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神经质学生的情绪自我调节:一项基于正念的干预研究,旨在通过脑信号和行为数据评估其有效性。

Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data.

机构信息

Smart Assistive and Rehabilitative Technology (SMART) Research Group, Electrical and Electronics Engineering Department, Universiti Teknologi PETRONAS, Seri Iskandar 32610, Perak, Malaysia.

Computer Engineering Department, Future University, Khartoum 10553, Sudan.

出版信息

Sensors (Basel). 2022 Apr 1;22(7):2703. doi: 10.3390/s22072703.

Abstract

Neuroticism has recently received increased attention in the psychology field due to the finding of high implications of neuroticism on an individual's life and broader public health. This study aims to investigate the effect of a brief 6-week breathing-based mindfulness intervention (BMI) on undergraduate neurotic students' emotion regulation. We acquired data of their psychological states, physiological changes, and electroencephalogram (EEG), before and after BMI, in resting states and tasks. Through behavioral analysis, we found the students' anxiety and stress levels significantly reduced after BMI, with -values of 0.013 and 0.027, respectively. Furthermore, a significant difference between students in emotion regulation strategy, that is, suppression, was also shown. The EEG analysis demonstrated significant differences between students before and after MI in resting states and tasks. Fp1 and O2 channels were identified as the most significant channels in evaluating the effect of BMI. The potential of these channels for classifying (single-channel-based) before and after BMI conditions during eyes-opened and eyes-closed baseline trials were displayed by a good performance in terms of accuracy (~77%), sensitivity (76-80%), specificity (73-77%), and area-under-the-curve (AUC) (0.66-0.8) obtained by k-nearest neighbor (KNN) and support vector machine (SVM) algorithms. Mindfulness can thus improve the self-regulation of the emotional state of neurotic students based on the psychometric and electrophysiological analyses conducted in this study.

摘要

神经质在心理学领域受到了越来越多的关注,因为发现神经质对个体的生活和更广泛的公共健康有很高的影响。本研究旨在调查为期 6 周的基于呼吸的正念干预(BMI)对神经质大学生情绪调节的影响。我们在 BMI 前后的静息状态和任务中获取了他们的心理状态、生理变化和脑电图(EEG)数据。通过行为分析,我们发现学生的焦虑和压力水平在 BMI 后显著降低,-值分别为 0.013 和 0.027。此外,还显示了学生在情绪调节策略(即抑制)方面的显著差异。EEG 分析表明,在静息状态和任务中,MI 前后学生之间存在显著差异。Fp1 和 O2 通道被确定为评估 BMI 效果的最显著通道。通过 KNN 和 SVM 算法,在睁眼和闭眼基线试验中,这些通道在分类(基于单通道)BMI 前后条件方面表现出了良好的性能,准确率(~77%)、敏感性(76-80%)、特异性(73-77%)和曲线下面积(AUC)(0.66-0.8)。因此,基于本研究中的心理计量学和电生理学分析,正念可以改善神经质学生情绪状态的自我调节。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e3d/9002961/026faccf702b/sensors-22-02703-g001.jpg

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