Does the 12-item General Health Questionnaire contain ...

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The General Health Questionnaire (GHQ-12) consists of 12 items, each assessing the severity of a mental problem over the past few weeks using a ... Skiptomaincontent Advertisement SearchallBMCarticles Search Doesthe12-itemGeneralHealthQuestionnairecontainmultiplefactorsanddoweneedthem? DownloadPDF DownloadPDF Research OpenAccess Published:11November2004 Doesthe12-itemGeneralHealthQuestionnairecontainmultiplefactorsanddoweneedthem? FeiGao1,NanLuo2,JulianThumboo3,CalvinFones4,Shu-ChuenLi5&…Yin-BunCheung6 Showauthors HealthandQualityofLifeOutcomes volume 2,Article number: 63(2004) Citethisarticle 91kAccesses 95Citations 6Altmetric Metricsdetails AbstractBackgroundThe12-itemGeneralHealthQuestionnaire(GHQ-12)iswidelyusedasaunidimensionalinstrument,butfactoranalysestendedtosuggestthatitcontainstwoorthreefactors.NotmuchisknownabouttheusefulnessoftheGHQ-12factors,iftheyexist,inrevealingbetween-patientdifferencesinclinicalstatesandhealth-relatedqualityoflife.MethodsWeaddressedthisissueinacross-sectionalsurveyofout-patientswithpsychologicaldisordersinSingapore.Theparticipants(n=120)completedtheGHQ-12,theBeckAnxietyInventory,andtheShort-Form36HealthSurvey.ConfirmatoryfactoranalysiswasusedtocomparesixpreviouslyproposedfactorstructuresfortheGHQ-12.Factorscoresofthebest-fittingmodel,aswellastheoverallGHQ-12score,wereassessedinrelationtoclinicalandhealth-relatedqualityoflifevariables.ResultsThe3-factormodelproposedbyGraetzfittedthedatabetterthanaunidimensionalmodel,two2-factormodels,andtwoother3-factormodels.However,thethreefactorswerestronglycorrelated.Theirvaluesvariedinasimilarfashioninrelationtoclinicalandhealth-relatedqualityoflifevariables.ConclusionsThe12-itemGeneralHealthQuestionnairecontainsthreefactors,namelyAnxietyandDepression,SocialDysfunction,andLossofConfidence.Nevertheless,usingthemseparatelydoesnotoffermanypracticaladvantagesindifferentiatingclinicalgroupsoridentifyingassociationwithclinicalorhealth-relatedqualityoflifevariables. BackgroundRecentstudiesofdiseaseburdenhavedemonstratedtheimportanceofpsychologicaldisorders.Forinstance,depressionwasthefourthleadingcauseofdiseaseburden,accountingfor4.4%oftotaldisabilityadjustedlifeyearsintheworldin2000[1].The12-itemGeneralHealthQuestionnaire(GHQ-12)hasbeenwidelyusedinmanycountriesfordetectingpsychologicalmorbidity.SomemajornationalstudiessuchastheBritishHouseholdPanelSurvey(BHPS)alsoemploythisinstrument[2].Calibrationofthisinstrumentmaythereforecontributesignificantlytoalargecommunityofresearchers.WhilethelongerversionsoftheGHQarenormallyconsideredmultidimensional,theGHQ-12isoftenregardedasmeasuringonlyasingledimensionofpsychologicalhealth.Forexample,Corti[3]analyzedtheGHQ-12dataintheBHPSandmaintainedthatthehighCronbach'salphavalueindicatedtheunidimensionalityofthisinstrument.However,severalauthorssuggestedthattheGHQ-12containedtwoorthreeclinicallymeaningfulfactors.Usingprincipalcomponentanalysis,Politietal.