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Data Triangulation in Consumer Neuroscience: Integrating Functional Neuroimaging With Meta-Analyses, Psychometrics, and Behavioral Data

机译:消费者神经科学的数据三角测量:与Meta分析,精神测量学和行为数据相结合功能性神经影像

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This article reviews a wide range of functional magnetic resonance imaging (fMRI) studies conducted in the field of consumer neuroscience to (1) highlight common interpretative approaches of neuroimaging data (i.e., forward inference and reverse inference), (2) discuss potential interpretative issues associated with these approaches, and (3) provide a framework that employs a multi-method approach aimed to possibly raise the explanatory power and, thus, the validity of functional neuroimaging research in consumer neuroscience. Based on this framework, we argue that the validity of fMRI studies can be improved by the triangulation of (1) careful design of neuroimaging studies and analyses of data, (2) meta-analyses, and (3) the integration of psychometric and behavioral data with neuroimaging data. Guidelines on when and how to employ triangulation methods on neuroimaging data are included. Moreover, we also included discussions on practices and research directions that validate fMRI studies in consumer neuroscience beyond data triangulation.
机译:本文审查了各种功能磁共振成像(FMRI)在消费者神经科学领域进行的研究(1)突出了神经影像数据(即,前瞻性和反向推断)的常见解释方法,(2)讨论潜在的解释问题与这些方法相关联,(3)提供了一种采用多种方法方法的框架,其旨在可能提高解释性,从而实现了消费者神经科学的功能性神经影像研究的有效性。基于这一框架,我们认为,通过(1)的三角测量的神经影像学研究和数据分析,(2)Meta-Analys的分析,可以改善FMRI研究的有效性(1)的三角测量,(2)荟萃分析,(3)心动和行为的整合具有神经影像数据的数据。包括关于何时以及如何在神经影像数据上使用三角测量方法的准则。此外,我们还包括关于验证消费者神经科学的FMRI研究的实践和研究方向的讨论,超出数据三角测量。

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