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Using a brain-computer interface (BCI) in reducing math anxiety: Evidence from South Africa

机译:使用脑机接口(BCI)减少数学焦虑:来自南非的证据

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Prior studies have indicated that learning mathematics is highly associated with attitudes towards mathematics and emotions like math anxiety. Over the years, strong empirical evidence has emerged, showing that math anxiety has a significant negative effect on mathematics performance. Interestingly enough, some researchers have shown that math anxiety can be trained and reduced. However, the proposed interventions have mostly focused on teachers as oppose to students, while the existing physiological approaches like cognitive behavioural therapy require administration by trained professionals. With recent advancements in technology, low cost commercial brain-computer interface (BCI) devices that can capture human emotions in real time have been developed and can have a potential use in training and reducing math anxiety. In this study, the objective was to determine if using a BCI mathematics educational game can help students to effectively reduce math anxiety. To attain this objective, a within-subjects longitudinal research design with eight data gathering waves was adopted as the primary methodology to ascertain changes in the participant's level of math anxiety across two sessions that took place on separate days. Analysis of data captured across two training sessions with a BCI mathematics educational game showed that math anxiety can be effectively trained and reduced with a BCI. In addition, the results showed that math anxiety has a significant negative impact on mathematics performance which is congruent with prior studies. These findings provide a novel way in which a low cost non-invasive BCI device can be used for educational purposes.
机译:先前的研究表明,学习数学与对数学的态度和诸如数学焦虑之类的情绪高度相关。多年来,已经出现了强有力的经验证据,表明数学上的焦虑对数学表现具有显着的负面影响。有趣的是,一些研究人员表明,数学焦虑可以得到训练和减轻。但是,建议的干预措施主要针对与学生相反的老师,而现有的生理学方法(如认知行为疗法)则需要受过训练的专业人员进行管理。随着技术的最新发展,已经开发出了可以实时捕获人类情绪的低成本商用脑机接口(BCI)设备,并且可以在训练和减少数学焦虑方面具有潜在用途。在这项研究中,目的是确定使用BCI数学教育游戏是否可以帮助学生有效地减少数学上的焦虑。为了实现这一目标,采用了具有八个数据收集波的受试者内部纵向研究设计作为主要方法,以确定参与者在分开的两天中进行的数学焦虑水平的变化。对使用BCI数学教育游戏进行的两次培训所捕获的数据进行的分析表明,使用BCI可以有效地训练和减轻数学焦虑。此外,结果表明,数学焦虑对数学表现有显着的负面影响,这与先前的研究是一致的。这些发现提供了一种新颖的方法,其中低成本的非侵入性BCI设备可用于教育目的。

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