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使用神经网络解读多普勒血流速度波形。

Interpretation of Doppler blood flow velocity waveforms using neural networks.

作者信息

Baykal N, Reggia J A, Yalabik N, Erkmen A, Beksac M S

机构信息

Dept. of Computer Science, University of Maryland, College Park 20742.

出版信息

Proc Annu Symp Comput Appl Med Care. 1994:865-9.

PMID:7950048
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2247921/
Abstract

Doppler umbilical artery blood flow velocity waveform measurement is used in perinatal surveillance for the evaluation of pregnancy status. There is an ongoing debate on the predictive value of Doppler measurements concerning the critical effect of the selection of parameters for the evaluation of Doppler output. In this paper, we describe how neural network methods can be used both to discover relevant classification features and subsequently to classify patients. Classification accuracy varied from 92-99% correct.

摘要

多普勒脐动脉血流速度波形测量用于围产期监测以评估妊娠状态。关于多普勒测量的预测价值,围绕用于评估多普勒输出的参数选择的关键影响存在持续的争论。在本文中,我们描述了神经网络方法如何既能用于发现相关分类特征,又能随后对患者进行分类。分类准确率在92%至99%之间。

相似文献

1
Interpretation of Doppler blood flow velocity waveforms using neural networks.使用神经网络解读多普勒血流速度波形。
Proc Annu Symp Comput Appl Med Care. 1994:865-9.
2
Feature discovery and classification of Doppler umbilical artery blood flow velocity waveforms.
Comput Biol Med. 1996 Nov;26(6):451-62. doi: 10.1016/s0010-4825(96)00018-2.
3
A computerized diagnostic system for the interpretation of umbilical artery blood flow velocity waveforms.一种用于解读脐动脉血流速度波形的计算机化诊断系统。
Eur J Obstet Gynecol Reprod Biol. 1996 Jan;64(1):37-42. doi: 10.1016/0301-2115(95)02256-2.
4
[Clinical evaluation of fetal blood flow velocity in cerebral artery and umbilical artery by color Doppler imaging].
Zhonghua Fu Chan Ke Za Zhi. 1993 Jul;28(7):395-6, 440-1.
5
Doppler flow velocimetry of the umbilical artery, uteroplacental arteries and fetal middle cerebral artery in prolonged pregnancy.过期妊娠时脐动脉、子宫胎盘动脉及胎儿大脑中动脉的多普勒血流测速
Ultrasound Obstet Gynecol. 1995 Mar;5(3):189-97. doi: 10.1046/j.1469-0705.1995.05030189.x.
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Umbilical artery Doppler velocimetry waveform abnormality in fetal gastroschisis.胎儿腹裂脐动脉多普勒测速波形异常
Ultrasound Obstet Gynecol. 1997 Nov;10(5):356-8. doi: 10.1046/j.1469-0705.1997.10050356.x.
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Uteroplacental Doppler flow velocity waveform analysis correlates poorly with glycemic control in diabetic pregnant women.子宫胎盘多普勒血流速度波形分析与糖尿病孕妇的血糖控制相关性较差。
Am J Perinatol. 1991 Jul;8(4):273-7. doi: 10.1055/s-2007-999395.
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Fetal renal artery and umbilical artery Doppler flow and fetal urine output.胎儿肾动脉和脐动脉多普勒血流及胎儿尿量
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Significance of an absent or reversed end-diastolic flow velocity in Doppler umbilical artery waveforms.多普勒脐动脉波形中舒张末期血流速度缺失或反向的意义。
J Med Assoc Thai. 1994 Feb;77(2):81-6.
10
The influence of the site of Doppler recording on umbilical artery pulsatility index during the first trimester.孕早期多普勒记录部位对脐动脉搏动指数的影响。
Ultrasound Obstet Gynecol. 1995 May;5(5):325-7. doi: 10.1046/j.1469-0705.1995.05050325.x.

引用本文的文献

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Evolving the Era of 5D Ultrasound? A Systematic Literature Review on the Applications for Artificial Intelligence Ultrasound Imaging in Obstetrics and Gynecology.开启5D超声时代?关于人工智能超声成像在妇产科应用的系统文献综述
J Clin Med. 2023 Oct 29;12(21):6833. doi: 10.3390/jcm12216833.

本文引用的文献

1
Umbilical velocity wave ratios in human pregnancy.
Am J Obstet Gynecol. 1984 Apr 1;148(7):985-90. doi: 10.1016/0002-9378(84)90541-6.
2
Fetal umbilical artery flow velocity waveforms and placental resistance: clinical significance.
Br J Obstet Gynaecol. 1985 Jan;92(1):23-30. doi: 10.1111/j.1471-0528.1985.tb01044.x.
3
Prenatal surveillance using nonstress testing and Doppler velocimetry.采用无应激试验和多普勒血流测定法进行产前监测。
Obstet Gynecol. 1988 Feb;71(2):184-7.
4
Cerebral and umbilical arterial blood flow velocity waveforms in normal and growth-retarded pregnancies.
Obstet Gynecol. 1987 May;69(5):705-9.
5
Doppler ultrasound waveforms in the fetal umbilical artery: quantitative analysis technique.胎儿脐动脉的多普勒超声波形:定量分析技术
Ultrasound Med Biol. 1985 Sep-Oct;11(5):707-18. doi: 10.1016/0301-5629(85)90104-8.
6
Characteristics of the umbilical artery velocity waveform as function of measurement site.作为测量部位函数的脐动脉速度波形特征。
Gynecol Obstet Invest. 1990;30(4):212-6. doi: 10.1159/000293272.