The steady state visual evoked potential (SSVEP) tracks “sticky” thinking, but not more general mind-wandering

For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A po...

Full description

Saved in:
Bibliographic Details
Published inFrontiers in human neuroscience Vol. 16; p. 892863
Main Authors Yang, Hang, Paller, Ken A., van Vugt, Marieke
Format Journal Article
LanguageEnglish
Published Lausanne Frontiers Research Foundation 11.08.2022
Frontiers Media S.A
Subjects
Online AccessGet full text

Cover

Loading…
Abstract For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A potential candidate for improving prediction accuracy is the Steady-State Visual Evoked Potential (SSVEP), which is used frequently in single-trial contexts such as brain-computer interfaces as a marker of the direction of attention. In this study, we modified the sustained attention to response task (SART) that is usually employed to measure spontaneous thought to incorporate the SSVEP elicited by a 12.5-Hz flicker. We then examined whether the SSVEP could track and allow for the prediction of the stickiness and task-relatedness dimensions of spontaneous thought. Our results show that the SSVEP evoked by flickering words was able to distinguish between more and less sticky thinking but not between whether a participant was on- or off-task. This suggests that the SSVEP is able to track spontaneous thinking when it is strongly disengaged from the task (as in the sticky form of off-task thinking) but not off-task thought in general. Future research should determine the exact dimensions of spontaneous thought to which the SSVEP is most sensitive.
AbstractList For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A potential candidate for improving prediction accuracy is the Steady-State Visual Evoked Potential (SSVEP), which is used frequently in single-trial contexts such as brain-computer interfaces as a marker of the direction of attention. In this study, we modified the sustained attention to response task (SART) that is usually employed to measure spontaneous thought to incorporate the SSVEP elicited by a 12.5-Hz flicker. We then examined whether the SSVEP could track and allow for the prediction of the stickiness and task-relatedness dimensions of spontaneous thought. Our results show that the SSVEP evoked by flickering words was able to distinguish between more and less sticky thinking but not between whether a participant was on- or off-task. This suggests that the SSVEP is able to track spontaneous thinking when it is strongly disengaged from the task (as in the sticky form of off-task thinking) but not off-task thought in general. Future research should determine the exact dimensions of spontaneous thought to which the SSVEP is most sensitive.
For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A potential candidate for improving prediction accuracy is the Steady-State Visual Evoked Potential (SSVEP), which is used frequently in single-trial contexts such as brain-computer interfaces as a marker of the direction of attention. In this study, we modified the sustained attention to response task (SART) that is usually employed to measure spontaneous thought to incorporate the SSVEP elicited by a 12.5-Hz flicker. We then examined whether the SSVEP could track and allow for the prediction of the stickiness and task-relatedness dimensions of spontaneous thought. Our results show that the SSVEP evoked by flickering words was able to distinguish between more and less sticky thinking but not between whether a participant was on- or off-task. This suggests that the SSVEP is able to track spontaneous thinking when it is strongly disengaged from the task (as in the sticky form of off-task thinking) but not off-task thought in general. Future research should determine the exact dimensions of spontaneous thought to which the SSVEP is most sensitive.For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A potential candidate for improving prediction accuracy is the Steady-State Visual Evoked Potential (SSVEP), which is used frequently in single-trial contexts such as brain-computer interfaces as a marker of the direction of attention. In this study, we modified the sustained attention to response task (SART) that is usually employed to measure spontaneous thought to incorporate the SSVEP elicited by a 12.5-Hz flicker. We then examined whether the SSVEP could track and allow for the prediction of the stickiness and task-relatedness dimensions of spontaneous thought. Our results show that the SSVEP evoked by flickering words was able to distinguish between more and less sticky thinking but not between whether a participant was on- or off-task. This suggests that the SSVEP is able to track spontaneous thinking when it is strongly disengaged from the task (as in the sticky form of off-task thinking) but not off-task thought in general. Future research should determine the exact dimensions of spontaneous thought to which the SSVEP is most sensitive.
For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our mind from goal-directed thinking. Previous studies showed that EEG features such as the P3 and alpha oscillations can predict mind-wandering to some extent, but only with accuracies of around 60%. A potential candidate for improving prediction accuracy is the Steady State Visual Evoked Potential (SSVEP), which is used frequently in single-trial contexts such as brain-computer interfaces as a marker of the direction of attention. In this study, we modified the sustained attention to response task (SART) that is usually employed to measure spontaneous thought to incorporate the SSVEP elicited by a 12.5-Hz flicker. We then examined whether the SSVEP could track and allow for prediction of the stickiness and task-relatedness dimensions of spontaneous thought. Our results show that the SSVEP evoked by flickering words was able to distinguish between more and less sticky thinking, but not between whether a participant was on- or off-task. This suggests that the SSVEP is able to track spontaneous thinking when it is strongly disengaged from the task (as in the sticky form of off-task thinking), but not off-task thought in general. Future research should determine the exact dimensions of spontaneous thought to which the SSVEP is most sensitive.
Author Yang, Hang
Paller, Ken A.
van Vugt, Marieke
AuthorAffiliation 1 Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen , Groningen , Netherlands
2 Department of Psychology, Northwestern University , Evanston, IL , United States
AuthorAffiliation_xml – name: 2 Department of Psychology, Northwestern University , Evanston, IL , United States
– name: 1 Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen , Groningen , Netherlands
Author_xml – sequence: 1
  givenname: Hang
  surname: Yang
  fullname: Yang, Hang
– sequence: 2
  givenname: Ken A.
  surname: Paller
  fullname: Paller, Ken A.
