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Cardiac Measures of Cognitive Workload: A Meta-Analysis

机译:认知工作量的心脏测量:一项荟萃分析

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Objective: We aimed to provide an assessment of the impact of workload manipulations on various cardiac measurements. We further sought to determine the most effective measurement approaches of cognitive workload as well as quantify the conditions under which these measures are most effective for interpretation. Background: Cognitive workload affects human performance, particularly when load is relatively high (overload) or low (underload). Despite ongoing interest in assessing cognitive workload through cardiac measures, it is currently unclear which cardiac-based assessments best indicate cognitive workload. Although several quantitative studies and qualitative reviews have sought to provide guidance, no meta-analytic integration of cardiac assessment(s) of cognitive workload exists to date. Method: We used Morris and DeShon's meta-analytic procedures to quantify the changes in cardiac measures due to task load conditions. Results: Sample-weighted Cohen's d values suggest that several metrics of cardiac activity demonstrate sensitivity in response to cognitive workload manipulations. Heart rate variability measures show sensitivity to task load, conditions of event rate, and task duration. Authors of future work should seek to quantify the utility of leveraging multiple metrics to understand workload. Conclusion: Results suggest that assessment of cognitive workload can be done using various cardiac activity indicators. Further, given the number of valid and reliable measures available, researchers and practitioners should base their selection of a psychophysiological measure on the experimental and practical concerns inherent to their task/protocol. Applications: Findings bear implications for future assessment of cognitive workload within basic and applied settings. Future research should seek to validate conditions under which measurements are best interpreted, including but not limited to individual differences.
机译:目的:我们旨在评估工作量操纵对各种心脏测量的影响。我们进一步寻求确定认知工作量的最有效测量方法,并量化这些测量对解释最有效的条件。背景:认知工作量会影响人类的表现,尤其是当负载相对较高(过载)或较低(欠载)时。尽管对通过心脏测量来评估认知负荷的兴趣不断增长,但目前尚不清楚哪种基于心脏的评估最能说明认知负荷。尽管已经进行了一些定量研究和定性评估以提供指导,但是迄今为止,尚不存在认知工作量心脏评估的荟萃分析整合。方法:我们使用Morris和DeShon的荟萃分析程序来量化由于工作负荷条件导致的心脏测量变化。结果:样本加权的Cohen d值表明,心脏活动的几种指标显示出对认知工作量操纵的敏感性。心率变异性度量显示出对任务负荷,事件率条件和任务持续时间的敏感性。未来工作的作者应设法量化利用多种指标来了解工作量的效用。结论:结果表明,可以使用各种心脏活动指标来评估认知负荷。此外,考虑到可用的有效和可靠措施的数量,研究人员和从业人员应根据其任务/协议固有的实验性和实践性来选择心理生理措施。应用:研究结果对未来在基本和应用环境下的认知工作量评估具有影响。未来的研究应寻求验证可最佳解释测量的条件,包括但不限于个体差异。

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