Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach

Attention bias modification (ABM), in which participants are trained to direct attention away from negative information, has been shown to reduce anxiety. However, such findings have been inconsistent. Changes in attentional bias are often absent, suggesting need for further investigation of the und...

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Main Authors: Onie, S., Notebaert, L., Clarke, Patrick, Most, S.
Format: Journal Article
Published: Frontiers Research Foundation 2019
Online Access:http://hdl.handle.net/20.500.11937/74375
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author Onie, S.
Notebaert, L.
Clarke, Patrick
Most, S.
author_facet Onie, S.
Notebaert, L.
Clarke, Patrick
Most, S.
author_sort Onie, S.
building Curtin Institutional Repository
collection Online Access
description Attention bias modification (ABM), in which participants are trained to direct attention away from negative information, has been shown to reduce anxiety. However, such findings have been inconsistent. Changes in attentional bias are often absent, suggesting need for further investigation of the underlying mechanisms of ABM, as well as better statistical methods to analyze ABM data in order to reduce inferential error. In this study, we (a) compared inhibition control training to standard ABM training conditions, and (b) demonstrated the benefits of using simple Bayesian analyses to analyze ABM data. We recruited 116 participants and assessed their attentional bias prior to and after training, which involved practice avoiding negative stimuli, attending to negative stimuli, or avoiding a non-emotional, exogenous attentional cue (inhibitory control training). Our results suggested no impact of any of the training conditions on attentional bias. We further demonstrate Bayesian analyses may help control for both Type I and Type II error relative to a frequentist approach.
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institution Curtin University Malaysia
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publishDate 2019
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spelling curtin-20.500.11937-743752019-03-14T05:33:38Z Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach Onie, S. Notebaert, L. Clarke, Patrick Most, S. Attention bias modification (ABM), in which participants are trained to direct attention away from negative information, has been shown to reduce anxiety. However, such findings have been inconsistent. Changes in attentional bias are often absent, suggesting need for further investigation of the underlying mechanisms of ABM, as well as better statistical methods to analyze ABM data in order to reduce inferential error. In this study, we (a) compared inhibition control training to standard ABM training conditions, and (b) demonstrated the benefits of using simple Bayesian analyses to analyze ABM data. We recruited 116 participants and assessed their attentional bias prior to and after training, which involved practice avoiding negative stimuli, attending to negative stimuli, or avoiding a non-emotional, exogenous attentional cue (inhibitory control training). Our results suggested no impact of any of the training conditions on attentional bias. We further demonstrate Bayesian analyses may help control for both Type I and Type II error relative to a frequentist approach. 2019 Journal Article http://hdl.handle.net/20.500.11937/74375 10.3389/fpsyg.2018.02782 http://creativecommons.org/licenses/by/4.0/ Frontiers Research Foundation fulltext
spellingShingle Onie, S.
Notebaert, L.
Clarke, Patrick
Most, S.
Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title_full Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title_fullStr Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title_full_unstemmed Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title_short Investigating the effects of inhibition training on attentional bias change: A simple Bayesian approach
title_sort investigating the effects of inhibition training on attentional bias change: a simple bayesian approach
url http://hdl.handle.net/20.500.11937/74375