On the importance of Task 1 and error performance measures ...
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Accordingly, the literature on PRP/central bottleneck theory typically introduces and entails no effect of SOA on Task 1 performance (Figure 1A; ... DownloadArticle DownloadPDF ReadCube EPUB XML(NLM) totalviews ViewArticleImpact SHAREON Abstract Introduction Methods Results Discussion ConflictofInterestStatement Acknowledgment Footnotes References Appendix Exportcitation EndNote ReferenceManager SimpleTEXTfile BibTex Peoplealsolookedat MINIREVIEWarticle Front.Psychol.,07April2015Sec.Cognition https://doi.org/10.3389/fpsyg.2015.00403 OntheimportanceofTask1anderrorperformancemeasuresinPRPdual-taskstudies TiloStrobach1,2*,AnjaSchütz1andTorstenSchubert1 1DepartmentofPsychology,HumboldtUniversityBerlin,Berlin,Germany 2DepartmentofPsychology,MedicalSchoolHamburg,Hamburg,Germany Thepsychologicalrefractoryperiod(PRP)paradigmisadominantresearchtoolintheliteratureondual-taskperformance.Inthisparadigmafirstandsecondcomponenttask(i.e.,Task1andTask2)arepresentedwithvariablestimulusonsetasynchronies(SOAs)andprioritytoperformTask1.Themainindicatorofdual-taskimpairmentinPRPsituationsisanincreasingTask2-RTwithdecreasingSOAs.Thisimpairmentistypicallyexplainedwithsometaskcomponentsbeingprocessedstrictlysequentiallyinthecontextoftheprominentcentralbottlenecktheory.ThisassumptioncouldimplicitlysuggestthatprocessesofTask1areunaffectedbyTask2andbottleneckprocessing,i.e.,decreasingSOAsdonotincreasereactiontimes(RTs)anderrorratesofthefirsttask.TheaimofthepresentreviewistoassesswhetherPRPdual-taskstudiesincludedbothRTanderrordatapresentationsandstatisticalanalysesandwhetherstudiesincludingbothdatatypes(i.e.,RTsanderrorrates)showdataconsistentwiththisassumption(i.e.,decreasingSOAsandunaffectedRTsand/orerrorratesinTask1).Thisreviewdemonstratesthat,incontrasttoRTpresentationsandanalyses,errordataisunderrepresentedinasubstantialnumberofstudies.Furthermore,asubstantialnumberofstudieswithRTanderrordatashowedastatisticallysignificantimpairmentofTask1performancewithdecreasingSOA.Thus,thesestudiesproduceddatathatisnotprimarilyconsistentwiththestrongassumptionthatprocessesofTask1areunaffectedbyTask2andbottleneckprocessinginthecontextofPRPdual-tasksituations;thiscallsforamorecarefulreportandanalysisofTask1performanceinPRPstudiesandforamorecarefulconsiderationoftheoriesproposingadditionstothebottleneckassumption,whicharesufficientlygeneraltoexplainTask1andTask2effects. Introduction Whenpeopleexecutetwosimultaneousorsystematicallydelayeddistincttasksunderdual-taskconditions,performanceinthesetasksisoftenimpaired(e.g.,Kahneman,1973;Wickens,1980;Pashler,2000,andmanymore).Inthecontextofwell-controllablebehavioraldual-tasksituations,theseimpairmentsaredemonstratedbyanincreaseinreactiontimes(RTs)and/orerrorratesunderdual-taskincontrasttosingle-taskconditions(theisolatedtaskexecution),referredtoas“dual-taskcosts.” Oneofthemostprominentdual-tasksituationsisofthepsychologicalrefractoryperiod(PRP)type(Telford,1931;Vince,1949;Welford,1952;Pashler,1984,1994;PashlerandJohnston,1989,1998;OsmanandMoore,1993;Schubert,1999;Schubertetal.,2008).Inthisdual-tasksituation,twocomponenttasksarepresentedinclosesuccessionwithvarioustimeintervalsbetweentheonsetsofafirstandsecondtaskstimulus(i.e.,variablestimulusonsetasynchronies,SOAs)andparticipantsaregivenfixed-priorityinstructionsontheexecutionofthefirsttask(Task1).AsillustratedinFigure1A,theperformanceofthesecondtask(Task2)typicallydecreases(e.g.,RTsincrease)withdecreasingSOAandincreasingtaskoverlap.Thisperformancedecreaseindicatesdual-taskcostsinthecontextofPRPdualtasks(i.e.,thePRPeffect). FIGURE1 