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分析单病例交叉治疗设计的数据。

Analyzing data from single-case alternating treatments designs.

机构信息

Department of Behavioural Sciences Methods, Faculty of Psychology, University of Barcelona.

出版信息

Psychol Methods. 2018 Sep;23(3):480-504. doi: 10.1037/met0000133. Epub 2017 Mar 16.

Abstract

Alternating treatments designs (ATDs) have received comparatively less attention than other single-case experimental designs in terms of data analysis, as most analytical proposals and illustrations have been made in the context of designs including phases with several consecutive measurements in the same condition. One of the specific features of ATDs is the rapid (and usually randomly determined) alternation of conditions, which requires adapting the analytical techniques. First, we review the methodologically desirable features of ATDs, as well as the characteristics of the published single-case research using an ATD, which are relevant for data analysis. Second, we review several existing options for ATD data analysis. Third, we propose 2 new procedures, suggested as alternatives improving some of the limitations of extant analytical techniques. Fourth, we illustrate the application of existing techniques and the new proposals in order to discuss their differences and similarities. We advocate for the use of the new proposals in ATDs, because they entail meaningful comparisons between the conditions without assumptions about the design or the data pattern. We provide R code for all computations and for the graphical representation of the comparisons involved. (PsycINFO Database Record

摘要

交替处理设计(ATD)在数据分析方面受到的关注相对较少,与其他单案例实验设计相比,因为大多数分析建议和说明都是在包括在同一条件下进行多次连续测量的阶段的设计背景下提出的。ATD 的一个具体特点是条件的快速(通常是随机确定的)交替,这需要适应分析技术。首先,我们回顾了 ATD 的方法上可取的特征,以及使用 ATD 进行的已发表的单案例研究的特征,这些特征与数据分析相关。其次,我们回顾了几种现有的 ATD 数据分析选项。第三,我们提出了 2 种新的程序,建议作为改进现有分析技术的一些限制的替代方案。第四,我们举例说明了现有技术和新提案的应用,以讨论它们的异同。我们主张在 ATD 中使用新的提案,因为它们在不假设设计或数据模式的情况下,对条件进行了有意义的比较。我们提供了所有计算的 R 代码和所涉及的比较的图形表示。

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