Towards an automated approach for health status evaluation of patients with Juvenile Idiopathic Arthritis

Amr M. T. Ali-Eldin, E. Hafez, R. Helal
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Abstract

Juvenile Idiopathic Arthritis (JIA) is a chronic inflammatory rheumatic disease that leads to disabled children with deformed joints and chronic pains. Since, the use of the traditional scores that evaluate quality of life of JIA patients are time consuming and usually not either accurate nor easy to apply, there is a great need to generate a new, easy and effective way to evaluate the health status scores autonomously. In this study, an automated approach is proposed for modelling the relationship between health status of patients with JIA and a number of influencing factors using Neuro-fuzzy algorithms. The approach was applied on data collected from 128 patients with JIA. The proposed model was verified using statistical analysis. Further, results obtained from the Neuro-fuzzy system were found very promising.
对青少年特发性关节炎患者健康状况评估的自动化方法
青少年特发性关节炎(JIA)是一种慢性炎症性风湿病,导致残疾儿童关节变形和慢性疼痛。由于使用传统的评估JIA患者生活质量的评分方法耗时长,而且往往不准确,也不容易应用,因此迫切需要一种新的、简单有效的方法来自主评估JIA患者的健康状况评分。在这项研究中,提出了一种自动化的方法来建模JIA患者的健康状况与许多影响因素之间的关系,使用神经模糊算法。该方法应用于128例JIA患者的数据。采用统计分析对模型进行了验证。此外,从神经模糊系统得到的结果被发现是非常有希望的。
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