Figure1.IllustrationofperformancepatternsinthecontextofdualtasksofthePsychologicalRefractoryPeriodtype(note,thatanincreaseattheyaxisrepresentsperformanceimpairmentandanincreaseatthexaxisrepresentsanincreaseinstimulusonsetasynchrony,SOA).Panel(A):Task1andTask2performanceaccordingtothecentralbottleneckmodel.Panel(B):Task1andTask2performanceaccordingtolessstrictsequentialinterpretationsofbottleneckmodelsandimpairedperformancewithdecreasingSOAinbothtasks. ToexplainthePRPeffect,theprominentcentralbottlenecktheorysuggeststhatthementaloperationassociatedwiththeselectionofwhichresponsetoexecutecanneverbemadefortwotaskssimultaneously.Instead,thismodelassumesthatresponseselectionrequiresasinglemechanismtobededicatedtoitforsomeperiodoftime.Thus,thereisastrictsequentialresponseselectionintwotasksofadual-tasksituationduetoastructuralandunavoidableprocessingbottleneck.Inthisstrictinterpretationofthecentralbottleneckmodel,thesequentialprocessingatthecentralbottleneckleadstoprocessingimpairments(i.e.,processingdelaysorerrors)inthesecondcomponenttasksofaPRPsituation.ThisprocessingimpairmentincreaseswithdecreasingSOA(Pashler,1994),leadingtothePRPeffectinTask2. Accordingly,theliteratureonPRP/centralbottlenecktheorytypicallyintroducesandentailsnoeffectofSOAonTask1performance(Figure1A;e.g.,Pashler,1984,1994;Allenetal.,1998;RuthruffandPashler,2001;Kundeetal.,2007,andmanymore).Thislackingeffectisaconsequenceoftheassumptionofastrictsequentialprocessingofresponseselections,i.e.,(1)anengagementofacentralprocessingmechanismof100and0%toTask1andTask2,respectively,before(2)anengagementofthismechanismof0and100%toTask1andTask2,respectively.Task1andTask2performanceanalysesshouldthusbetreatedinthecontextofPRPsituationsandthecentralbottlenecktheoryinordertotesttheseassumptions.Furthermore,theseanalysesshouldfocusonallavailabledatatypes.Inthecontextofmostbehavioralexperiments,theseanalysescombineanalysesonRTsaswellaserrorratedata.1 Thedual-taskliterature,however,seemstotreat(1)Task1performanceand(2)errorrateswithlessemphasisandcaution.Oneofthefewexamplesthatsystematicallyrelatesdual-taskperformanceinformoferrorratestoRTsoccursinaseriesofstudiescombiningideomotorcompatibilitytasks(i.e.,componenttasksinwhichstimulusinformationsharesresponseinformation;e.g.,ifanauditorystimulusis“A”or“B,”say“A”and“B,”respectively)inPRPsituations(Lienetal.,2002;Greenwald,2003).Dual-taskperformanceshowedaneffectofSOAonerrorratesregardlessofthetypeofinstruction(Shinetal.,2007).TheseratesincreasedfromlongtoshortSOAsunderconditionsofaspeed-instruction(i.e.,“Performasfastaspossible”)aswellasunderaspeed-and-accuracyinstruction(i.e.,“Performasfastandasaccuratelyaspossible”)inbothTask1andTask2.Theauthorsinterpretedthesefindings(incombinationwithRTdata)asevidenceforbottleneckprocessingwhencombiningideomotorcompatibletasks.Alongsidethisexample,thereareonlyveryfewapproachesinPRPliteratureandliteraturewithstrictinterpretationsofthecentralbottlenecktheorythatsystematicallyapplyandinterpreterrordatawithafocusonTask1performanceformodelingdual-taskprocessing.Thisissurprisingconsideringthatalternativetheoreticalapproacheswithinthecontextofthecentralbottlenecktheory(seeDiscussion)andoutsidethiscontext(e.g.,resourcetheories,Kantowitz,1978;LoganandGordon,2001;NavonandMiller,2002;Wickens,2002;TombuandJolicœur,2003)particularlyprovidesystematicinterpretationsofTask1’serrorratesaswellasRTs.TheconsiderationofTask1’sdataisessentialtoproduceacomprehensivepictureofdual-taskprocessinginthecontextofthesetheories. AsaconsequenceoftheimpressionoftreatingTask1performancewithlessemphasisandcaution,theaimofthepresentstudyistosystematicallyreviewPRPliteraturewithafocuson(1)thereportpolicyofTask1performancedataaswellas(2)theactualperformanceinthistask.ThefirstaimgenerallyspecifiesthepolicytoreporterrordatacomparedtoRTdataofTask1.Importantly,wespecifythispolicywithafocusonpresentingRTanderrordata(e.g.,informoffiguresand/ortables),aswellasreportingstatisticsonbothperformancemeasures(e.g.,informofanalysisofvariance).WhilethecentralbottlenecktheorymakesexplicitassumptionsonRTs,errorratesareoftenunderrepresentedinthecontextofthistheory.Therefore,wespeculatethat,duetothisunderrepresentation,thenumberofPRPstudiesincludingreportederrordata(i.e.,informofdatapresentationsandstatisticalanalyses)islowerthanthenumberincludingRTdata(despiteageneralrequestofnoselectivedatareportinempiricalstudies,Bootetal.,2011). WereviewwhetherTask1performanceisindependentofSOAusingtheperspectiveofthesecondaim:thatis,RTsanderrorratesareconstantacrossSOAs.Ontheotherhand,thefollowingdatapatternsinTask1arenotconceivableinthecontextofthistheory:(1)RTsareconstantanderrorratesincreasewithdecreasingSOA,(2)errorratesareconstantandRTsincreasewithdecreasingSOA,(3)errorratesandRTsincreasewithdecreasingSOA(Figure1B).Theselatterdatapatternsareconsistentwiththeassumptionthatbottleneckprocessingispotentiallylesssequentialthantheorizedinastrictinterpretationofthecentralbottlenecktheory,buttheycallforadditionstothisassumption(asindicatedintheDiscussion). WeaimtoinvestigatetheproportionofPRPstudiesthatareconsistentwithoneofthesedatapatternsinthepresentreview.Indetail,weanalyzedthenumberofPRPexperimentsshowingastatisticallysignificantmaineffectofSOA(typicallyinANOVAs)onTask1’sRTsand/orerrorrates,incombinationwithdatapatternsdemonstratingimpairedperformancewithdecreasingSOA(i.e.,increasedRTsand/orerrorrateswithshorterSOA).2PRPdual-tasksituationsarerigoroustestsofthesepatternsinTask1,sinceparticipantsareexplicitlyinstructedtoprioritizethistask.ThispriorityonTask1shouldmakethistasklessvulnerableforperformancemodulationsduetothetiming(i.e.,SOA)ofthefollowingTask2andshouldreducethelikelihoodofimpairedTask1performancewithdecreasingSOAs.NotethatweexclusivelyreviewSOAmaineffectsonRTsand/orerrorratesbecausewefocusonrobusteffects.ThisfocusonrobusteffectsparallelstherobustemergenceofPRPeffectsinTask2andtheircleardemonstrationviaSOAmaineffects.Furthermore,ourfocusonSOAmaineffectsallowsustocombineanalysesacrossdifferentstudiesinwhichSOAmodulationisoftencombinedwithoneorasetofalternativefactors(e.g.,modulationsofstimuluscharacteristics,stimulus-responserelations,etc.).Generally,thistypeofreviewshouldhelpadvancethedual-taskliteraturebyspecifyingthedual-taskprocessingarchitectureofPRPdualtasks.Furthermore,thisreviewinvestigatesthebenefitsofusingerrorratesand/orTask1performanceasadatasourcetoimproveourinsightintodual-taskprocessinganditstheory. Methods WesearchedpapersviatheabstractingandindexingdatabasePsycINFOdevotedtopeer-reviewedliteratureinthebehavioralsciencesandmentalhealthonMay17th2013.Thesearchtermwas“PRP.”Thissearchresultedinatotalnumberof291entriesfromwhichweexcludedreviews,clinicalpapers,dissertationabstracts,bookchapters,modelingstudies,andnon-Englishentries.Thisexclusionprocedureleftaselectionof133studies.Intotal,thesestudiescomprised306experiments. Results