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首页> 外文期刊>BioMed research international >A Novel Fuzzy Expert System for the Identification of Severity of Carpal Tunnel Syndrome
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A Novel Fuzzy Expert System for the Identification of Severity of Carpal Tunnel Syndrome

机译:腕管综合症严重程度鉴定的新型模糊专家系统

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摘要

The diagnosis of carpal tunnel syndrome, a peripheral nerve disorder, at the earliest possible stage is very crucial because if left untreated it may cause permanent nerve damage reducing the chances of successful treatment. Here a novel Fuzzy Expert System designed using MATLAB is proposed for identification of severity of CTS. The data used were the nerve conduction study data obtained from Kannur Medical College, India. It consists of thirteen input fields, which include the clinical values of the diagnostic test and the clinical symptoms, and the output field gives the disease severity. The results obtained match with the expert's opinion with 98.4% accuracy and high degrees of sensitivity and specificity. Since quantification of the intensity of CTS is a crucial step in the electrodiagnostic procedure and is important for defining prognosis and therapeutic measures, such an expert system can be of immense use in those regions where the service of such specialists may not be readily available. It may also prove useful in combination with other systems in providing diagnostic and predictive medical opinions and can add value if introduced into the routine clinical consultations to arrive at the most accurate medical diagnosis in a timely manner.
机译:尽早诊断腕管综合症是一种周围神经疾病,这一点至关重要,因为如果不及时治疗可能会造成永久性神经损伤,从而降低成功治疗的机会。在此,提出了一种使用MATLAB设计的新颖的模糊专家系统,用于识别CTS的严重性。使用的数据是从印度Kannur医学院获得的神经传导研究数据。它由13个输入字段组成,其中包括诊断测试的临床值和临床症状,输出字段给出疾病的严重程度。获得的结果与专家的意见相符,准确度高达98.4%,灵敏度和特异性很高。由于CTS强度的量化是电诊断程序中的关键步骤,对于定义预后和治疗措施很重要,因此,在可能无法轻易获得此类专家服务的那些地区,这种专家系统可能会大量使用。在提供诊断和预测医学意见时,它还可以与其他系统结合使用,如果将其引入例行临床会诊以及时获得最准确的医学诊断,则可以增加价值。

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