas ◽  
Amparo Alonso-Betanzos ◽  
Oscar- Fontenla-Romero ◽  
Olga Garcia-Dans ◽  
Noelia Sánchez-Maroño

2010 ◽  
Vol 202 (3) ◽  
pp. 258.e1-258.e8 ◽  
Author(s):  
Colm Elliott ◽  
Philip A. Warrick ◽  
Ernest Graham ◽  
Emily F. Hamilton

2021 ◽  
pp. 339-344
Author(s):  
E. H. Hon ◽  
E. J. Quilligan

1969 ◽  
Vol 105 (6) ◽  
pp. 942-948 ◽  
Author(s):  
Carl Wood ◽  
Warwick Newman ◽  
Judith Lumley ◽  
Judith Hammond

2006 ◽  
Vol 15 (03) ◽  
pp. 411-432 ◽  
Author(s):  
GEORGE GEORGOULAS ◽  
CHRYSOSTOMOS STYLIOS ◽  
PETER GROUMPOS

Since the fetus is not available for direct observations, only indirect information can guide the obstetrician in charge. Electronic Fetal Monitoring (EFM) is widely used for assessing fetal well being. EFM involves detection of the Fetal Heart Rate (FHR) signal and the Uterine Activity (UA) signal. The most serious fetal incident is the hypoxic injury leading to cerebral palsy or even death, which is a condition that must be predicted and avoided. This research work proposes a new integrated method for feature extraction and classification of the FHR signal able to associate FHR with umbilical artery pH values at delivery. The proposed method introduces the use of the Discrete Wavelet Transform (DWT) to extract time-scale dependent features of the FHR signal and the use of Support Vector Machines (SVMs) for the categorization. The proposed methodology is tested on a data set of intrapartum recordings were the FHR categories are associated with umbilical artery pH values, This proposed approach achieved high overall classification performance proving its merits.


2020 ◽  
Vol 9 (1) ◽  
pp. 131
Author(s):  
Anna Różańska-Walędziak ◽  
Krzysztof Czajkowski ◽  
Maciej Walędziak ◽  
Justyna Teliga-Czajkowska

Introduction: The oxytocin challenge test (OCT) used to be one of the most important tools in assessing fetal well-being before ultrasonography became prevalent. We show that, after modifying the classification of the results and the intervention algorithm, OCT can still be a useful tool in present-day obstetrics. Material and methods: The study included 318 OCTs performed in patients admitted to our department from 2010 to 2012. A modified classification of test results was introduced, dividing the results in four groups: I-negative, II-positive, III-non-diagnostic and type IV (fetal tachycardia or increased variability). The purpose of the study was to evaluate the clinical significance of OCT in assessing intrauterinal fetal well-being and predicting the necessity for ending the pregnancy. Results: A significant difference (p < 0.001) in the delivery method and the indications for cesarean sections (CS) was found between negative and positive OCT results. CS indicated by an abnormal fetal heart rate (FHR) pattern had to be performed in 40% of cases with positive OCT results, having constituted 84.6% of all CSs in this group. After negative OCTs, 12.8% pregnancies were ended by CS from FHR indications (62.3% of all the indications). Conclusions: A positive OCT result can be a valuable predictor of an abnormal fetal heart rate pattern after the test and during the delivery, as well as a higher probability of a CS from cardiotocography (CTG) indications, with positive predictive value (PPV) 0.50 and negative predictive value (NPV) 0.85.


Sign in / Sign up

Export Citation Format

Share Document