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Development of a Computerized Adaptive Test for Quantifying Chinese Medicine Syndrome of Myasthenia Gravis on Basis of Multidimensional Item Response Theory

机译:在多维物品响应理论基础上,在多维项目响应理论基础上进行量化中医综合征的计算机化自适应试验

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Background . Making comprehensive management of myasthenia gravis (MG) is a challenge in clinical practice due to heterogeneity and multiple comorbidities among patients. Aim . To develop an end-to-end instrument for individualized assessment of MG in the perspective of Chinese medicine (TCM) with the application of multidisciplinary quantification approaches. Methods . A self-administrated questionnaire was developed integrating typical symptoms of MG and spleen-kidney deficiency syndrome on basis of the conceptual framework of TCM. With data collected in a multicenter cross-sectional study, confirmatory factor analysis together with multidimensional item response theory (MIRT) was used for evaluating the psychometric property of the questionnaire. A computerized adaptive test was developed based on the MIRT model, and scores of syndrome factors were calculated in simulation. A logistics regression model was also estimated for evaluating the consistency between the quantitative result and the clinical diagnosis of syndrome from clinical practitioners. Result . With 337 patients enrolled and assessed, the 14-item questionnaire was evaluated to be with adequate validity and reliability (Cronbach’s alpha indices?=?0.87, AIC?=?195.827, BIC?=?348.631, CFI?=?0.921, RMR?=?0.006, GFI?=?0.954, RMSEA?=?0.048, and χ 2/df?=?1.782). With adequate factor loadings of symptoms on related syndrome factor, the instrument was evaluated with preliminary interpretation and was suitable for evaluating patients with moderate severity of the spleen and kidney deficiency syndrome. Conclusion . Setting typical symptoms of MG together with systemic discomforts in a computerized adaptive test on the basis of MIRT, this study proposed an innovative research paradigm for quantifying individual condition in the perspective of TCM with application of interdisciplinary approaches.
机译:背景 。综合治疗Myasthenia Gravis(MG)是由于患者之间的异质性和多种镰状分泌物的临床实践挑战。目的 。以多学科量化方法在中医(TCM)的角度下,开发锰的个性化评估的端到端仪表。方法 。在中医概念框架的基础上,开发了一种自我施用的调查问卷,其基于TCM的概念框架将典型的Mg和脾肾缺乏综合征症状。利用在多中心横截面研究中收集的数据,使用与多维物品响应理论(MIRT)一起进行的确认因子分析来评估问卷的心理学性质。基于MIRT模型开发了一种计算机化的自适应测试,并在模拟中计算了综合征因子的分数。还估计物流回归模型用于评估临床从业者的定量结果与综合征临床诊断的一致性。结果 。有337名患者注册和评估,评估了14项问卷,以充分的有效性和可靠性(Cronbach的alpha索引?=?0.87,AIC?=?195.827,BIC?=?348.631,CFI?=?0.921,RMR? =?0.006,GFI?=?0.954,RMSEA?=?0.048,和2 / DF?=?1.782)。通过对相关综合征因子的症状的足够因子载体,仪器被评估为初步解释,适用于评估脾肾缺乏综合征的中度严重程度的患者。结论 。该研究提出了一种在电脑适应性试验中与系统性不适的典型症状,本研究提出了一种创新的研究范式,用于在中医的角度下定量个体条件,应用跨学科方法。

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