IntheResultssection,wefirstfocusontheamountofpaperspresentingTask1’sRTdatavs.errorratesinformoffiguresand/ortables.Secondly,wereporttheamountofstudiesthatperforminference-statisticalanalyses(e.g.,analysisofvariance)onRTsand/orerrorratesofthistask.Thirdly,wereviewPRPstudieswithaparticularfocusontheimpactofdecreasingSOAondecreasingperformance(i.e.,increasingRTsanderrorrates)inTask1. Thenumberandpercentofexperiments(outofthetotalof306experimentsof133studies)presentingRTorerrordatainformof(1)figures,(2)tables,(3)figuresandtables,aswellas(4)figuresand/ortablesforTask1,ispresentedinTable1.ApartfromwhatPRPstudiesincludeandispresentedinthistable,thereversedperspectiveonthistableisremarkable:181(59.2%)ofallexperiments[and97(45.3%)ofallexperimentswithpresentationofTask1RTdata]presentednoerrordata.Incontrast,only92(30.1%)ofallexperiments[and8(6.4%)ofallexperimentswithpresentationoferrordata]presentednoRTdata.Thus,thisreviewdemonstratestheunderrepresentationoferrordatapresentationincontrasttopresentingRTsofTask1inPRPdual-taskstudies. TABLE1 Table1.NumberandpercentofexperimentspresentingRTsanderrorratesinfigures,tables,figuresandtables,aswellasfiguresortables. Thenumberandpercentofexperiments(outofatotalof306experimentsof133studies)withstatisticalanalysesofRTorerrordataispresentedinTable2.Fromourperspective,themostcrucialfactofthistableisthatonly48.7%oftheexperimentsprovidedstatisticalanalysesoftheirRTsanderrorrates.Ontheotherside,thistableshowsthatthereisnocompletepresentationofstatisticalanalysesfor51.3%oftheexperiments.Thus,thisreviewdemonstratesthatmanyPRPdual-taskstudiesallownoconclusiveconclusionsaboutTask1performanceandnotestoftheimplicitassumptionthatthistask’sperformanceisindependentofSOA. TABLE2 Table2.Numberandpercentofexperiments(totalnumberexperimentsis306)withstatisticalanalysesof(1)RTs,(2)errordata,(3)RTsanderrordata,aswellas(4)RTsand/orerrordatainTask1. Whilefocusingonthethirdissue,weexclusivelyanalyzedtheselectionofstudies(combining149experiments,seeAppendix)thatprovidedstatisticalanalysesoftheirTask1’sRTsanderrorrates(Table3).ThisfocusshowsthataremarkablenumberofPRPdual-taskstudiesproduceddatathatarenotconsistentwiththeassumptionofastrictsequentialbottleneckprocessingbutcallsforadditionstothisbottleneckassumption(Figure1B):Task1performancewasnotindependentofSOAinmostofthesestudiesandshowedimpairedperformancewithdecreasingSOA(67.1%). TABLE3 Table3.Numberandpercentofexperiments(totalnumberexperimentsis149)withstatisticalanalysesofRTsanderrordata(seeTable2)aswellasaneffectofSOAonTask1performance(i.e.,decreasingSOAandincreasingRTs/errorrates). Discussion Ourreviewdemonstratesthatalotofstudiesdonotpresentalldatathatisrequiredtoanalyzeandmodeldual-taskprocessinginthecontextofthecentralbottlenecktheoryinthecaseofPRPdual-taskexperiments.First,whileareasonableamountofstudiespresentedRTdataofbothcomponenttasks(69.3%),thisamountisdrasticallyreducedforerrordata:only40.8%ofthePRPstudiespresentedthisdatatypeintablesand/orfigures.ThisratherlowamountofstudiesincludingerrordatapresentationsdemonstratesthatthereisnoobtainableconclusiveinterpretationofPRPdual-taskperformanceinmanystudies.Thus,thesestudiesdonotallowtocompletelymodeldual-taskprocessinginthecontextofthecentralbottlenecktheory.Furthermore,wefoundaratherlownumberofstudiesthatanalyzedthisdatastatisticallyandallowedconclusiveconclusionsaboutinthiscontext.Atthispoint,itishoweverfairtoadmitthatnotallstudiesthatwereidentifiedbasedonourliteraturesearchon“PRP”pursuedoninvestigatingthecentralbottlenecktheory;thePRPparadigmcanbeusedmanifold(e.g.,tosimplyinducecapacityconstraintstoTask2processing).Insuchcases,reports,analyses,andinterpretationsshouldmainlyfocusonrelevantaspects(e.g.,primarilydataofTask2). IfweincludedstudieswithstatisticalreportsonerrordataandRTs,asubstantialnumberofexperimentsdemonstratedthat,withdecreasingSOA,thereareincreasesoferrorrates