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执行多项任务时任务切换策略的新范式:自主模式的熵与符号动力学分析

New paradigm for task switching strategies while performing multiple tasks: entropy and symbolic dynamics analysis of voluntary patterns.

作者信息

Guastello Stephen J, Gorin Hillary, Huschen Samuel, Peters Natalie E, Fabisch Megan, Poston Kirsten

机构信息

Marquette University, Milwaukee, WI, USA.

出版信息

Nonlinear Dynamics Psychol Life Sci. 2012 Oct;16(4):471-97.

Abstract

It has become well established in laboratory experiments that switching tasks, perhaps due to interruptions at work, incur costs in response time to complete the next task. Conditions are also known that exaggerate or lessen the switching costs. Although switching costs can contribute to fatigue, task switching can also be an adaptive response to fatigue. The present study introduces a new research paradigm for studying the emergence of voluntary task switching regimes, self-organizing processes therein, and the possibly conflicting roles of switching costs and minimum entropy. Fifty-four undergraduates performed 7 different computer-based cognitive tasks producing sets of 49 responses under instructional conditions requiring task quotas or no quotas. The sequences of task choices were analyzed using orbital decomposition to extract pattern types and lengths, which were then classified and compared with regard to Shannon entropy, topological entropy, number of task switches involved, and overall performance. Results indicated that similar but different patterns were generated under the two instructional conditions, and better performance was associated with lower topological entropy. Both entropy metrics were associated with the amount of voluntary task switching. Future research should explore conditions affecting the trade-off between switching costs and entropy, levels of automaticity between task elements, and the role of voluntary switching regimes on fatigue.

摘要

在实验室实验中已充分证实,切换任务(可能是由于工作中的干扰)会导致完成下一个任务的反应时间增加成本。已知一些条件会加剧或减轻切换成本。尽管切换成本会导致疲劳,但任务切换也可能是对疲劳的一种适应性反应。本研究引入了一种新的研究范式,用于研究自愿任务切换模式的出现、其中的自组织过程,以及切换成本和最小熵可能相互冲突的作用。54名本科生在要求有任务配额或无任务配额的指导条件下,执行了7种不同的基于计算机的认知任务,产生了49组反应。使用轨道分解分析任务选择序列,以提取模式类型和长度,然后根据香农熵、拓扑熵、涉及的任务切换次数和整体表现进行分类和比较。结果表明,在两种指导条件下产生了相似但不同的模式,且更好的表现与较低的拓扑熵相关。两种熵指标都与自愿任务切换的量有关。未来的研究应探索影响切换成本与熵之间权衡的条件、任务元素之间的自动化程度,以及自愿切换模式对疲劳的作用。

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