Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting

Aims: Since pattern classification of fetal heart rate (FHR) was subjective and enlarged interobserver difference, objective FHR analysis was achieved with computerized FHR diagnosis. Methods: The computer algorithm was composed of an experts’ knowledge system, including FHR analysis and FHR score c...

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Main Authors: Kazuo Maeda, Yasuaki Noguchi, Masaji Utsu, Takashi Nagassawa
Format: Article
Language:English
Published: MDPI AG 2015-06-01
Series:Algorithms
Subjects:
Online Access:http://www.mdpi.com/1999-4893/8/3/395
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spelling doaj-47d7db99df474ee399bd9b5ca7dff27e2020-11-25T01:29:28ZengMDPI AGAlgorithms1999-48932015-06-018339540610.3390/a8030395a8030395Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct ReportingKazuo Maeda0Yasuaki Noguchi1Masaji Utsu2Takashi Nagassawa3Department of Obstetrics and Gynecology (Emeritus), Tottori University Medical School, 3-125, Nadamachi, Yonago, Tottoriken 683-0835, JapanDepartment of Applied Physics, National Defence Academy, Yokosuka, 239-0811 JapanDepartment of Obstetrics and Gynecology, Seirei Mikatahara Hospital, Hamamatsu 433-8558, JapanDepartment of Information Technology, TOITU Ltd., Tokyo144-0033, JapanAims: Since pattern classification of fetal heart rate (FHR) was subjective and enlarged interobserver difference, objective FHR analysis was achieved with computerized FHR diagnosis. Methods: The computer algorithm was composed of an experts’ knowledge system, including FHR analysis and FHR score calculation, and also of an objective artificial neural network system with software. In addition, a FHR frequency spectrum was studied to detect ominous sinusoidal FHR and the loss of baseline variability related to fetal brain damage. The algorithms were installed in a central-computerized automatic FHR monitoring system, which gave the diagnosis rapidly and directly to the attending doctor. Results: Clinically perinatal mortality decreased significantly and no cerebral palsy developed after introduction of the centralized system. Conclusion: The automatic multichannel FHR monitoring system improved the monitoring, increased the objectivity of FHR diagnosis and promoted clinical results.http://www.mdpi.com/1999-4893/8/3/395fetusheart ratefetal movementexperts’ knowledge systemartificial neural network systemfrequency analysisalgorithm
collection DOAJ
language English
format Article
sources DOAJ
author Kazuo Maeda
Yasuaki Noguchi
Masaji Utsu
Takashi Nagassawa
spellingShingle Kazuo Maeda
Yasuaki Noguchi
Masaji Utsu
Takashi Nagassawa
Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
Algorithms
fetus
heart rate
fetal movement
experts’ knowledge system
artificial neural network system
frequency analysis
algorithm
author_facet Kazuo Maeda
Yasuaki Noguchi
Masaji Utsu
Takashi Nagassawa
author_sort Kazuo Maeda
title Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
title_short Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
title_full Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
title_fullStr Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
title_full_unstemmed Algorithms for Computerized Fetal Heart Rate Diagnosis with Direct Reporting
title_sort algorithms for computerized fetal heart rate diagnosis with direct reporting
publisher MDPI AG
series Algorithms
issn 1999-4893
publishDate 2015-06-01
description Aims: Since pattern classification of fetal heart rate (FHR) was subjective and enlarged interobserver difference, objective FHR analysis was achieved with computerized FHR diagnosis. Methods: The computer algorithm was composed of an experts’ knowledge system, including FHR analysis and FHR score calculation, and also of an objective artificial neural network system with software. In addition, a FHR frequency spectrum was studied to detect ominous sinusoidal FHR and the loss of baseline variability related to fetal brain damage. The algorithms were installed in a central-computerized automatic FHR monitoring system, which gave the diagnosis rapidly and directly to the attending doctor. Results: Clinically perinatal mortality decreased significantly and no cerebral palsy developed after introduction of the centralized system. Conclusion: The automatic multichannel FHR monitoring system improved the monitoring, increased the objectivity of FHR diagnosis and promoted clinical results.
topic fetus
heart rate
fetal movement
experts’ knowledge system
artificial neural network system
frequency analysis
algorithm
url http://www.mdpi.com/1999-4893/8/3/395
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AT takashinagassawa algorithmsforcomputerizedfetalheartratediagnosiswithdirectreporting
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