[4]identifiedtwofactors:generaldysphoriaandsocialdysfunction.AndrichandvanSchoubroeck[5]suggestedthatthepositivelywordeditemsformedonefactorandthenegativelywordeditemsformedanother.Graetz[6],Martin[7]andWorselyandGribbin[8]proposedthreedifferent3-factormodels.Inamulti-centrestudy,althoughconsiderablebetween-centrevariationwasfound,thefinalsolutiontendedtohaveeithertwoorthreefactors[9].Usingconfirmatoryfactoranalysis(CFA)toanalyzetheBHPSdata,Cheung[10]comparedvariousmodelsandfoundthatthe3-factormodelproposedbyGraetz[6]gavethebestfit.Thefactorsareanxietyanddepression(4items),socialdysfunction(6items),andlossofconfidence(2items).InastudyofemployeesinNewZealand,Kalliathetal[11]alsoemployedCFAtocomparevariousmodels.TheyalsofoundthatGraetz's3-factormodelgavebettergoodness-of-fitthantheothers.However,theymaintainedthatnoneofthemodelstheyexaminedgaveasufficientlevelofgoodness-of-fit.Hencetheymodifiedtheinstrumenttoproposeashort(8-item)versionofGHQ.InastudyofcollegestudentsandyoungadolescentsinAustralia,FrenchandTait[12]foundthatGraetz'smodelnotonlyfittedthedatabetterthanothermodels,butalsosatisfactorilyachievedsomefitindicestargetssuchasComparativeFitIndex>0.95.InastudyofaruralpopulationinAustralia[13],themodelofWorselyandGribbinfittedbestandthatofGraetzwassecondbest.WhilethestructureoftheGHQ-12hasbeenstudiedusingfactoranalysismethods,theconstructvalidityandusefulnessofthoseresultingfactorsarenotoftentested.Thequestioniswhethertheadditionalinformationprovidedbythe2or3factors,iftheyexist,isclinicallyuseful.Inotherwords,willmultiplescoresbemoreusefulthanatotalsinglescoreinhelpingustounderstandrespondents'healthstatus?Thepurposeofthisstudywasthereforetwo-fold.First,weaimedtocomparethepreviouslyproposedmodelsoftheGHQ-12inanorientalpopulationandidentifythebest-fittingone.ItwasnotourobjectivetoassesstheirabsoluteleveloffitortoderivenewmodelorversionoftheGHQ.Second,weaimedtoassesswhetherthefactorsidentifiedrelatetoclinicalandhealth-relatedqualityoflifevariablesindifferentways.MethodsSubjectsandstudydesignAconsecutivesampleofoutpatientswithanxietydisordersand/ordepressivedisorderswasrecruitedfromapsychiatricclinicatatertiaryhospitalinSingapore.Inclusioncriteriawerethepresenceofanyanxietydisorderand/ormajordepressivedisorder,literacyinEnglishorChinese,andcompletionofaninformedconsentform.Patientswithorganicbrainsyndromeorpsychosiswereexcluded.Duringroutineconsultationvisits,diagnosesofrecruitedpatientswereascertainedbyapsychiatristusingDSM-IVcriteriaandtheseverityoftheirpsychiatricdisorderswasassessedusingaClinicalGlobalImpression(CGI)scale,whichrangesfrom1(verymild)to5(verysevere).PatientswerethengivenaquestionnairecontainingtheGeneralHealthQuestionnaire(GHQ-12)[14],theBeckAnxietyInventory(BAI)[15],andtheShortForm-36HealthSurvey(SF-36)[16]forself-completion.IdenticalEnglishandChinesequestionnaireswerepreparedforsubjectstoselectaccordingtotheirpreference.Aresearchassistantcheckedreturnedquestionnairesforcompleteness.InstrumentsTheGeneralHealthQuestionnaire(GHQ-12)consistsof12items,eachassessingtheseverityofamentalproblemoverthepastfewweeksusinga4-pointscale(from0to3).Thescorewasusedtogenerateatotalscorerangingfrom0to36,withhigherscoresindicatingworseconditions[14].TheChineseversionofGHQ-12usedinthisstudyhadbeenvalidated[17,18].Apreviousstudyofthe60-and30-itemversionsofEnglishandChineseGHQyieldedcomparablescalescores,suggestingequivalenceforthetwolanguageversions[19].TheBeckAnxietyInventory(BAI)isavalidandreliableself-reportchecklistforanxietysymptoms[15].Thisinstrumentconsistsof21items,eachdescribingananxietysymptomforarespondenttoassesshowmuchheorshehasbeenbotheredbythesymptomoverthepastweekona4-pointscale.Responsestoallitemsaresummeduptoatotalscorerangingfrom0to