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Applying Computerized Adaptive Testing to the Four-Dimensional Symptom Questionnaire (4DSQ): A Simulation Study

机译:将计算机自适应测试应用于四维症状问卷(4DSQ):模拟研究

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Background Efficient screening questionnaires are useful in general practice. Computerized adaptive testing (CAT) is a method to improve the efficiency of questionnaires, as only the items that are particularly informative for a certain responder are dynamically selected. Objective The objective of this study was to test whether CAT could improve the efficiency of the Four-Dimensional Symptom Questionnaire (4DSQ), a frequently used self-report questionnaire designed to assess common psychosocial problems in general practice. Methods A simulation study was conducted using a sample of Dutch patients visiting a general practitioner (GP) with psychological problems (n=379). Responders completed a paper-and-pencil version of the 50-item 4DSQ and a psychometric evaluation was performed to check if the data agreed with item response theory (IRT) assumptions. Next, a CAT simulation was performed for each of the four 4DSQ scales (distress, depression, anxiety, and somatization), based on the given responses as if they had been collected through CAT. The following two stopping rules were applied for the administration of items: (1) stop if measurement precision is below a predefined level, or (2) stop if more than half of the items of the subscale are administered. Results In general, the items of each of the four scales agreed with IRT assumptions. Application of the first stopping rule reduced the length of the questionnaire by 38% (from 50 to 31 items on average). When the second stopping rule was also applied, the total number of items could be reduced by 56% (from 50 to 22 items on average). Conclusions CAT seems useful for improving the efficiency of the 4DSQ by 56% without losing a considerable amount of measurement precision. The CAT version of the 4DSQ may be useful as part of an online assessment to investigate the severity of mental health problems of patients visiting a GP. This simulation study is the first step needed for the development a CAT version of the 4DSQ. A CAT version of the 4DSQ could be of high value for Dutch GPs since increasing numbers of patients with mental health problems are visiting the general practice. In further research, the results of a real-time CAT should be compared with the results of the administration of the full scale.
机译:背景高效的筛选调查表在一般实践中很有用。计算机自适应测试(CAT)是一种提高问卷效率的方法,因为仅动态选择对特定响应者特别有用的项目。目的这项研究的目的是测试CAT是否可以提高“四维度症状问卷”(4DSQ)的效率,该问卷是一种用来评估一般实践中常见的社会心理问题的常用自我报告调查表。方法使用访问有心理问题的全科医生(GP)的荷兰患者样本进行了模拟研究(n = 379)。响应者完成了50项4DSQ的纸笔型,并进行了心理测评,以检查数据是否符合项目响应理论(IRT)的假设。接下来,根据给定的响应,就像是通过CAT收集的那样,对四个4DSQ量表(遇险,抑郁,焦虑和躯体化)的每一个进行CAT模拟。以下两个停止规则适用于项目的管理:(1)如果测量精度低于预定水平,则停止;或(2)如果管理了超过一半的子量表,则停止。结果通常,四个量表中的每个量表的项目均与IRT假设一致。应用第一个停止规则将问卷的长度减少了38%(平均从50项减少到31项)。如果同时应用第二个停止规则,则项目总数可以减少56%(平均从50项减少到22项)。结论CAT似乎有助于将4DSQ的效率提高56%,而又不会损失大量的测量精度。 4DSQ的CAT版本可用作在线评估的一部分,以调查就诊全科医生的患者的心理健康问题的严重性。此仿真研究是开发4DSQ的CAT版本的第一步。 CAT版本的4DSQ对于荷兰全科医生而言可能具有很高的价值,因为越来越多的精神健康问题患者正在访问普通科。在进一步的研究中,应将实时CAT的结果与全面管理的结果进行比较。

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