Clustering of independent components of EEG in determining individual characteristics of reactions related to a moral choice

A. Bocharov, Q. A. Bogomaz, A. Savostyanov, G. Knyazev, A. Budakova, M. Zaleshin, T. Astakhova
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引用次数: 1

Abstract

Moral judgment can be defined as the evaluation of actions with respect to norms and values established in a society. In the modern world, morality is considered as the social capital, which determines a level of society well-being. Participants were showed 24 moral dilemma and 24 control task vignettes represented artist-sketched cartoons of control and dilemma scenarios. For all participants and every experimental condition, the model of localization equivalent dipoles electroenæphalogram (EEG) components was made. Individual localization of EEG electrodes was matched with a model of localization of electrodes of head, which was used for determining the equivalent dipoles. Event-related spectral perturbations were calculated to estimate induced responses via the EEGLAB toolbox. The dataset was prepared for clustering by the original PCA method. The correction for multiple comparisons was made by the False Discovery Rate method. To determine the correlations cortical sources of EEG activity with Social Intellect, sLORETA was applied to the data. Differences between moral dilemmas and control tasks without moral choice were found in delta, theta, alpha and beta diapasons in clusters localized in temporal and frontal lobe. Social intellect positively correlated with difference between the test interval and the baseline during making moral dilemma choice in theta in the left middle temporal gyrus and beta in the left middle frontal gyrus.
在确定与道德选择有关的反应的个体特征时,脑电图独立成分的聚类
道德判断可以定义为对社会中建立的规范和价值观的行为的评价。在现代社会,道德被认为是一种社会资本,它决定着一个社会的幸福水平。参与者被展示了24个道德困境和24个控制任务小插曲,这些小插曲代表了艺术家绘制的控制和困境场景的漫画。针对所有被试和每个实验条件,建立了等效偶极子EEG成分的局部化模型。将脑电电极的个体定位与头部电极定位模型相匹配,利用该模型确定等效偶极子。通过EEGLAB工具箱计算与事件相关的谱扰动来估计诱导响应。采用原始PCA方法对数据集进行聚类处理。采用错误发现率法对多重比较进行校正。为了确定脑电图活动的皮层源与社会智力的相关性,我们对数据进行了sLORETA分析。道德困境与无道德选择的控制任务在颞叶和额叶的δ、θ、α和β偶波中存在差异。社会智力与道德困境选择时测试间隔与基线的差异在左颞中回θ和左额中回β中呈正相关。
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