Literature DB >> 16565953

Applying FSL to the FIAC data: model-based and model-free analysis of voice and sentence repetition priming.

Christian F Beckmann1, Mark Jenkinson, Mark W Woolrich, Timothy E J Behrens, David E Flitney, Joseph T Devlin, Stephen M Smith.   

Abstract

This article presents results obtained from applying various tools from FSL (FMRIB Software Library) to data from the repetition priming experiment used for the HBM'05 Functional Image Analysis Contest. We present analyses from the model-based General Linear Model (GLM) tool (FEAT) and from the model-free independent component analysis tool (MELODIC). We also discuss the application of tools for the correction of image distortions prior to the statistical analysis and the utility of recent advances in functional magnetic resonance imaging (FMRI) time series modeling and inference such as the use of optimal constrained HRF basis function modeling and mixture modeling inference. The combination of hemodynamic response function (HRF) and mixture modeling, in particular, revealed that both sentence content and speaker voice priming effects occurred bilaterally along the length of the superior temporal sulcus (STS). These results suggest that both are processed in a single underlying system without any significant asymmetries for content vs. voice processing.

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Mesh:

Year:  2006        PMID: 16565953      PMCID: PMC2653076          DOI: 10.1002/hbm.20246

Source DB:  PubMed          Journal:  Hum Brain Mapp        ISSN: 1065-9471            Impact factor:   5.038


  28 in total

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3.  General multilevel linear modeling for group analysis in FMRI.

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6.  Multilevel linear modelling for FMRI group analysis using Bayesian inference.

Authors:  Mark W Woolrich; Timothy E J Behrens; Christian F Beckmann; Mark Jenkinson; Stephen M Smith
Journal:  Neuroimage       Date:  2004-04       Impact factor: 6.556

7.  Constrained linear basis sets for HRF modelling using Variational Bayes.

Authors:  Mark W Woolrich; Timothy E J Behrens; Stephen M Smith
Journal:  Neuroimage       Date:  2004-04       Impact factor: 6.556

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  22 in total

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9.  Patterns of brain activation in foster children and nonmaltreated children during an inhibitory control task.

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Journal:  Dev Psychopathol       Date:  2013-11

10.  Automatic cropping of MRI rat brain volumes using pulse coupled neural networks.

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Journal:  Neuroimage       Date:  2008-12-25       Impact factor: 6.556

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