Network Dynamics of Attention During a Naturalistic Behavioral Paradigm

This study investigates the dynamics of attention during continuous, naturalistic interactions in a video game. Specifically, the effect of repeated distraction on a continuous primary task is related to a functional model of network connectivity. We introduce the Non-linear Attentional Saturation H...

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Main Authors: René Weber, Bradly Alicea, Richard Huskey, Klaus Mathiak
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-05-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/article/10.3389/fnhum.2018.00182/full
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author René Weber
Bradly Alicea
Richard Huskey
Klaus Mathiak
author_facet René Weber
Bradly Alicea
Richard Huskey
Klaus Mathiak
author_sort René Weber
collection DOAJ
description This study investigates the dynamics of attention during continuous, naturalistic interactions in a video game. Specifically, the effect of repeated distraction on a continuous primary task is related to a functional model of network connectivity. We introduce the Non-linear Attentional Saturation Hypothesis (NASH), which predicts that effective connectivity within attentional networks increases non-linearly with decreasing distraction over time, and exhibits dampening at critical parameter values. Functional magnetic resonance imaging (fMRI) data collected using a naturalistic behavioral paradigm coupled with an interactive video game is used to test the hypothesis. As predicted, connectivity in pre-defined regions corresponding to attentional networks increases as distraction decreases. Moreover, the functional relationship between connectivity and distraction is convex, that is, network connectivity somewhat increases as distraction decreases during the continuous primary task, however, connectivity increases considerably as distraction falls below critical levels. This result characterizes the non-linear pattern of connectivity within attentional networks, particularly with respect to their dynamics during behavior. These results are also summarized in the form of a network structure analysis, which underscores the role of various nodes in regulating the global network state. In conclusion, we situate the implications of this research in the context of cognitive complexity and an emerging theory of flow during media exposure.
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spelling doaj.art-c1e31045bfd64e2d94114cc5e1ba08402022-12-21T17:50:33ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612018-05-011210.3389/fnhum.2018.00182329639Network Dynamics of Attention During a Naturalistic Behavioral ParadigmRené Weber0Bradly Alicea1Richard Huskey2Klaus Mathiak3Media Neuroscience Lab, Department of Communication, University of California, Santa Barbara, Santa Barbara, CA, United StatesOrthogonal Research and Teaching Laboratory, Champaign, IL, United StatesCognitive Communication Science Lab, School of Communication, The Ohio State University, Columbus, OH, United StatesDepartment of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Aachen, GermanyThis study investigates the dynamics of attention during continuous, naturalistic interactions in a video game. Specifically, the effect of repeated distraction on a continuous primary task is related to a functional model of network connectivity. We introduce the Non-linear Attentional Saturation Hypothesis (NASH), which predicts that effective connectivity within attentional networks increases non-linearly with decreasing distraction over time, and exhibits dampening at critical parameter values. Functional magnetic resonance imaging (fMRI) data collected using a naturalistic behavioral paradigm coupled with an interactive video game is used to test the hypothesis. As predicted, connectivity in pre-defined regions corresponding to attentional networks increases as distraction decreases. Moreover, the functional relationship between connectivity and distraction is convex, that is, network connectivity somewhat increases as distraction decreases during the continuous primary task, however, connectivity increases considerably as distraction falls below critical levels. This result characterizes the non-linear pattern of connectivity within attentional networks, particularly with respect to their dynamics during behavior. These results are also summarized in the form of a network structure analysis, which underscores the role of various nodes in regulating the global network state. In conclusion, we situate the implications of this research in the context of cognitive complexity and an emerging theory of flow during media exposure.http://journal.frontiersin.org/article/10.3389/fnhum.2018.00182/fullattentional networkscognitive dynamicsnetwork neuroscienceinteractivityvideo gamesfunctional magnetic resonance imaging
spellingShingle René Weber
Bradly Alicea
Richard Huskey
Klaus Mathiak
Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
Frontiers in Human Neuroscience
attentional networks
cognitive dynamics
network neuroscience
interactivity
video games
functional magnetic resonance imaging
title Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
title_full Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
title_fullStr Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
title_full_unstemmed Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
title_short Network Dynamics of Attention During a Naturalistic Behavioral Paradigm
title_sort network dynamics of attention during a naturalistic behavioral paradigm
topic attentional networks
cognitive dynamics
network neuroscience
interactivity
video games
functional magnetic resonance imaging
url http://journal.frontiersin.org/article/10.3389/fnhum.2018.00182/full
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