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...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2018-05-01
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Series: | Frontiers in Human Neuroscience |
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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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format | Article |
id | doaj.art-c1e31045bfd64e2d94114cc5e1ba0840 |
institution | Directory Open Access Journal |
issn | 1662-5161 |
language | English |
last_indexed | 2024-12-23T10:26:31Z |
publishDate | 2018-05-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Human Neuroscience |
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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