63,withhigherscoresindicatingmoresevereanxiety.AChineseBAIwasdevelopedbytheauthorsusingforward-andback-translationprocedures,andrefinedafterapilotstudyofsubjectswithanxietydisorders[20].TheShortForm36HealthSurvey(SF-36)[16]isa36-itemquestionnaireassessingfunctionalhealth-relatedqualityoflife(HRQoL)in8domains:physicalfunctioning,rolelimitationsduetophysicalproblems,bodilypain,generalhealth,vitality,socialfunctioning,rolelimitationsduetoemotionalproblems,andmentalhealth.Theinstrumentyieldseachdomainascorerangingfrom0to100,withhigherscoresindicatingbetterHRQoL.ThevalidityandreliabilityofSF-36havebeenextensivelydocumented[21].InSingapore,boththeUKEnglish[16]andChinese(HongKong)[22]versionsofSF-36havebeenvalidated[23,24]andthesetwolanguageversionsappeartobeequivalent[25].StatisticalanalysisVariousfactorstructuresoftheGHQ-12weretestedbyconfirmatoryfactoranalysis.ModelIwasunidimensional.ModelIIAcontained2factors:GeneralDysphoriaandSocialDysfunction[4].ModelIIBalsocontained2factors:positivelywordeditemsformingonefactorandnegativelywordeditemsforminganother[5].ModelIIIAcontained3factors:Cope,StressandDepress,identifiedbyMartin[7].ModelIIIBwasthe3-factormodelproposedbyGraetz[6]:AnxietyandDepression,Socialdysfunction,andLossofConfidence.ModelIIICwasalsoa3-factormodel:Anhedonia-Sleepdisturbance,SocialPerformanceandLossofConfidence[8].IntheconfirmatoryfactoranalysisthenumberoffactorsandtherelationshipbetweenfactorsandobservedGHQ-12itemswerepre-specifiedaccordingtothemodels.Theloadingofanitemonafactorwithinamodelwasestimatedusingthemaximumlikelihoodmethod.Methodologistshaveemphasizedthatitisdesirabletousedifferentindicatorstoexamineamodel'sgoodness-of-fit[26].Thefitofthesixmodelswasassessedbythreemeasures.TheAkaike'sInformationCriterion(AIC)penalizesthemaximumloglikelihoodofamodelaccordingtoitsnumberofparameters.AmodelwithalowerAICismoreplausiblethanonewithahigherAIC.Insteadofshowingrelativefitness,theComparativeFitIndex(CFI)assessesthefitofamodelitself.Thevaluesrangebetween0and1.ACFIlargerthan0.90indicatesanacceptablemodel.(HuandBentler[27]suggestedthataCFIvalueabove0.95indicatesanacceptablemodel.Inalatersectionwewilldiscussthemorestringentcutoff.)TheRootMeanSquareofApproximation(RMSEA)assessesamodel'samountoferror.AnRMSEAvaluelargerthan0.08indicatestoomucherror.Thebest-fittingmodelwasexaminedindetail.TheKruskal-WallistestwasusedtocomparetheGHQ-12overallandfactorscoresofpatientswithdifferentdiagnosis.Pearson'scorrelationcoefficient(r)wasusedtoassesstheassociationbetweenGHQ-12scoresandvariousvariables,namelyBeckAnxietyInventory,ClinicalGlobalImpressionandSF-36scores.TheFisher'sZtransformationwasusedtoproduce95%confidenceinterval.ResultsandDiscussionAtotalof120participants(63manand57women)wereincludedintheanalysis(Table1).Most(90%)respondentswereChinese;themean(SD)agewas43.1(12.7).SixtysixpercentoftheparticipantschosetoadministeranEnglishversionofthequestionnaire.ThemeanscoresofclinicalandHRQoLdatareportedbytherespondentsinbothgenderwereshowninTable1.Mentendedtohavelessanxiety,betterclinicalglobalimpression,andhigherSF-36scores.Table1Mean(SD)clinicalandSF-36health-relatedqualityoflifevaluesbygenderFullsizetable Table2showsgoodness-of-fitstatisticsforthe1-,2-and3-factormodels.The3-factormodel(IIIB)proposedbyGraetz(1991)wasthebestintermsofallthreefitstatistics.ItgavethelowestAICandRMSEAandhighestCFI.ItsCFIwas0.935.AllsixmodelsproducedRMSEA'swhichexceeded0.08.Theone-dimensionalmodel(ModelI)hadthehighestAIC,highestRMSEAandlowestCFI.Table2Goodness-of-fitofsixconfirmatoryfactoranalysismodels(N=120)(a),(b) Fullsizetable