– sequence: 3
  givenname: Marieke
  surname: van Vugt
  fullname: van Vugt, Marieke
BookMark eNp1Ut1qFDEYHaRif_QBvBvwpoK7ZpJskrkRSqlaKCi0ehsyyZfd7M4ka5JZ2bs-iL5cn8Rst4ItSC6-8OWck-8k57g68MFDVb1u0JQQ0b63fjEOU4wwnooWC0aeVUcNY3gya1hz8M_-sDpOaYkQw2zWvKgOCUOENpgeVfFmAXXKoMy2FJWh3rg0qr6GTViBqdchg8-uNE6vr79ffH1b56j0KtV3t79Sdnq1vbv9XeeF8yvn5-_qbsy1D7keQoR6Dh5ioQ7Om8lP5Q3EAnpZPbeqT_DqoZ5U3z5e3Jx_nlx9-XR5fnY10ZSjPIHWUmM70ipeFlGiFQhoq2a2BeiEJYgja1VDKSOKmK7DgnbCUD3TyArByUl1udc1QS3lOrpBxa0Mysn7RohzqWKx0IOkmrB2BpoZzmkR7xrNEVHc4jKL1qZofdhrrcduAKPLmxRjj0Qfn3i3kPOwkS1FuCWkCJw-CMTwY4SU5eCShr5XHsKYJOaIl5kZZwX65gl0Gcboy1PtUEi0hPKdO75H6RhSimClduX_XNjd73rZILnLiLzPiNxlRO4zUpjNE-ZfG__n_AGFLcU-
CitedBy_id crossref_primary_10_1162_jocn_a_02107
crossref_primary_10_1038_s41598_023_34298_2
crossref_primary_10_3390_s24020678
crossref_primary_10_1186_s12888_024_05592_8
crossref_primary_10_1016_j_concog_2024_103697
Cites_doi 10.1016/j.biopsycho.2013.05.003
10.1162/jocn_a_01312
10.3389/fpsyg.2013.00570
10.1038/nn1821
10.1371/journal.pone.0097176
10.1016/j.biopsycho.2015.02.009
10.3389/fnins.2014.00433
10.1016/j.eswa.2010.06.065
10.1167/15.6.4
10.1016/j.neuroimage.2019.04.033
10.1162/jocn_a_00656
10.3758/s13428-018-01193-y
10.1007/978-3-642-20267-4_9
10.3758/s13415-019-00707-1
10.1007/s00221-015-4224-x
10.1080/2326263X.2014.944469
10.1016/j.cognition.2017.06.006
10.1109/JBHI.2017.2654479
10.1038/s41598-018-26028-w
10.1371/journal.pone.0012945
10.1016/j.clinph.2006.08.012
10.3389/fnsys.2015.00045
10.1016/j.neuropsychologia.2014.08.020
10.3758/s13428-017-0891-9
10.7551/mitpress/9609.001.0001
10.1167/12.10.18
10.1162/jocn.2010.21443
10.1016/j.concog.2016.02.017
10.1371/journal.pone.0191673
10.1016/j.tics.2011.05.006
10.1016/j.neuroimage.2010.10.008
10.1371/journal.pone.0140703
10.1007/s11222-009-9153-8
10.1016/j.concog.2017.12.004
10.1038/ki.2009.92
10.1371/journal.pone.0243532
10.1016/j.neuroimage.2019.116146
10.18637/jss.v028.i05
10.1177/014662167700100306
10.3389/fpsyg.2014.00031
10.1177/2167702615622383
10.1016/j.neuropsychologia.2020.107565
10.1162/pres.19.1.25
10.3389/fpsyg.2013.00725
10.1371/journal.pone.0196907
10.1080/20445911.2019.1676759
10.1037/a0025250
10.1162/jocn.2008.20037
10.1037//0022-3514.61.1.115
10.1016/j.jmp.2011.06.004
10.1016/j.neuroimage.2010.06.002
10.3758/PBR.16.5.857
10.1111/psyp.13581
10.1007/s11097-006-9024-0
10.1037/a0025896
10.1007/s11257-015-9167-1
10.1038/2865
10.1523/JNEUROSCI.2062-14.2014
10.1037/a0014104
10.1016/j.cortex.2018.05.008
10.1126/science.1192439
10.1111/nyas.12360
10.1016/j.neuroimage.2012.11.058
10.1016/j.copsyc.2018.10.009
10.1038/nrn.2016.113
10.3389/fpsyg.2011.00082
10.1037/stl0000053
10.1007/978-3-642-69746-3_6
10.1016/j.ijpsycho.2009.01.006
10.3758/s13428-020-01416-1
10.1073/pnas.1508080112
10.1073/pnas.0700668104
10.1016/j.jbtep.2010.12.003
10.1016/j.neuroimage.2020.117412
10.1016/j.jneumeth.2003.10.009
10.1016/s0926-6410(97)00036-0
10.1016/j.jneumeth.2014.06.003
10.3389/fpsyg.2016.00732
10.3389/fnhum.2017.00406
10.1186/s12868-015-0185-z
10.1016/j.cub.2008.06.030
10.1146/annurev-psych-010814-015331
10.1016/j.neulet.2012.05.011
10.3758/s13415-016-0417-4
10.1111/ejn.14863
10.1016/j.jneumeth.2015.01.010
10.3389/fpsyg.2014.00271
ContentType Journal Article
Copyright 2022. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright © 2022 Yang, Paller and van Vugt.
Copyright © 2022 Yang, Paller and van Vugt. 2022 Yang, Paller and van Vugt
Copyright_xml – notice: 2022. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: Copyright © 2022 Yang, Paller and van Vugt.
– notice: Copyright © 2022 Yang, Paller and van Vugt. 2022 Yang, Paller and van Vugt
DBID AAYXX
CITATION
3V.
7XB
88I
8FE
8FH
8FK
ABUWG
AFKRA
AZQEC
BBNVY
BENPR
BHPHI
CCPQU
DWQXO
GNUQQ
HCIFZ
LK8
M2P
M7P
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
Q9U
7X8
5PM
DOA
DOI 10.3389/fnhum.2022.892863
DatabaseName CrossRef
ProQuest Central (Corporate)
ProQuest Central (purchase pre-March 2016)
Science Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Natural Science Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Natural Science Collection
ProQuest One Community College
ProQuest Central Korea
ProQuest Central Student
SciTech Premium Collection
Biological Sciences
Science Database
Biological Science Database
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
ProQuest Central Basic
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Natural Science Collection
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Natural Science Collection
ProQuest Central Korea
Biological Science Collection
ProQuest Central (New)
ProQuest Science Journals (Alumni Edition)
ProQuest Biological Science Collection
ProQuest Central Basic
ProQuest Science Journals
ProQuest One Academic Eastern Edition
Biological Science Database
ProQuest SciTech Collection
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList CrossRef


MEDLINE - Academic
Publicly Available Content Database
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Anatomy & Physiology
EISSN 1662-5161
ExternalDocumentID oai_doaj_org_article_4c3695ec6d774eb8b1c703a7f2c47ccd
PMC9402933
10_3389_fnhum_2022_892863
GroupedDBID ---
29H
2WC
53G
5GY
5VS
8FE
8FH
9T4
AAFWJ
AAYXX
ABIVO
ABUWG
ACGFO
ACGFS
ACXDI
ADBBV
ADRAZ
AEGXH
AENEX
AFKRA
AFPKN
AIAGR
ALMA_UNASSIGNED_HOLDINGS
AOIJS
AZQEC
BAWUL
BBNVY
BCNDV
BENPR
BHPHI
BPHCQ
CITATION
CS3
DIK
DU5
E3Z
EMOBN
F5P
GROUPED_DOAJ
GX1
HCIFZ
HYE
KQ8
LK8
M2P
M48
M7P
M~E
O5R
O5S
OK1
OVT
PGMZT
PIMPY
PQQKQ
PROAC
RNS
RPM
TR2
3V.
