An exploratory approach to fetal heart rate-pH-based systems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F21%3A00344052" target="_blank" >RIV/68407700:21730/21:00344052 - isvavai.cz</a>
Result on the web
<a href="https://doi.org/10.1007/s11760-020-01727-y" target="_blank" >https://doi.org/10.1007/s11760-020-01727-y</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/s11760-020-01727-y" target="_blank" >10.1007/s11760-020-01727-y</a>
Alternative languages
Result language
angličtina
Original language name
An exploratory approach to fetal heart rate-pH-based systems
Original language description
This paper presents an exploratory approach of the fetal heart rate (FHR) analysis, aiming to highlight potential limitations of the current predictive modeling attempts. To do so, a set of features that are usually encountered in FHR analysis as well as features extracted using a variant of symbolic aggregate approximation were projected onto a lower-dimensional space where patterns can easily be discerned. The results show, both in a qualitative and a quantitative manner, that there is high overlap between the classes that are formed using solely the umbilical cord pH information, irrespective of the selected dimensionality reduction method. These findings suggest that there is probably a limit to the performance expectation of the current pH-based systems and that alternative approaches should be also pursued to enhance the utility of computer-based decision support technologies.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
SIGNAL IMAGE AND VIDEO PROCESSING
ISSN
1863-1703
e-ISSN
1863-1711
Volume of the periodical
15
Issue of the periodical within the volume
1
Country of publishing house
GB - UNITED KINGDOM
Number of pages
9
Pages from-to
43-51
UT code for WoS article
000542112800001
EID of the result in the Scopus database
2-s2.0-85086792203