AddresscorrespondencetoCherylMMcCormickDepartmentofPsychologyandCentreforNeuroscienceBrockUniversity500GlenridgeAveStCatharinesOntarioCanadaL2S3A1email PSYCHOLOGICALSCIENCEVolume20 ID: 457148
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ResearchReportFacialStructureIsaReliableCueofAggressiveBehaviorJustinM.CarreCherylM.McCormick,andCatherineJ.MondlochDepartmentofPsychologyandCentreforNeuroscience,BrockUniversityABSTRACTFacialwidth-to-heightratioisasexuallydi-morphicmetricthatisindependentofbodysizeandmayhavebeenshapedbysexualselection.Werecentlyshowedthatthismetriciscorrelatedwithbehavioralaggressioninmen.InStudy1,observersestimatedthepropensityforaggressionofmenphotographeddisplayingneutralfacialexpressionsandforwhomabehavioralmeasureofag-gressionwasobtained.Theestimateswerecorrelatedstronglywiththefacialwidth-to-heightratioofthestim-ulusfacesandwiththeactualaggressionofthemen.TheseresultswerereplicatedinStudy2,inwhichtheexposuretoeachstimulusfacewasshortenedto39ms.ParticipantsestimatesofaggressionforeachstimulusfacewerehighlycorrelatedbetweenStudy2(39-msexposure)andStudy1(2,000-msexposure).Thesendingssuggestthatthefacialwidth-to-heightratiomaybeacueusedtopredictpro-pensityforaggressioninothers.Thehumanfaceisabasisforjudgmentsaboutgender,ethni-city,attractiveness,emotion,andpersonalitytraits(Zebrowitz,2006).Infact,personalityattributionsbasedonthecharacter-isticsofthefaceshowhighratesofconsensusacrossobservers(Penton-Voak,Pound,Little,&Perrett,2006;Todorov,Man-disodza,Goren,&Hall,2005),aremadeveryquickly(Bar,Neta,&Linz,2006;Willis&Todorov,2006),and,forcertaintraits,aresomewhataccurate(Penton-Voaketal.,2006).Peoplearerel-ativelygoodatidentifyingcheatersinaPrisonersDilemmagamebasedonfacialphotographs(Verplaetse,Vanneste,&Braeckman,2007),andwomensjudgmentsofmensinterestininfantsbasedontheirfacespredictedtheiractualinterestininfants(Roney,Hanson,Durante,&Maestripieri,2006).Thereissomeevidencethatbabyfacedness,characterizedbyroundfacesandbigeyes,isassociatedwithsocial,intellectual,andphysicalweakness(Zebrowitz,Fellous,Mignault,&Andre-oletti,2003).Also,peopleareaccurateinestimatingthephys-icalstrengthandghtingabilityofothersbasedonfacialinformation(Selletal.,2009),althoughthefacialmetricsusedtomakesuchjudgmentsarenotwellunderstood.Recently,Weston,Friday,andLio(2007)identiedasexuallydimorphiccharacteristicofthefacethatwasindependentofbodysizefromamorphometricanalysisofanontogeneticseriesofhumanskulls.Theyfoundthatthegrowthtrajectoriesofmales AddresscorrespondencetoCherylM.McCormick,DepartmentofPsychologyandCentreforNeuroscience,BrockUniversity,500GlenridgeAve.,St.Catharines,Ontario,CanadaL2S3A1,e-mail: PSYCHOLOGICALSCIENCEVolume20Number10Copyright2009AssociationforPsychologicalScience ParticipantsTwosamplesofundergraduatestudents(Study1:16women,15men;meanage19.94years,2.05years;Study2:16women,0men;meanage19.38years,1.41years)re-ceivedcoursecreditforparticipation.TheprocedureswereapprovedbyBrockUniversitysResearchEthicsBoard.Photographswereobtainedfromasampleof37menforwhichaggressivebehaviorandfacialWHRwasquantiedpreviously(seeCarre&McCormick,2008).Thesemenwerevolunteersfromanintroductorypsychologyparticipantpoolwhoreceiveda$5honorariumandcoursecreditfortheirparticipation.Ag-gressivebehaviorwasmeasuredusingamodiedversionofthepointsubtractionaggressionparadigm,awell-validatedlabo-ratorytask(e.g.,Cherek,Schnapp,Moeller,&Dougherty,1996).ThefacialWHRofthemenwasmeasuredusingNIHImageJsoftwareandinvolvedthelandmarksoriginallyusedbyWestonetal.