7XB
88I
8FK
CCPQU
DWQXO
GNUQQ
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQUKI
PRINS
Q9U
7X8
5PM
ID FETCH-LOGICAL-c470t-e9f4dfb39a7a7a3a8980e49a5f9eeb8f3070ffa14463a3dbb284b8d4c5c0f8873
IEDL.DBID M48
ISSN 1662-5161
IngestDate Wed Aug 27 01:30:59 EDT 2025
Thu Aug 21 14:10:29 EDT 2025
Fri Jul 11 05:21:04 EDT 2025
Mon Jun 30 09:31:29 EDT 2025
Tue Jul 01 03:44:44 EDT 2025
Thu Apr 24 23:04:27 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License 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) and the copyright owner(s) 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.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c470t-e9f4dfb39a7a7a3a8980e49a5f9eeb8f3070ffa14463a3dbb284b8d4c5c0f8873
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Edited by: Matteo Valsecchi, Università di Bologna, Italy
Specialty section: This article was submitted to Cognitive Neuroscience, a section of the journal Frontiers in Human Neuroscience
Reviewed by: Felix Putze, University of Bremen, Germany; Anthony Zanesco, University of Miami, United States
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.3389/fnhum.2022.892863
PMID 36034124
PQID 2700893477
PQPubID 4424408
ParticipantIDs doaj_primary_oai_doaj_org_article_4c3695ec6d774eb8b1c703a7f2c47ccd
pubmedcentral_primary_oai_pubmedcentral_nih_gov_9402933
proquest_miscellaneous_2707873676
proquest_journals_2700893477
crossref_citationtrail_10_3389_fnhum_2022_892863
crossref_primary_10_3389_fnhum_2022_892863
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2022-08-11
PublicationDateYYYYMMDD 2022-08-11
PublicationDate_xml – month: 08
  year: 2022
  text: 2022-08-11
  day: 11
PublicationDecade 2020
PublicationPlace Lausanne
PublicationPlace_xml – name: Lausanne
PublicationTitle Frontiers in human neuroscience
PublicationYear 2022
Publisher Frontiers Research Foundation
Frontiers Media S.A
Publisher_xml – name: Frontiers Research Foundation
– name: Frontiers Media S.A
References Işcan (B39) 2018; 13
Nolen-Hoeksema (B71) 1991; 61
Norcia (B72) 2015; 15
McVay (B59) 2009; 35
Walter (B91) 2012; 519
Andersen (B2) 2008; 18
Ales (B1) 2012; 12
Cohen (B15) 2014
Hurlburt (B37) 2006; 5
DuPre (B21) 2018
Durantin (B22) 2015; 9
Müller (B68); 6
Smallwood (B84) 2015; 66
Chen (B100) 2014; 1
Chen (B13) 2015; 112
Denkova (B18) 2018; 30
Kam (B47) 2015; 233
Bixler (B8) 2016; 26
van Vugt (B102) 2016; 18
Killingsworth (B49) 2010; 330
Baldwin (B6) 2017; 11
Park (B75) 2020
Toffanin (B87) 2009; 72
di Russo (B19) 2019; 196
Gosain (B29) 2017
Peterson (B77) 2014; 63
Groot (B32) 2021; 224
Baird (B5) 2014; 26
Liu (B54) 2012
Ottaviani (B74) 2013; 94
Petitmengin (B78) 2019; 28
Peirce (B76) 2019; 51
McVay (B60); 38
Diaz (B20) 2014; 5
Delorme (B17) 2004; 134
Weinstein (B94) 2017; 50
Gonçalves (B27) 2018; 8
Nakanishi (B70) 2015; 10
Jin (B43) 2020; 52
Smallwood (B85) 2008; 20
Broadway (B12) 2015; 107
Evain (B24) 2017
Bostanov (B10) 2006; 117
Irrmischer (B38) 2018; 13
Arnau (B4) 2020; 57
Mo (B66) 2013; 68
Li (B53) 2018; 22
Fushiki (B26) 2011; 21
B101
Putze (B79) 2019
Kastner-Dorn (B48) 2018; 106
Andrews-Hanna (B3) 2014; 1316
Konishi (B50) 2017; 168
Kuhn (B52) 2008; 28
Işcan (B40) 2011
Marchetti (B58) 2016; 4
Faller (B25) 2010; 19
Combrisson (B16) 2015; 250
McVay (B62) 2013; 4
Miles Cox (B64) 2008
Jann (B41) 2010; 5
Seli (B83) 2016; 41
Banks (B7) 2019; 31
Hlinka (B34) 2010; 53
Mantini (B57) 2007; 104
Weinstein (B95) 2018; 50
Joon Kim (B44) 2007; 10
Subasi (B86) 2010; 37
Kam (B46) 2011; 23
Müller (B69); 1
Grandchamp (B30) 2014; 5
Vortmann (B90) 2021
Unsworth (B88) 2016; 16
Kam (B45) 2013; 4
Schooler (B82) 2011; 15
van Stralen (B89) 2009; 75
Mittner (B65) 2014; 34
Ehring (B23) 2011; 42
Huijser (B35) 2018; 58
Huijser (B36) 2020; 15
Gorgolewski (B28) 2014; 9
Wammes (B92) 2016; 2
Ottaviani (B73) 2015; 8
Kuhl (B51) 1985
McVay (B63) 2009; 16
Gulbinaite (B33) 2019; 203
Wang (B93) 2015; 244
Christoff (B14) 2016; 17
Bostanov (B9) 2015; 16
Maillet (B56) 2020; 146
Morey (B67) 2011; 55
Jin (B42) 2019; 19
Ravi Kumar (B81) 2020
Radloff (B80) 1977; 1
Zanesco (B96) 2020; 52
Macdonald (B55) 2011; 2
Braboszcz (B11) 2011; 54
McVay (B61); 141
References_xml – volume: 94
  start-page: 38
  year: 2013
  ident: B74
  article-title: Flexibility as the key for somatic health: from mind wandering to perseverative cognition
  publication-title: Biol. Psychol.
