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      Detecting and Quantifying Mind Wandering during Simulated Driving

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          Abstract

          Mind wandering is a pervasive threat to transportation safety, potentially accounting for a substantial number of crashes and fatalities. In the current study, mind wandering was induced through completion of the same task for 5 days, consisting of a 20-min monotonous freeway-driving scenario, a cognitive depletion task, and a repetition of the 20-min driving scenario driven in the reverse direction. Participants were periodically probed with auditory tones to self-report whether they were mind wandering or focused on the driving task. Self-reported mind wandering frequency was high, and did not statistically change over days of participation. For measures of driving performance, participant labeled periods of mind wandering were associated with reduced speed and reduced lane variability, in comparison to periods of on task performance. For measures of electrophysiology, periods of mind wandering were associated with increased power in the alpha band of the electroencephalogram (EEG), as well as a reduction in the magnitude of the P3a component of the event related potential (ERP) in response to the auditory probe. Results support that mind wandering has an impact on driving performance and the associated change in driver’s attentional state is detectable in underlying brain physiology. Further, results suggest that detecting the internal cognitive state of humans is possible in a continuous task such as automobile driving. Identifying periods of likely mind wandering could serve as a useful research tool for assessment of driver attention, and could potentially lead to future in-vehicle safety countermeasures.

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          Most cited references53

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          lmerTest Package: Tests in Linear Mixed Effects Models

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            Alpha-band oscillations, attention, and controlled access to stored information

            Alpha-band oscillations are the dominant oscillations in the human brain and recent evidence suggests that they have an inhibitory function. Nonetheless, there is little doubt that alpha-band oscillations also play an active role in information processing. In this article, I suggest that alpha-band oscillations have two roles (inhibition and timing) that are closely linked to two fundamental functions of attention (suppression and selection), which enable controlled knowledge access and semantic orientation (the ability to be consciously oriented in time, space, and context). As such, alpha-band oscillations reflect one of the most basic cognitive processes and can also be shown to play a key role in the coalescence of brain activity in different frequencies.
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              Decision making, the P3, and the locus coeruleus-norepinephrine system.

              Psychologists and neuroscientists have had a long-standing interest in the P3, a prominent component of the event-related brain potential. This review aims to integrate knowledge regarding the neural basis of the P3 and to elucidate its functional role in information processing. The authors review evidence suggesting that the P3 reflects phasic activity of the neuromodulatory locus coeruleus-norepinephrine (LC-NE) system. They discuss the P3 literature in the light of empirical findings and a recent theory regarding the information-processing function of the LC-NE phasic response. The theoretical framework emerging from this research synthesis suggests that the P3 reflects the response of the LC-NE system to the outcome of internal decision-making processes and the consequent effects of noradrenergic potentiation of information processing. Copyright 2005 APA, all rights reserved.
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                Author and article information

                Contributors
                Journal
                Front Hum Neurosci
                Front Hum Neurosci
                Front. Hum. Neurosci.
                Frontiers in Human Neuroscience
                Frontiers Media S.A.
                1662-5161
                08 August 2017
                2017
                : 11
                : 406
                Affiliations
                [1] 1Department of Psychology, George Mason University Fairfax, VA, United States
                [2] 2Department of Industrial and Systems Engineering, University of Wisconsin-Madison Madison, WI, United States
                [3] 3Center for Transportation, Technology and Safety Research, Westat Rockville, MD, United States
                [4] 4Office of Behavioral Safety Research, National Highway Traffic Safety Administration, U.S. Department of Transportation Washington, DC, United States
                Author notes

                Edited by: Stephen Fairclough, Liverpool John Moores University, United Kingdom

                Reviewed by: Edmund Wascher, Leibniz Research Centre for Working Environment and Human Factors (LG), Germany; Chrysi Bogiatzi, McMaster University, Canada

                *Correspondence: Carryl L. Baldwin cbaldwi4@ 123456gmu.edu
                Article
                10.3389/fnhum.2017.00406
                5550411
                28848414
                3fd49a59-a450-499a-b4ff-d1c60b7ce214
                Copyright © 2017 Baldwin, Roberts, Barragan, Lee, Lerner and Higgins.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 30 April 2017
                : 25 July 2017
                Page count
                Figures: 11, Tables: 1, Equations: 0, References: 73, Pages: 15, Words: 11051
                Funding
                Funded by: National Highway Traffic Safety Administration 10.13039/100008760
                Award ID: Contract #DTNH2214C00404
                Categories
                Neuroscience
                Original Research

                Neurosciences
                mind wandering,inattention,driving,eeg,alpha
                Neurosciences
                mind wandering, inattention, driving, eeg, alpha

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