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Brain Imaging Analysis Can Identify Participants under Regular Mental Training

机译:脑成像分析可以识别定期进行心理训练的参与者

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摘要

Multivariate pattern recognition approaches have become a prominent tool in neuroimaging data analysis. These methods enable the classification of groups of participants (e.g. controls and patients) on the basis of subtly different patterns across the whole brain. This study demonstrates that these methods can be used, in combination with automated morphometric analysis of structural MRI, to determine with great accuracy whether a single subject has been engaged in regular mental training or not. The proposed approach allowed us to identify with 94.87% accuracy (p<0.001) if a given participant is a regular meditator (from a sample of 19 regular meditators and 20 non-meditators). Neuroimaging has been a relevant tool for diagnosing neurological and psychiatric impairments. This study may suggest a novel step forward: the emergence of a new field in brain imaging applications, in which participants could be identified based on their mental experience.
机译:多元模式识别方法已成为神经影像数据分析中的重要工具。这些方法可以根据整个大脑的细微不同模式对参与者(例如对照组和患者)进行分类。这项研究表明,这些方法可以与结构MRI的自动形态计量分析结合使用,以高度准确地确定单个受试者是否已接受定期的心理训练。所提出的方法使我们能够以94.87%的准确度(p <0.001)识别给定的参与者是否是常规冥想者(来自19名常规冥想者和20名非冥想者的样本)。神经影像学一直是诊断神经系统和精神病学障碍的相关工具。这项研究可能暗示了一个新的进步:脑成像应用领域的出现,可以根据他们的心理经验确定参与者。

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