  doi: 10.1016/j.biopsycho.2013.05.003
– volume: 30
  start-page: 1691
  year: 2018
  ident: B18
  article-title: Attenuated face processing during mind wandering
  publication-title: J. Cogn. Neurosci.
  doi: 10.1162/jocn_a_01312
– volume: 4
  start-page: 570
  year: 2013
  ident: B62
  article-title: Dispatching the wandering mind? Toward a laboratory method for cuing “spontaneous” off-task thought
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2013.00570
– volume: 10
  start-page: 117
  year: 2007
  ident: B44
  article-title: Attention induces synchronization-based response gain in steady-state visual evoked potentials
  publication-title: Nat. Neurosci.
  doi: 10.1038/nn1821
– volume: 9
  start-page: e97176
  year: 2014
  ident: B28
  article-title: A correspondence between individual differences in the Brain’s intrinsic functional architecture and the content and form of self-generated thoughts
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0097176
– volume: 107
  start-page: 31
  year: 2015
  ident: B12
  article-title: Early event-related brain potentials and hemispheric asymmetries reveal mind-wandering while reading and predict comprehension
  publication-title: Biol. Psychol.
  doi: 10.1016/j.biopsycho.2015.02.009
– volume: 8
  start-page: 433
  year: 2015
  ident: B73
  article-title: Cognitive, behavioral and autonomic correlates of mind wandering and perseverative cognition in major depression
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2014.00433
– volume: 37
  start-page: 8659
  year: 2010
  ident: B86
  article-title: EEG signal classification using PCA, ICA, LDA and support vector machines
  publication-title: Exp. Syst. Appl.
  doi: 10.1016/j.eswa.2010.06.065
– volume: 15
  start-page: 46
  year: 2015
  ident: B72
  article-title: The steady-state visual evoked potential in vision research: A review
  publication-title: J. Vis.
  doi: 10.1167/15.6.4
– volume: 196
  start-page: 173
  year: 2019
  ident: B19
  article-title: Normative event-related potentials from sensory and cognitive tasks reveal occipital and frontal activities prior and following visual events
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2019.04.033
– volume: 26
  start-page: 2596
  year: 2014
  ident: B5
  article-title: The decoupled mind: mind-wandering disrupts cortical phase-locking to perceptual events
  publication-title: J. Cogn. Neurosci.
  doi: 10.1162/jocn_a_00656
– volume: 51
  start-page: 195
  year: 2019
  ident: B76
  article-title: PsychoPy2: experiments in behavior made easy
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-018-01193-y
– year: 2011
  ident: B40
  article-title: Classification of EEG in a steady state visual evoked potential based brain computer interface experiment
  publication-title: Adaptive and Natural Computing Algorithms. ICANNGA 2011. Lecture Notes in Computer Science
  doi: 10.1007/978-3-642-20267-4_9
– volume: 19
  start-page: 1059
  year: 2019
  ident: B42
  article-title: Predicting task-general mind-wandering with EEG
  publication-title: Cogn. Affect. Behav. Neurosci.
  doi: 10.3758/s13415-019-00707-1
– volume: 233
  start-page: 1503
  year: 2015
  ident: B47
  article-title: Migraine and attention to visual events during mind wandering
  publication-title: Exp. Brain Res.
  doi: 10.1007/s00221-015-4224-x
– volume: 1
  start-page: 181
  year: 2014
  ident: B100
  article-title: A high-ITR SSVEP-based BCI speller
  publication-title: Brain-Comput. Interfaces
  doi: 10.1080/2326263X.2014.944469
– start-page: 509
  volume-title: The Oxford Handbook of Spontaneous Thought: Mind-Wandering, Creativity and Dreaming
  year: 2018
  ident: B21
  article-title: Rumination is a sticky form of spontaneous thought
– start-page: 5120
  year: 2017
  ident: B24
  article-title: Can I think of something else when using a BCI? Cognitive demand of an SSVEP-based BCI
– volume: 168
  start-page: 16
  year: 2017
  ident: B50
  article-title: When attention wanders: Pupillometric signatures of fluctuations in external attention
  publication-title: Cognition
  doi: 10.1016/j.cognition.2017.06.006
– volume: 22
  start-page: 386
  year: 2018
  ident: B53
  article-title: Epileptic seizure classification of EEGs using time-frequency analysis based multiscale radial basis functions
  publication-title: IEEE J. Biomed. Health Inform.
  doi: 10.1109/JBHI.2017.2654479
– volume: 8
  start-page: 1
  year: 2018
  ident: B27
  article-title: Mind wandering and task-focused attention: erp correlates
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-018-26028-w
– ident: B101
– volume: 5
  start-page: e12945
  year: 2010
  ident: B41
  article-title: Topographic electrophysiological signatures of fMRI resting state networks
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0012945
– volume: 117
  start-page: 2627
  year: 2006
  ident: B10
  article-title: The t-CWT: a new ERP detection and quantification method based on the continuous wavelet transform and Student’s t-statistics
  publication-title: Clin. Neurophysiol.
  doi: 10.1016/j.clinph.2006.08.012
– volume: 9
  start-page: 45
  year: 2015
  ident: B22
  article-title: Characterization of mind wandering using fNIRS
  publication-title: Front. Sys. Neurosci.
  doi: 10.3389/fnsys.2015.00045
– volume: 63
  start-page: 145
  year: 2014
  ident: B77
  article-title: The steady-state visual evoked potential reveals neural correlates of the items encoded into visual working memory
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2014.08.020
– volume: 50
  start-page: 642
  year: 2018
  ident: B95
  article-title: Mind-wandering, how do I measure thee with probes? Let me count the ways
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-017-0891-9
– volume-title: Analyzing Neural Time Series Data: Theory and Practice
  year: 2014
  ident: B15
  doi: 10.7551/mitpress/9609.001.0001
– start-page: 2672
  year: 2021
  ident: B90
  article-title: SSVEP-aided recognition of internally and externally directed attention from brain activity
– volume: 12
  start-page: 18
  year: 2012
  ident: B1
  article-title: An objective method for measuring face detection thresholds using the sweep steady-state visual evoked response
  publication-title: J. Vis.
  doi: 10.1167/12.10.18
– volume: 23
  start-page: 460
  year: 2011
  ident: B46
  article-title: Slow fluctuations in attentional control of sensory cortex
  publication-title: J. Cogn. Neurosci.
