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使用GraphPad Prism的热图对单病例数据进行高效、细粒度分析。

Using GraphPad Prism's Heat Maps for Efficient, Fine-Grained Analyses of Single-Case Data.

作者信息

Mitteer Daniel R, Greer Brian D

机构信息

Children's Specialized Hospital-Rutgers University Center for Autism Research, Education, and Services (CSH-RUCARES), Somerset, NJ USA.

Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ USA.

出版信息

Behav Anal Pract. 2022 Jan 3;15(2):505-514. doi: 10.1007/s40617-021-00664-7. eCollection 2022 Jun.

Abstract

Behavior analysts sometimes consider various forms of data analysis when making clinical decisions and when attempting to illuminate interesting relations in existing datasets. For example, an ongoing plot of when problem behavior occurs across days and times can yield useful information regarding the function(s) of problem behavior. In a post-hoc analysis, a plot of within-session error patterns can reveal which variables may be contributing to faulty stimulus control. Such analyses can be burdensome to conduct manually (e.g., changing the color of individual data points based on error type), and more efficient methods (e.g., using conditional formatting in Microsoft Excel data tables) might not be conducive for producing publication-quality figures. In the present article, we provide an overview of how behavior analysts can use GraphPad Prism's heat-map feature to efficiently populate fine-grained graphs of behavior with data points that are coded automatically (e.g., with categorical colors or gradients). Implications for clinical utility and research production are discussed.

摘要

行为分析师在做出临床决策以及试图阐明现有数据集中有趣的关系时,有时会考虑各种形式的数据分析。例如,持续绘制问题行为在不同日期和时间发生的情况,可以得出有关问题行为功能的有用信息。在事后分析中,会话内错误模式的图表可以揭示哪些变量可能导致错误的刺激控制。手动进行此类分析可能很繁琐(例如,根据错误类型更改各个数据点的颜色),而更有效的方法(例如,在Microsoft Excel数据表中使用条件格式)可能不利于生成可用于发表的高质量图表。在本文中,我们概述了行为分析师如何使用GraphPad Prism的热图功能,通过自动编码的数据点(例如,使用分类颜色或渐变)有效地填充行为的细粒度图表。我们还讨论了其对临床实用性和研究成果的影响。

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