(2007).Specically,thedistancebetweentheleftandrightzygion(bizygomaticwidth)wasdividedbythedistancebetweentheupperlipandmid-brow(upperfacialheight)toyieldthefacialWHR(seeFig.1).Forthestudiesdescribedhere,thesampleofstimulusfaceswasreducedtoincludeonlyCaucasianmenwithoutfacialhair(toavoidjudgmentsbasedonstereo-types)anddisplayingneutralexpressions(24,meanage19.08years,1.41years).Faceswereconvertedto8-bitgrayscale,standardizedusingahairline-chindistanceof400pixels,andplacedwithinablackbackground.ProcedureIntherststudy,stimulusfaceswerepresentedonablackbackgroundusingE-Primesoftwareona14-in.LCDmonitor.Imageswereapproximately17cmwideby20cmhigh(or15.212.9visualdegreeswhenviewedfrom75cm).Faceswerepresentedinrandomorderfor1,000mstofamiliarizethepar-ticipantswiththerangeoffaces.Participantsweretoldhowtheaggressivebehaviorofthemenhadbeenassessed.Next,eachfacewaspresentedfor2,000ms(fullyrandomized),afterwhichthequestionHowaggressivewouldthispersonbeifpro-voked?appearedonablackbackgroundalongwitha7-pointLikertscale(1notatallaggressiveveryaggressiveParticipantsweregivenunlimitedtimetomaketheirresponseonanumericalkeypad,whichthencausedthenextstimulusfacetoappear.Aftercompletingtheestimatesofaggression,participantsratedeachfacefordominance,masculinity,trust-worthiness,andattractivenessusing7-pointLikertscales(orderofthesefourratingswasfullycounterbalanced).Insum,eachfacewaspresentedatotalofsixtimes,onceforfamiliarizationandonceforeachofthevetraits,andtheentiresetoffaceswasratedononeattributeatatime.Estimatesofaggressionwerehighlycorrelatedwithratingsofdominance(.92),mascu-linity(.86),trustworthiness(.90),andattractiveness.57).OnlyestimatesofaggressionandofdominancewerecorrelatedsignicantlywiththefacialWHR(.59and.54,respectively).However,giventhespecicevaluativecon-text(i.e.,participantsweretoldoftheobjectivemeasureofag-gression;Oosterhoff&Todorov,2008)andthehighdegreeofassociationoftheveratings,statisticalanalysesusedestimatesofaggressiononly.Inthesecondstudy,presentationofastimulusfacewaspre-cededbyacentralxationcrossthatappearedfor500ms.Afacewasthenpresentedfor39ms(orderoffaceswasfullyrandom-izedandwithoutanypriorfamiliarizationtothefaces),afterwhichthequestionHowaggressivewouldthispersonbeifprovoked?appearedonablackbackgroundalongwitha7-pointLikertscale(1notatallaggressiveveryaggressiveAsinStudy1,participantsweretoldhowtheaggressivebe-haviorofthemenhadbeenassessedbeforethepresentationofstimulusfaces.StatisticsCronbachsalphawascalculatedtoexaminetheconsistencyoftheratingsofestimatedaggressionacrossindividualpartici-pants.Foreachparticipantwithineachstudy,wecalculatedthecorrelationbetweentheestimateofaggressionforthe24facesandboththefacialWHRandactualaggressionofthestimulusfaces.One-sampletestswerecomputedtotesttheprimaryhypothesisthatthesecorrelationswouldbesignicantlydifferentfromthenullhypothesis(i.e.,noassociation).Foreachstimulusface,wecalculatedthemeanestimatedaggressionacrossparticipantsandcorrelatedthatwithboththefacialWHRandtheactualaggressionofthestimulusface.ThecorrelationbetweenestimatesofaggressioninStudy1andStudy2wasalsocalculatedforeachface.Signicancelevelwassetattwo-tailed,forallanalyses. Low-Ratio