  doi: 10.1162/jocn.2010.21443
– volume: 41
  start-page: 189
  year: 2016
  ident: B83
  article-title: The attention-lapse and motor decoupling accounts of SART performance are not mutually exclusive
  publication-title: Conscious. Cogn.
  doi: 10.1016/j.concog.2016.02.017
– volume: 13
  start-page: e0191673
  year: 2018
  ident: B39
  article-title: Steady state visual evoked potential (SSVEP) based brain-computer interface (BCI) performance under different perturbations
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0191673
– start-page: 141
  volume-title: Handbook of Motivational Counseling: Concepts, Approaches and Assessment (Chichester: Wiley)
  year: 2008
  ident: B64
  article-title: Measuring motivation: the motivational structure questionnaire and personal concerns inventory
– volume: 15
  start-page: 319
  year: 2011
  ident: B82
  article-title: Meta-awareness, perceptual decoupling and the wandering mind
  publication-title: Trends Cogn. Sci.
  doi: 10.1016/j.tics.2011.05.006
– volume: 54
  start-page: 3040
  year: 2011
  ident: B11
  article-title: Lost in thoughts: neural markers of low alertness during mind wandering
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2010.10.008
– start-page: 1
  year: 2020
  ident: B75
  article-title: Development of an online home appliance control system using augmented reality and an SSVEP-based brain-computer interface
– start-page: 576
  year: 2012
  ident: B54
  article-title: Parameter selection for Gaussian radial basis function in support vector machine classification
– volume: 10
  start-page: e0140703
  year: 2015
  ident: B70
  article-title: A comparison study of canonical correlation analysis based methods for detecting steady-state visual evoked potentials
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0140703
– volume: 21
  start-page: 137
  year: 2011
  ident: B26
  article-title: Estimation of prediction error by using K-fold cross-validation
  publication-title: Stat. Comput.
  doi: 10.1007/s11222-009-9153-8
– volume: 58
  start-page: 170
  year: 2018
  ident: B35
  article-title: The wandering self: tracking distracting self-generated thought in a cognitively demanding context
  publication-title: Conscious. Cogn.
  doi: 10.1016/j.concog.2017.12.004
– volume: 75
  start-page: 1257
  year: 2009
  ident: B89
  article-title: Diagnostic methods I: sensitivity, specificity and other measures of accuracy
  publication-title: Kidney Int.
  doi: 10.1038/ki.2009.92
– volume: 15
  start-page: e0243532
  year: 2020
  ident: B36
  article-title: Captivated by thought: “Sticky” thinking leaves traces of perceptual decoupling in task-evoked pupil size
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0243532
– volume: 203
  start-page: 116146
  year: 2019
  ident: B33
  article-title: Attention differentially modulates the amplitude of resonance frequencies in the visual cortex
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2019.116146
– volume: 28
  start-page: 1
  year: 2008
  ident: B52
  article-title: Building predictive models in R using the caret package
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v028.i05
– volume: 1
  start-page: 385
  year: 1977
  ident: B80
  article-title: The CES-D scale: a self-report depression scale for research in the general population
  publication-title: Appl. Psychol. Measurement
  doi: 10.1177/014662167700100306
– volume: 5
  start-page: 31
  year: 2014
  ident: B30
  article-title: Oculometric variations during mind wandering
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2014.00031
– volume: 50
  start-page: 642
  year: 2017
  ident: B94
  article-title: Mind-wandering, how do I measure thee with probes? Let me count the ways
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-017-0891-9
– volume: 4
  start-page: 835
  year: 2016
  ident: B58
  article-title: Spontaneous thought and vulnerability to mood disorders: the dark side of the wandering mind
  publication-title: Clin. Psychol. Sci.
  doi: 10.1177/2167702615622383
– volume: 146
  start-page: 107565
  year: 2020
  ident: B56
  article-title: Differential effects of mind-wandering and visual distraction on age-related changes in neuro-electric brain activity and variability
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2020.107565
– start-page: 2812
  year: 2019
  ident: B79
  article-title: Augmented reality interface for smart home control using SSVEP-BCI and eye gaze
– start-page: 5497
  volume-title: Int. J. Electrical Comput. Eng.
  year: 2020
  ident: B81
  article-title: The effect of gamma value on support vector machine performance with different kernels
– volume: 19
  start-page: 25
  year: 2010
  ident: B25
  article-title: An application framework for controlling an avatar in a desktop-based virtual environment via a software SSVEP brain-computer interface
  publication-title: Presence
  doi: 10.1162/pres.19.1.25
– volume: 4
  start-page: 725
  year: 2013
  ident: B45
  article-title: The neurocognitive consequences of the wandering mind: a mechanistic account of sensory-motor decoupling
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2013.00725
– volume: 13
  start-page: e0196907
  year: 2018
  ident: B38
  article-title: Negative mood and mind wandering increase long-range temporal correlations in attention fluctuations
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0196907
– volume: 31
  start-page: 785
  year: 2019
  ident: B7
  article-title: Reducing the TUTs that hurt: the impact of a brief mindfulness induction on emotionally valenced mind wandering
  publication-title: J. Cogn. Psychol.
  doi: 10.1080/20445911.2019.1676759
– volume: 141
  start-page: 302
  ident: B61
  article-title: Why does working memory capacity predict variation in reading comprehension? On the influence of mind wandering and executive attention
  publication-title: J. Exp. Psychol. Gen.
  doi: 10.1037/a0025250
– volume: 20
  start-page: 458
  year: 2008
  ident: B85
  article-title: Going AWOL in the brain: mind wandering reduces cortical analysis of external events
  publication-title: J. Cogn. Neurosci.
  doi: 10.1162/jocn.2008.20037
– volume: 61
  start-page: 115
  year: 1991
  ident: B71
  article-title: A prospective study of depression and posttraumatic stress symptoms after a natural disaster: the 1989 Loma Prieta Earthquake
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037//0022-3514.61.1.115
– volume: 55
  start-page: 368
  year: 2011
  ident: B67
  article-title: Using MCMC chain outputs to efficiently estimate Bayes factors
  publication-title: J. Math. Psychol.
