Exploring relationships between electrodermal activity, skin temperature, and performance during

T. H. Khan, I. Villanueva, P. Vicioso, J. Husman
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引用次数: 11

Abstract

Students’ academic learning, performance, and motivation are ongoing topics in engineering education. Those studies that have attempted to understand the mechanisms of motivation in authentic classroom settings and scenarios are few and limited to the methods used (e.g., self-reports, observations). This Work-in-Progress study explores the utility of electrodermal activity (EDA) and temperature sensors in accurately informing scholars about student performance during an exam in real-time. Correlations between each factor were analyzed. Initial results suggest that peripheral skin temperature has a weak, positive but significant correlation to exam question difficulty r=0.08; p<0.001). Also, electrodermal activity and temperature showed a weak, positive, but significant correlation (r=0.13; p<0.0010.05). The electrodermal activity showed a weak, positive, but significant correlation to exam question difficulty (r=0.16; p<0.0010.01). Also, skin temperature correlations with difficulty index (did not) changed across semesters (r=0.18; p<0.0010.001). We also developed a multiple regression model and found moderately significant relationships between EDA, difficulty index, and skin temperature (r=0.45; p<0.0010.05). The findings suggest that performance is tied to physiological responses among students during exam taking, indicating a possible connection between emotions and cognition via physiology.
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探索皮肤电活动,皮肤温度和工作表现之间的关系
学生的学习、表现和学习动机是工程教育中不断发展的课题。那些试图理解真实课堂环境和情景中动机机制的研究很少,而且仅限于所使用的方法(例如,自我报告、观察)。这项正在进行的研究探索了皮肤电活动(EDA)和温度传感器在实时准确地告知学者考试期间学生表现方面的效用。分析各因素之间的相关性。初步结果表明,外周皮肤温度与试题难度呈微弱、正但显著相关(r=0.08);p < 0.001)。此外,皮电活动与温度呈微弱的正相关(r=0.13;p < 0.0010.05)。皮肤电活动与试题难度呈弱正相关(r=0.16;p < 0.0010.01)。此外,皮肤温度与难度指数的相关性(没有)在学期中发生变化(r=0.18;p < 0.0010.001)。我们还建立了一个多元回归模型,发现EDA、难度指数和皮肤温度之间存在适度显著的关系(r=0.45;p < 0.0010.05)。研究结果表明,学生在考试期间的表现与生理反应有关,表明情绪和认知之间可能存在生理联系。
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