,increasesofRTs,orbothinTask1.Infact,67.1%oftheincludedexperimentsdemonstratedoneofthesepatterns.Weassumethatthisnumbercouldbeevenhigherbecause(1)experimentswithSOAnulleffectsinTask1maymerelylackstatisticalpowertoreachthesignificancethresholdofaSOAmaineffectand/or(2)studieswithnoimpairedperformancewithdecreasingSOAalsoincludestudiesshowinganoppositepattern:performanceimpairmentswithincreasingSOA(seetextFootnote2).Thispatternmay,however,demonstratetheimpactofaresponsegroupingstrategy(e.g.,Borger,1963;Schubert,1996;MillerandUlrich,2008).ThisstrategymaymaskadatapatternofanimpairedperformancewithdecreasingSOAandthusmayobscurethenumberofstudiesincludingthispattern.Moreover,forreasonsofcomparability,weexclusivelyfocusedonSOAmaineffectsandneglectedcombinationsoftheseeffectswithalternativeexperimentalfactors(i.e.,interactions).TheextensionofthefocustointeractionscouldpotentiallyincreasethenumberofexperimentswithperformanceimpairmentsofTask1withdecreasingSOA(particularlywhentheSOAmaineffectisnon-significant). Nevertheless,thereareanumberoftheoriesthatexplicitlyconsiderdual-taskcostsinTask1(inthePRPcontext:performanceimpairmentsatshortincontrasttolongSOAs).First,capacity-sharingtheoriesassumethattworesponseselectionscanbeprocessedinparallel,butthatsharingthesamelimitedresource(s)causesdual-taskcosts(e.g.,HermanandKantowitz,1970;KantowitzandKnight,1974,1976;Kantowitz,1978;Wickens,2002;TombuandJolicœur,2003),becausetherearefewerresourcesforeachindividualtaskandperformanceisthusimpaired.Participantsstrategicallyprioritizedonetaskoveranotherfollowinginstructionsand/orchangesintherelationshipofdifficultybetweenthecombinedtasks,whichisconsistentwiththisperspective(e.g.,NormanandBobrow,1975;NavonandGopher,1979;Gopheretal.,1982).Recentrepresentativesofcapacity-sharingtheories(e.g.,LoganandGordon,2001;NavonandMiller,2002;TombuandJolicœur,2003)assumethatsequentialprocessing,asanticipatedinthecentralbottlenecktheory,maybeastrategicproductofflexibleschedulingoflimitedresources.Forexample,participantsmaynothavefollowedtheinstructionofPRPdualtasksstrictlyschedulingengagement100%toTask1and0%toTask2adequately.Task1effectscanalsobeexplainedbytheassumptionofastrategictaskschedulingwithaflexiblebottlenecklocalizationduringthetaskprocessingandresourcesharingatthelevelofexecutivecontrolprocesses(MeyerandKieras,1997). Second,dual-taskcostsinTask1werealsoexplainedintermsofbetween-taskcrosstalk(e.g.,Hommel,1998;LoganandSchulkind,2000;LoganandGordon,2001;LienandProctor,2002;NavonandMiller,2002;Schubertetal.,2008).Forinstance,performancedecreaseswhentwotasksrequirethesimultaneousexecutionofincompatible(e.g.,leftvs.right)incontrasttocompatible(e.g.,leftvs.left)spatialresponses.Thiscrosstalkassumptionisgenerallyconsistentwiththeassumptionofcapacity-sharingtheories,sincebothenableinformationtransferbetweencomponenttasksunderdual-taskconditions.Thus,ifsomeofthestudiesdemonstratingTask1performanceimpairmentwithdecreasingSOAshowedthisimpairmentbecauseofcrosstalk,thisfindingisconsistentwithsharingcommonresourcesbetweentasks.Thedifferencebetweencrosstalkapproachesandcapacity-sharingtheoriesishoweverthattheformerdependonwhatcontentofinformationisprocessedwhiledual-taskcostsdependonwhatsortofoperationistobecarriedoutisinterpretedinthelattercapacity-sharingcontext.Interestingly,theapproachesofHommel(1998),LienandProctor(2002),aswellasSchubertetal.