  doi: 10.1016/j.jmp.2011.06.004
– volume: 53
  start-page: 239
  year: 2010
  ident: B34
  article-title: Slow EEG pattern predicts reduced intrinsic functional connectivity in the default mode network: an inter-subject analysis
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2010.06.002
– volume: 16
  start-page: 857
  year: 2009
  ident: B63
  article-title: Tracking the train of thought from the laboratory into everyday life: an experience-sampling study of mind wandering across controlled and ecological contexts
  publication-title: Psychon. Bull. Rev.
  doi: 10.3758/PBR.16.5.857
– volume: 57
  start-page: e13581
  year: 2020
  ident: B4
  article-title: Inter-trial alpha power indicates mind wandering
  publication-title: Psychophysiology
  doi: 10.1111/psyp.13581
– volume: 5
  start-page: 271
  year: 2006
  ident: B37
  article-title: The descriptive experience sampling method
  publication-title: Phenomenol. Cogn. Sci.
  doi: 10.1007/s11097-006-9024-0
– volume: 38
  start-page: 525
  ident: B60
  article-title: Drifting from slow to “d’oh!”: working memory capacity and mind wandering predict extreme reaction times and executive control errors
  publication-title: J. Exp. Psychol. Learn. Mem. Cogn.
  doi: 10.1037/a0025896
– volume: 26
  start-page: 33
  year: 2016
  ident: B8
  article-title: Automatic gaze-based user-independe nt detection of mind wandering during computerized reading
  publication-title: User Modeling and User-Adapted Interact.
  doi: 10.1007/s11257-015-9167-1
– volume: 1
  start-page: 631
  ident: B69
  article-title: The time course of cortical facilitation during cued shifts of spatial attention
  publication-title: Nat. Neurosci.
  doi: 10.1038/2865
– volume: 34
  start-page: 16286
  year: 2014
  ident: B65
  article-title: When the brain takes a break: a model-based analysis of mind wandering
  publication-title: J. Neurosci.
  doi: 10.1523/JNEUROSCI.2062-14.2014
– volume: 35
  start-page: 196
  year: 2009
  ident: B59
  article-title: Conducting the train of thought: working memory capacity, goal neglect and mind wandering in an executive-control task
  publication-title: J. Exp. Psychol. Learn. Mem. Cogn.
  doi: 10.1037/a0014104
– volume: 106
  start-page: 120
  year: 2018
  ident: B48
  article-title: Hypervigilance during anxiety and selective attention during fear: using steady-state visual evoked potentials (ssVEPs) to disentangle attention mechanisms during predictable and unpredictable threat
  publication-title: Cortex
  doi: 10.1016/j.cortex.2018.05.008
– volume: 330
  start-page: 932
  year: 2010
  ident: B49
  article-title: A wandering mind is an unhappy mind
  publication-title: Science
  doi: 10.1126/science.1192439
– volume: 1316
  start-page: 29
  year: 2014
  ident: B3
  article-title: The default network and self-generated thought: component processes, dynamic control and clinical relevance
  publication-title: Ann. N Y Acad. Sci.
  doi: 10.1111/nyas.12360
– volume: 68
  start-page: 112
  year: 2013
  ident: B66
  article-title: Coupling between visual alpha oscillations and default mode activity
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2012.11.058
– volume: 28
  start-page: 54
  year: 2019
  ident: B78
  article-title: Studying the experience of meditation through Micro-phenomenology
  publication-title: Curr. Opin. Psychol.
  doi: 10.1016/j.copsyc.2018.10.009
– volume: 17
  start-page: 718
  year: 2016
  ident: B14
  article-title: Mind-wandering as spontaneous thought: a dynamic framework
  publication-title: Nat. Rev. Neurosci.
  doi: 10.1038/nrn.2016.113
– volume: 2
  start-page: 82
  year: 2011
  ident: B55
  article-title: Trial-by-trial variations in subjective attentional state are reflected in ongoing prestimulus EEG alpha oscillations
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2011.00082
– volume: 2
  start-page: 13
  year: 2016
  ident: B92
  article-title: Mind wandering during lectures I: changes in rates across an entire semester
  publication-title: Scholarsh. Teach. Learn. Psychol.
  doi: 10.1037/stl0000053
– start-page: 101
  volume-title: Action Control
  year: 1985
  ident: B51
  article-title: Volitional mediators of cognition-behavior consistency: self-regulatory processes and action versus state orientation
  doi: 10.1007/978-3-642-69746-3_6
– volume: 72
  start-page: 289
  year: 2009
  ident: B87
  article-title: Using frequency tagging to quantify attentional deployment in a visual divided attention task
  publication-title: Int. J. Psychophysiol.
  doi: 10.1016/j.ijpsycho.2009.01.006
– volume: 52
  start-page: 2417
  year: 2020
  ident: B96
  article-title: Quantifying streams of thought during cognitive task performance using sequence analysis
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-020-01416-1
– volume: 112
  start-page: E6058
  year: 2015
  ident: B13
  article-title: High-speed spelling with a noninvasive brain-computer interface
  publication-title: Proc. Natl. Acad. Sci. U S A
  doi: 10.1073/pnas.1508080112
– volume: 104
  start-page: 13170
  year: 2007
  ident: B57
  article-title: Electrophysiological signatures of resting state networks in the human brain
  publication-title: Proc. Natl. Acad. Sci. U S A
  doi: 10.1073/pnas.0700668104
– volume: 42
  start-page: 225
  year: 2011
  ident: B23
  article-title: The perseverative thinking questionnaire (PTQ): validation of a content-independent measure of repetitive negative thinking
  publication-title: J. Behav. Ther. Exp. Psychiatry
  doi: 10.1016/j.jbtep.2010.12.003
– volume: 224
  start-page: 117412
  year: 2021
  ident: B32
  article-title: Probing the neural signature of mind wandering with simultaneous fMRI-EEG and pupillometry
  publication-title: NeuroImage
  doi: 10.1016/j.neuroimage.2020.117412
– volume: 134
  start-page: 9
  year: 2004
  ident: B17
  article-title: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2003.10.009
– start-page: 79
  year: 2017
  ident: B29
  article-title: Handling class imbalance problem using oversampling techniques: a review
– volume: 6
  start-page: 249
  ident: B68
  article-title: Effects of spatial selective attention on the steady-state visual evoked potential in the 20-28 Hz range
  publication-title: Brain Res. Cogn. Brain Res.
