Combining latent class analysis labeling with multiclass approach for fetal heart rate categorization

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F15%3A00239722" target="_blank" >RIV/68407700:21730/15:00239722 - isvavai.cz</a>
Result on the web
<a href="http://iopscience.iop.org/article/10.1088/0967-3334/36/5/1001" target="_blank" >http://iopscience.iop.org/article/10.1088/0967-3334/36/5/1001</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1088/0967-3334/36/5/1001" target="_blank" >10.1088/0967-3334/36/5/1001</a>

Result language
angličtina
Original language name
Combining latent class analysis labeling with multiclass approach for fetal heart rate categorization
Original language description
The most common approach to assess fetal well-being during delivery is monitoring of fetal heart rate and uterine contractions-the cardiotocogram (CTG). Nevertheless, 40 years since the introduction of CTG to clinical practice, its evaluation is still challenging with high inter-and intra-observer variability. Therefore the development of more objective methods has become an issue of major importance in the field. Unlike the usually proposed approaches to assign classes for classification methods that rely either on biochemical parameters (e.g. pH value) or a simple aggregation of expert judgment, this work investigates the use of an alternative labeling system using latent class analysis (LCA) along with an ordinal classification scheme. The study isperformed on a well-documented open-access database, where nine expert obstetricians provided CTG annotations. The LCA is proposed here to produce more objective class labels while the ordinal classification aims to explore the natural or
Czech name
—
Czech description
—

Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
JC - Computer hardware and software
OECD FORD branch
—

Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Similar results(10)