FaceHigh-Ratio FaceFig.1.ExamplesofstimuliusedinStudies1and2.Thefacesdifferinwidth-to-heightratio(i.e.,highandlowratios).Thelinesdrawnonthefaceswerenotshowntoobservers,andareincludedheretoillustratethelandmarksusedtomeasurethewidth-to-heightratio.Volume20Number10 JustinM.Carre,CherylM.McCormick,andCatherineJ.Mondloch RESULTSStudy1Theestimatesofaggressionwerehighlyconsistentacrossindi-vidualobservers(Cronbachs.95).Single-samplecomparingindividualcorrelationstoanullvalueofzeroshowedthatestimatedaggressionwaspositivelyassociatedwiththefacialWHRofthestimulusfaces:maleobservers,(14)16.94,.001,rep.99;femaleobservers,(15)9.23,.001,rep.99;combined,(30)16.41,.001,rep.99(Fig.2).Thesetestsalsoindicatedthatestimatedaggressionwaspositivelyas-sociatedwithactualaggressionofthestimulusfaces:maleob-servers,(14)6.95,.001,rep.99;femaleobservers,(15)8.81,.001,rep.99;combined,(30)11.21,.001,rep.99(Fig.2).ThemeanestimatedaggressionforeachfaceacrossparticipantswasassociatedwithboththefacialWHR.59,.002,rep.98)andactualaggression(.42,.04,rep.89)ofthestimulusfaces(Fig.2).Study2Theestimatesofaggressionwerehighlyconsistentacrossin-dividualobservers(Cronbachs.89).Also,estimatesofaggressionamongtheseparticipantswerehighlycorrelatedwithestimatesofaggressionfromparticipantsinStudy1,whoweregiven2,000-msexposuretothestimulusfaces,.99(Fig.3).Single-sampletestscomparingindi-vidualcorrelationstoanullvalueofzeroshowedthatestimatedaggressionwaspositivelyassociatedwithboththefacialWHR,.99,andactualaggressionofthestimulusfaces,.99.Themeanestimatedaggressionforeachfaceacrossparticipantswasas-sociatedwiththefacialWHRbutnotwithactualaggression,.99,and.79(Fig.4).Theresultsindicatethatobserverscanmakeaccuratejudg-mentsofpropensityforaggressionfromfacesdisplayingneutral 3456 1234567Fig.2.ResultsfromStudy1:relationshipsbetweenobserversestimatesofthepicturedindividualsaggressionand(a)width-to-heightratio(WHR)ofthefacialstimuliand(b)thepicturedindividualsactualaggression.Thebargraphsshowtherelationshipsforeachindividualobserver(stimuliviewedfor2,000mseach).Blackbarsindicatefemaleobservers16);whitebarsindicatemaleobservers(15).Shadedareasrepresentthe95%condenceintervals(CIs).ThevaluefortherelationshipbetweenestimatedaggressionandWHRwas.38(95%CI.33 .43),andthemeanvaluefortherelationshipbetweenestimatedaggressionandactualaggressionwas.27(95%CI.21 .31).ThegraphsontherightshowfacialWHRandactualaggressionasafunctionofestimatedaggression,acrossparticipants.Volume20Number10 FacialStructureandAggressiveBehavior expressions,evenwhenexposuretothefacesislimitedto39ms.InbothStudy1andStudy2,individualparticipantsreliablyjudgedmenwithlargerfacialWHRsasmoreaggressive;acrossparticipants,faceswithlargerWHRswereratedasmoreag-gressivethanfaceswithsmallerWHRs.ThestrongcorrelationbetweenestimatedaggressionandfacialWHRsuggeststhatthisfacialmetricmaybeoneofthefacialcuesusedtomakeaccurateestimatesofaggression.ItisnotsurprisingthatparticipantsestimatesofaggressionwerecorrelatedmorestronglywithfacialWHRthanwithactualaggression.WhereasfacialWHRisastablefacialcharacteristicthatprovidesastaticestimateofthepropensityforaggression,anyactualbehavioralaggressionwillvaryovertime(e.g.,asafunctionofstateorsituation).Indeed,itisimpressivethatthecorrelationbetweenestimatesofaggressionandactualaggres-sionofthestimulusfaceswasashighinthecurrentstudy(.42and.31)aswasthecorrelationbetweenfacialWHRandactualaggressioninouroriginalstudy(.38;Carre&Mc-Cormick,2008).Furthermore,facialWHRisonlyoneofmanycuestopropensityforaggression. Fig.3.Relationshipbetweenobserversestimatesofthepicturedindi-vidualsaggressioninStudy1(2,000-msexposure)andinStudy2(39-msexposure).Theplottedpointsrepresentindividualstimulusfaces;eachpointshowstheaverageestimateofaggressionforastimulusacrossparticipantsinStudy1andacrossparticipantsinStudy2. 34561234567 Fig.4.ResultsforStudy2:relationshipsbetweenobserversestimatesofthepicturedindividualsaggressionand(a)facialwidth-to-heightratio(WHR)and(b)thepicturedindividualsactualaggression.Thebargraphsshowtherelationshipforeachindividualobserver(16;stimuliviewedfor39ms).Shadedareasrepresentthe95%condenceintervals(CIs).ThemeanvaluefortherelationshipbetweenestimatedaggressionandWHRwas.44(95%CI.35 .53),andthemeanvaluefortherelationshipbetweenestimatedaggressionandactualaggressionwas.19(95%CI.10 .28).ThegraphsontherightshowfacialWHRandactualaggressionasafunctionofestimatedaggression,acrossparticipants.Volume20Number10 JustinM.Carre,CherylM.McCormick,andCatherineJ.Mondloch FutureresearchshouldinvestigatewhetherthefacialWHRmeetsthecriteriaforanhonestsignalofaggressivepotential,similartohonestsignalsguidinginterindividualbehaviorinotherspecies(Setchell,Smith,Wickings,&Knapp,2008;Tib-betts&Dale,2004).Honestsignalsareusedinotherspeciesasameanstogaugeonesrelativestatuswithinthehierarchy(Setchelletal.,2008;Tibbetts&Dale,2004)andmayservetomodulateadaptivebehavior(Senar&Camerino,1998;Tibbetts&Lindsay,2008).Theabilitytogaugeaggressivebehaviorfromneutralfacesmayreectanovergeneralizationofemotionalexpressions(Montepare&Dobish,2003).Inotherwords,neu-tralfacesmaybeevaluatedaccordingtotheirsimilaritytocertainemotionalexpressions,suchasangerandhappiness,whichmayinturnbeusedbyperceiverstoguideadaptiveso-cialbehavior(e.g.,approach/avoidance;Oosterhof&Todorov,2008).Notably,angryfacialexpressionsconsistofloweringthebrowandraisingtheupperlip,afacialmovementthatinevitablyincreasesthefacialWHRand,byimplication,increasesthesaliencyofthesignaladvertisingpropensityforaggression.Thus,itisalsopossiblethattherelationshipbetweenfacialWHRandaggressionreectssocialconditioningwherebyapersonsaggressivebehaviorhasbeenshapedbyothersex-pectationsoftheiraggressivebehavior.Furthermore,itmaybesomeothercueinthefacecorrelatedwiththefacialWHRthatisinuencingestimatesofaggression.Forexample,usingcom-puter-generatedfaces,Todorov,Baron,andOosterhof(2008)foundthatvariationinthebrowridge,cheekbones,chin,andnosesellion(i.e.,wherethenoseandbrowmeet)wererelatedtoob-serverratingsoftrustworthiness,asocialattributethatisnega-tivelycorrelatedwithaggression.Thus,itwillbeimportanttotestwhetherthefacialWHRpredictsaggressionindependentlyoftheseothercues.Nevertheless,thepresentresultsraisethepossibilitythatsubtledifferencesinfacialstructureinuencetraitjudgments,whichmay,inturn,guidesocialbehavior.AcknowledgmentsWethankMarkVidaandAlexandraHa-tryfortechnicalassistance.C.M.M.andC.J.M.holdNaturalSciencesandEngineeringResearchCouncil(NSERC)Discov-eryGrants.J.M.C.holdsanNSERCCanadaGraduateSchol-arship.REFERENCESBar,M.,Neta,M.,&Linz,H.(2006).Veryrstimpressions.,268 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