  doi: 10.1016/s0926-6410(97)00036-0
– volume: 244
  start-page: 16
  year: 2015
  ident: B93
  article-title: A new hybrid BCI paradigm based on P300 and SSVEP
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2014.06.003
– volume: 18
  start-page: 732
  year: 2016
  ident: B102
  article-title: Self-reported stickiness of mind-wandering affects task performance
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2016.00732
– volume: 11
  start-page: 406
  year: 2017
  ident: B6
  article-title: Detecting and quantifying mind wandering during simulated driving
  publication-title: Front. Human Neurosci.
  doi: 10.3389/fnhum.2017.00406
– volume: 16
  start-page: 73
  year: 2015
  ident: B9
  article-title: Multivariate assessment of event-related potentials with the t-CWT method
  publication-title: BMC Neurosci.
  doi: 10.1186/s12868-015-0185-z
– volume: 18
  start-page: 1006
  year: 2008
  ident: B2
  article-title: Attention facilitates multiple stimulus features in parallel in human visual cortex
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2008.06.030
– volume: 66
  start-page: 487
  year: 2015
  ident: B84
  article-title: The Science of Mind Wandering: empirically navigating the stream of consciousness
  publication-title: Annu. Rev. Psychol.
  doi: 10.1146/annurev-psych-010814-015331
– volume: 519
  start-page: 37
  year: 2012
  ident: B91
  article-title: Effects of overt and covert attention on the steady-state visual evoked potential
  publication-title: Neurosci. Lett.
  doi: 10.1016/j.neulet.2012.05.011
– volume: 16
  start-page: 601
  year: 2016
  ident: B88
  article-title: Pupillary correlates of lapses of sustained attention
  publication-title: Cogn. Affect. Behav. Neurosci.
  doi: 10.3758/s13415-016-0417-4
– volume: 52
  start-page: 4147
  year: 2020
  ident: B43
  article-title: Distinguishing vigilance decrement and low task demands from mind-wandering: a machine learning analysis of EEG
  publication-title: Eur. J. Neurosci.
  doi: 10.1111/ejn.14863
– volume: 250
  start-page: 126
  year: 2015
  ident: B16
  article-title: Exceeding chance level by chance: the caveat of theoretical chance levels in brain signal classification and statistical assessment of decoding accuracy
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2015.01.010
– volume: 5
  start-page: 271
  year: 2014
  ident: B20
  article-title: The ARSQ 2.0 reveals age and personality effects on mind-wandering experiences
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2014.00271
SSID ssj0062651
Score 2.3607092
Snippet For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our minds from goal-directed thinking. Previous studies showed...
For a large proportion of our daily lives, spontaneously occurring thoughts tend to disengage our mind from goal-directed thinking. Previous studies showed...
SourceID doaj
pubmedcentral
proquest
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Enrichment Source
Index Database
StartPage 892863
SubjectTerms Accuracy
Attention task
EEG
Electroencephalography
Human Neuroscience
Interfaces
machine learning
mind-wandering
MVPA
Oscillations
Physiology
spontaneous thought
SSVEP
Visual evoked potentials
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NbtQwELZQT1wQUBCBgoyEqoIITWI7to8FtaoqFSGVot4s_7LV0qTqJkV764PAy_VJGDvZVXOBC8rNP0oyM_bMZ48_I_QGMEdlpWc508EAQKEuF87YXBbBac2Z12lH9_hzfXhKj87Y2Z2rvmJO2EAPPAhul1pSS-Zt7SBQ8UaY0oKRah4qS7m1Ls6-4PNWYGqYgyFKZ-WwhwkQTO6GZtbHY-dV9UHIStRk4oUSWf8kwpzmR95xOAcP0YMxUsR7wxc-Qvd88xht7jWAki-WeBun3M20KL6JrkDbOOlridMRIXx9vuiht79u597hy7aLWUFQsHNy8m3_y1sMb7TzBb69-RWJmufL25vfuJsNFym8x6bvcNN2OGbh4u8DMzW-APie_0ynYaDRE3R6sP_102E-3qaQg6CKLvcyUBcMkZrDQ7SQovBUahakB7mGOPhD0BEfEk2cMeC4jHDUMlsEmIrIU7TRtI1_hrCzhARtBKfg3J0vpXCMA7CzlXWS1CxDxUq6yo5U4_HGix8KIEdUiEoKUVEhalBIht6tu1wOPBt_a_wxqmzdMFJkpwIwHDUajvqX4WRoa6VwNY7bhYrb8BDBUc4z9HpdDSMubqPoxrd9agOzXGS6yxCfGMrkg6Y1zfkscXdLwOuSkOf_4w9eoPtRKHGFuyy30EZ31fuXECJ15lUaDX8AI7oWew