(2008)proposeadistinctionofdifferentsub-processesoftheresponseselectionmechanisms(e.g.,responseactivationandinitiation),whichtodifferentdegreesaresubjectedtocross-taskandtosequentialprocessingbetweentasks.ThisallowsexplainingarangeofthereportedTask1effects,withelaboratedbottleneckmodels. Third,theprocessingbottleneck(informofasharedcapacitylimitationorastructuralbottleneckasinthecentralbottlenecktheory)requiresthecoordinationoftwotaskprocessingstreams.Forinstance,thesetaskcoordinationprocessesarerelatedtotheefficientpreparationofTask1information(deJong,1995),schedulingofresponseselections,aswellasswitchesbetweenthem(Umiltàetal.,1992;Schubert,1996,2008;Lienetal.,2003;BandandvanNes,2006;SigmanandDehaene,2006;Szameitatetal.,2006;Liepeltetal.,2011;Strobachetal.,2012b,2014).Weassumethatthelattersetofmechanisms(i.e.,taskcoordinationprocesses)particularlyaffectsTask1processingunderconditionsofuncertaintyoftaskorderprocessing(e.g.,ArnellandDuncan,2002,Experiment1;deJong,1995;TombuandJolicœur,2002;LuriaandMeiran,2003,2005,2006;SigmanandDehaene,2006;Schubert,2008;LeonhardandUlrich,2011;Strobachetal.,2012a;Töllneretal.,2012)becausethedecisionontheorderofbottleneckaccessistypicallylocatedbeforebottleneckprocessinginTask1(Umiltàetal.,1992;Schubert,1996;Hendrichetal.,2012).Thenumberofstudieswithtaskorderuncertaintyis,however,ratherlowincomparisontotheentiresetofanalyzedPRPstudiesandthusshouldnotobscureourgeneralconclusion:asubstantialnumberofexperimentsinthecontextofPRPdual-taskexperimentsdemonstratedecreasingTask1performancewithdecreasingSOA,whichisnotconsistentwiththeassumptionthatprocessesofTask1areunaffectedofTask2andbottleneckprocessinginthecontextofPRPdual-tasksituations.Actually,thiscallsforamorecarefulconsiderationoftheoriesproposingadditionstothebottleneckassumption,whicharesufficientlygeneraltoexplainTask1andTask2effects. ConflictofInterestStatement Theauthorsdeclarethattheresearchwasconductedintheabsenceofanycommercialorfinancialrelationshipsthatcouldbeconstruedasapotentialconflictofinterest. Acknowledgment WethankAntoniaPapadakisforproofreadingthetext. Footnotes ^Here,erroneousdual-taskperformanceisdefinedasgivinganincorrectresponseoromittingaresponseinaparticularcomponenttaskandwithseparateerrorrateanalysesonTask1andTask2.Thisperspectivedoesnotconsiderstudiesinwhichanyerrorthatoccurredduringdual-taskperformance(irrespectiveofthecomponenttask)meantthatthedualtaskasawholewasnotperformedcorrectlyandthuserroranalysiswasconductedforbothtasksincombination(e.g.,LoganandSchulkind,2000;Strobachetal.,2013;Zwostaetal.,2013).Wetakethisperspective,becausethecombinederroranalysisdoesnotallowelaboratedandindependentconclusionsforTask1andTask2performance. ^WewerenotinterestedinthereversephenomenonofimpairedperformancewithincreasingSOA(i.e.,decreasedRTs/errorratesatshortincontrasttolongSOAs)whichistypicallydiscussedinthecontextofgroupingoftworesponses/atendencytowithholdtheexecutionofafirstresponseuntiltheexecutionofasecondresponse(Borger,1963;MillerandUlrich,2008). 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Editedby:HannesRuge,TechnischeUniversitätDresden,Germany Reviewedby:EliotHazeltine,UniversityofIowa,USARicoFischer,TechnischeUniversitätDresden,Germany Copyright©2015Strobach,SchützandSchubert.Thisisanopen-accessarticledistributedunderthetermsoftheCreativeCommonsAttributionLicense(CCBY).Theuse,distributionorreproductioninotherforumsispermitted,providedtheoriginalauthor(s)orlicensorarecreditedandthattheoriginalpublicationinthisjournaliscited,inaccordancewithacceptedacademicpractice.Nouse,distributionorreproductionispermittedwhichdoesnotcomplywiththeseterms. *Correspondence:TiloStrobach,DepartmentofPsychology,HumboldtUniversityBerlin,RudowerChaussee18,12489Berlin,[email protected] Peoplealsolookedat Download
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