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FASD 患儿脑电图信号分析的初步研究——朴素贝叶斯分类器的实现。

Pilot Study on Analysis of Electroencephalography Signals from Children with FASD with the Implementation of Naive Bayesian Classifiers.

机构信息

St. Louis Children Hospital, 31-503 Krakow, Poland.

Department of Pathophysiology, Jagiellonian University in Krakow-Collegium Medicum, 31-121 Krakow, Poland.

出版信息

Sensors (Basel). 2021 Dec 24;22(1):103. doi: 10.3390/s22010103.

DOI:10.3390/s22010103
PMID:35009650
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8747358/
Abstract

In this paper Naive Bayesian classifiers were applied for the purpose of differentiation between the EEG signals recorded from children with Fetal Alcohol Syndrome Disorders (FASD) and healthy ones. This work also provides a brief introduction to the FASD itself, explaining the social, economic and genetic reasons for the FASD occurrence. The obtained results were good and promising and indicate that EEG recordings can be a helpful tool for potential diagnostics of FASDs children affected with it, in particular those with invisible physical signs of these spectrum disorders.

摘要

本文应用朴素贝叶斯分类器对胎儿酒精谱系障碍(FASD)儿童和健康儿童的脑电图信号进行区分。本文还简要介绍了 FASD 本身,解释了 FASD 发生的社会、经济和遗传原因。研究结果良好且有前景,表明脑电图记录可能有助于对受影响的 FASD 儿童进行潜在诊断,特别是那些具有这些谱系障碍的无形身体迹象的儿童。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/8f17b3a1f286/sensors-22-00103-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/3244e701f96d/sensors-22-00103-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/f93a49c36877/sensors-22-00103-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/b74ca5650bf2/sensors-22-00103-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/2eba28d955c6/sensors-22-00103-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/5d26ab93392a/sensors-22-00103-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/428347746a39/sensors-22-00103-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/8f17b3a1f286/sensors-22-00103-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/3244e701f96d/sensors-22-00103-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/f93a49c36877/sensors-22-00103-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/b74ca5650bf2/sensors-22-00103-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/2eba28d955c6/sensors-22-00103-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/5d26ab93392a/sensors-22-00103-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/428347746a39/sensors-22-00103-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd2f/8747358/8f17b3a1f286/sensors-22-00103-g007.jpg

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Diagnosis of Fetal Alcohol Spectrum Disorders (FASDs): Guidelines of Interdisciplinary Group of Polish Professionals.胎儿酒精谱系障碍(FASD)的诊断:波兰专业跨学科组指南。
Int J Environ Res Public Health. 2021 Jul 15;18(14):7526. doi: 10.3390/ijerph18147526.
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Comparing outcomes of children and youth with fetal alcohol spectrum disorder (FASD) in the child welfare system to those in other living situations in Canada: Results from the Canadian National FASD Database.
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Association Between Prenatal Exposure to Alcohol and Tobacco and Neonatal Brain Activity: Results From the Safe Passage Study.产前暴露于酒精和烟草与新生儿脑活动的关联:安全通道研究的结果。
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A Review on Machine Learning for EEG Signal Processing in Bioengineering.机器学习在生物工程中脑电信号处理的综述
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