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3NbtQwELZge-GCCgWRUpCREAJEaBLHiX1CLdqqQqKqKEW9Wf7tVkuT7W5StLc-CLxcn4Sxk13IpcrNsZWfz56ZzzOeQeg1cI5Mc0tjKp0CgpKbmBmlY544I2VJrQwe3a9HxeFp_uWMnvUbbos-rHIlE4OgNrX2e-S73kEKujUvy0-zq9hXjfLe1b6Exn20ASKYsRHa2B8fHX9byWKw1mna-TKBivFdV01af_w8yz4ynrGCDLRRSNo_sDSHcZL_KZ6DTfSwtxjxXgfxI3TPVo_R1l4FbPlyid_gEMMZNse30BxQxwG3JQ5HhfD1xaKF0fa6nlqDZ3Xjo4Og4e3JyY_x8TsMT9TTBb69-e0TNk-Xtzd_cDPpCip8wKptcFU32Efj4vMuQzW-BBof_wqnYqDTE3R6MP7--TDuqyrEOi-TJrbc5cYpwmUJF5GMs8TmXFLHrVXMeSHgnPQ8kUhilAIFppjJNdWJA5FEnqJRVVf2GcJGE-KkYmUOSt7YlDNDSyB4OtOGk4JGKFn9XaH7lOO-8sVPAdTDAyICIMIDIjpAIvR-PWTW5du4q_O-h2zd0afKDg31_Fz0K0_kmhScWl0YsHThA1WqQcrJ0mXwP7Q2EdpZAS769bsQ_2ZbhF6tb8PK8-4UWdm6DX1A2vmMdxEqBxNl8ELDO9XFJOTw5sDbOSHbdz_8OXrgP9fvYafpDho189a-ACOoUS_7mf4XebAOhQ
  priority: 102
  providerName: ProQuest
Title The steady state visual evoked potential (SSVEP) tracks “sticky” thinking, but not more general mind-wandering
URI https://www.proquest.com/docview/2700893477
https://www.proquest.com/docview/2707873676
https://pubmed.ncbi.nlm.nih.gov/PMC9402933
https://doaj.org/article/4c3695ec6d774eb8b1c703a7f2c47ccd
Volume 16
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1fa9RAEF9q--KLqFVMrccKIiqmJtlNNvsg0srVIrQU68m9hf3bK9cm9S6p3ls_iH65fhJnN7nDQBEkEMj-SbI7uzPz29mdQegFYI5EcZOGqbASAArVYa6lCnlktRAsNcJbdA-PsoMR_TxOx2toGd6q68D5rdDOxZMazc53fn5ffIAJ_94hTpC372w5adyh8iTZyXmSZ-QO2gDBxFxAg0O6MiqA6u6jMcZZBvgLNJ3WyHn7K3piynvz76mg_Q2Uf0mk_fvoXqdK4t2W9g_Qmikfos3dEmD0xQK_xH5zp18130QzGA7YE3SB_RkifHU2b6C2uaqmRuPLqnbbhiDh1cnJt-HxawxfVNM5vrn-5Tw5Txc3179xPWkjLbzFsqlxWdXYbdPFp63ranwB-D784Y_LQKFHaLQ__PrxIOzCLYSKsqgODbdUW0m4YHARkfM8MpSL1HJjZG4dd7BWOABJBNFSgmSTuaYqVZEFXkUeo_WyKs0ThLUixAqZMwrSX5uY5zplgPxUojQnWRqgaNm7hep8kbuQGOcFYBJHkMITpHAEKVqCBOjNqspl64jjX4X3HMlWBZ0PbZ9QzU6LbkoWVJGMp0ZlGlRgaKCMFbA_wWwC_aGUDtD2kuDFclwWzk4PKh5lLEDPV9kwJZ2dRZSmanwZYIPOFV6AWG-g9H6on1OeTbxzbw6AnhOy9T_NfYruuie31B3H22i9njXmGehKtRygjb3h0fGXgV9rgPuncTzws-IP51YatQ
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELbK9gAXRCmIhVKMBAgQodnYefiAUAtbbWm7qmiLegt-dldLk2U322pv_SHwF_hR_SWMnWQhl96q3GI7D8_D83nGMwi9AMwRSKZDL-RGAEChykuUkB7zjeI8DjV3Ht39ftQ7pl9OwpMl9Kc-C2PDKmud6BS1yqXdI9-wDlJYW2kcfxz_9GzVKOtdrUtolGyxq-cXANmmH3Y-A31fBsF29-hTz6uqCniSxn7haWaoMoIwHsNFeMISX1PGQ8O0FomxQmAMtziJcKKEAAUuEkVlKH0DIkngubfQMiWRH7TQ8la3f_C11v2ADsJO6TsF6Mc2TDaY2ePuQfA-YUESkcbq54oENCzbZlzmfwvd9j10t7JQ8WbJUitoSWf30epmBuj8bI5fYRcz6jbjV9EEuAw7PpljdzQJnw-nMxitz_ORVnicFzYaCW68Pjz81j14g-GNcjTFV5e_bILo0fzq8jcuBmUBh3dYzAqc5QW20b_4tMyIjc-GmfIu3Ckc6PQAHd_IfD9ErSzP9COElSTEcJHEFIwKpTssUWEMgFIGUjEShW3k17ObyirFua208SMFqGMJkjqCpJYgaUmQNnq7GDIu83tc13nLkmzR0abmdjfyyWlaSXpKJYlYqGWkwLKGHxQdCVqVxyaA-ZBStdFaTfC00hfT9B93t9HzRTNIunXf8EznM9cHtKvNsNdGcYNRGh_UbMmGA5cznFEfDDvy-PqXP0O3e0f7e-neTn_3Cbpjf93un3c6a6hVTGb6KRhghVivuB6j7zctaH8BInhM1A
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NbtNAEF6VVEJcEFAQhgKLBAgQJrbXjr0HhFqaqKUQRZSi3sz-NlGoHRK7VW59EHgRHqdPwuzaDvjSW-Wbd9c_Oz87387sDELPAHMEgqrIjZjmAFBC6SaSC5d6WjIWR4pZj-7nYW_3MPx4FB2toT_NWRgTVtnoRKuoZS7MHnnXOEhhbQ3juKvrsIjRzuD97KdrKkgZT2tTTqNikX21PAP4tni3twO0fh4Eg_7XD7tuXWHAFWHsFa6iOpSaE8piuAhLaOKpkLJIU6V4oo1AaM0MZiKMSM5BmfNEhiISngbxJPDca2g9Nqiog9a3-8PRl2YdAKQQ-ZUfFWAg7epsXJqj70HwNqFB0iOtldAWDGhZue0Yzf8WvcEtdLO2VvFWxV630ZrK7qCNrQyQ-skSv8A2ftRuzG-gOXActjyzxPaYEj6dLEoYrU7zqZJ4lhcmMgluvDw4-NYfvcLwRjFd4IvzXyZZ9HR5cf4bF-OqmMMbzMsCZ3mBTSQwPq6yY-OTSSbdM3siBzrdRYdXMt_3UCfLM3UfYSkI0YwncQgGhlQ-TWQUA7gUgZCU9CIHec3spqJOd26qbvxIAfYYgqSWIKkhSFoRxEGvV0NmVa6PyzpvG5KtOpo03fZGPj9Oa6lPQ0F6NFKiJ8HKhh_kvgANy2IdwHwIIR202RA8rXXHIv3H6Q56umoGqTeuHJapvLR9QNOabHsOiluM0vqgdks2Gdv84TT0wMgjDy5_-RN0HQQs_bQ33H-Ibpg_N1vpvr-JOsW8VI_AFiv445rpMfp-1XL2Fx8FUQk
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=The+steady+state+visual+evoked+potential+%28SSVEP%29+tracks+%E2%80%9Csticky%E2%80%9D+thinking%2C+but+not+more+general+mind-wandering&rft.jtitle=Frontiers+in+human+neuroscience&rft.au=Yang%2C+Hang&rft.au=Paller%2C+Ken+A.&rft.au=van+Vugt%2C+Marieke&rft.date=2022-08-11&rft.issn=1662-5161&rft.eissn=1662-5161&rft.volume=16&rft_id=info:doi/10.3389%2Ffnhum.2022.892863&rft.externalDBID=n%2Fa&rft.externalDocID=10_3389_fnhum_2022_892863
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1662-5161&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1662-5161&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1662-5161&client=summon