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Back propagation artificial neural network for community Alzheimer's disease screening in China

机译:反向传播人工神经网络用于中国社区阿尔茨海默氏病筛查

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摘要

Alzheimer's disease patients diagnosed with the Chinese Classification of Mental Disorders diagnostic criteria were selected from the community through on-site sampling. Levels of macro and trace elements were measured in blood samples using an atomic absorption method, and neurotransmitters were measured using a radioimmunoassay method. SPSS 13.0 was used to establish a database, and a back propagation artificial neural network for Alzheimer's disease prediction was simulated using Clementine 12.0 software. With scores of activities of daily living, creatinine, 5-hydroxytryptamine, age, dopamine and aluminum as input variables, the results revealed that the area under the curve in our back propagation artificial neural network was 0.929 accuracy was 92.50%. The findings indicated that the results of back propagation artificial neural network established based on the above six variables were satisfactory for screening and diagnosis of Alzheimer's disease in patients selected from the community.
机译:通过现场抽样从社区中选出诊断出患有中国精神疾病分类诊断标准的阿尔茨海默病患者。使用原子吸收法测量血液样本中的宏量和微量元素水平,并使用放射免疫测定法测量神经递质。使用SPSS 13.0建立数据库,并使用Clementine 12.0软件模拟用于阿尔茨海默氏病预测的反向传播人工神经网络。以日常生活活动,肌酐,5-羟色胺,年龄,多巴胺和铝的活动分数作为输入变量,结果表明,在我们的反向传播人工神经网络中,曲线下面积为0.929,准确度为92.50%。研究结果表明,基于上述六个变量建立的反向传播人工神经网络的结果对于筛选和诊断社区中的阿尔茨海默氏病是令人满意的。

著录项

  • 来源
    《中国神经再生研究(英文版)》 |2013年第3期|270-276|共7页
  • 作者单位

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Chemistry, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Psychosomatic Medicine, First Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

    Department of Epidemiology, Public Health Institute, Nanchang University, Nanchang 330006, Jiangxi Province, China;

  • 收录信息 中国科学引文数据库(CSCD);中国科技论文与引文数据库(CSTPCD);
  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类
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  • 入库时间 2022-08-19 03:44:38
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