Figure1displaysthestandardizedfactorloadingsandbetween-factorcorrelationofmodelIIIB.Thefactorloadingsrangedbetween0.72and0.90.Thethreefactorswerestronglycorrelated.Thecorrelationbetweenfactor1(AnxietyandDepression)andfactor2(SocialDysfunction)was0.89.Thecorrelationbetweenfactor2andfactor3(LossofConfidence)was0.83.Thatbetweenfactor1and3was0.90.Thesestrongcorrelationssuggestthateveniftherewereinfactthreefactors,inpracticeitmaybeverydifficulttodiscernthem.Figure1Standardisedfactorloadingsandbetween-factorcorrelationsofGraetz'smodel[6].BoxesrepresentGHQ-12items;ellipsesrepresentfactors.One-wayandtwo-wayarrowsindicatefactorloadingsandbetween-factorcorrelations,respectively.Fullsizeimage HavingestablishedthatGraetz's3-factormodelfittedthedatabetterthantheothermodels,wecalculatedthefactorscoresasunweightedsumsoftheitemsconcerned.Fromfigure1wecouldseethattheloadingsoneachfactordidnotvarysubstantially.Hencewechosetouseunweightedsumsforsimplicity.Table3showsthemean(SD)factorscoresandtheoverallGHQ-12scorebyclinicaldiagnosis.Somepatientshadmultiplediagnoses;wecategorizedthemintooneofthreemajorclinicaldiagnoses.ThethreefactorscoresandtheoverallGHQ-12scoresbehavedinfairlysimilarways.Allfourscoresweresignificantlydifferentbetweenpatientswithandwithoutdepression;nonewassignificantlydifferentbetweenpatientswithandwithoutgeneralanxietydisorder.PatientswithpanicdisorderhadlowerscoresonthefactorLossofConfidence(difference=0.68;P=0.043).TheSDofthetwodiagnosisgroupspooledwasabout1.75;thebetweengroupdifferencewasthereforeapproximatelyabout0.4SD.Table3Comparisonofmean(SD)valuesofGHQ-12scoresbyclinicaldiagnosis.Fullsizetable Table4presentstheresultsofthecorrelationof3factorsofGraetz'smodelandBAI,ClinicalGlobalImpressionScore,andSF-36scales.The3factorswerecorrelatedwiththe10clinicalandHRQoLvariablestoverysimilardegree.Table4Pearson'scorrelationcoefficients(95%confidenceintervals)betweenGHQ-12scoresandclinicalandhealth-relatedqualityoflifevariablesFullsizetable Severalpreviousconfirmatoryfactoranalysesfoundthatthe3-factormodelofGraetzgavebetterfittosurveydatafromAustralia[12],Britain[10]andNewZealand[11].InthisstudyweexaminedtheissueinanAsianpopulationinSingapore,whosemembersaremainlyethnicChinese.Allthreegoodness-of-fitindicesemployed,namelyAIC,CFIandRMSEA,agreedthatthe3-factormodelofGraetzout-performedtheotherfivemodels.TheCFIvaluewas0.935.Conventionally,aCFIof0.90orlargeristakenasevidenceofsufficientfit.AmorestringentcriterionofCFIlargerthan0.95hasrecentlybeenproposedanddebated[27,28].TheRMSEAalsoindicatedthateventhebest-fittingmodeldidnotfitwell,usingthecut-offof0.08asacriterion.However,ouraimistocomparethemodelsratherthantomodifytheinstrument.Soforourpurposeitisthecomparisonofthegoodness-of-fitofthesixmodelsthatmatters,nottheabsolutevaluesofthefitindices.Weconsiderthe"correctness"and"usefulness"ofamodeltwofairlyseparateissues.Althoughthegoodness-of-fitofGraetz'smodelwaslimited,weproceededtoexaminethefactorscoresinrelationtoexternalcriteriainordertoreachaconclusionabouttheusefulnessofthemodel.Theone-dimensionalmodelwastheworstaccordingtoallthreegoodness-of-fitindices.ThethreefactorsinthemodelproposedbyGraetzwerefoundtobestronglycorrelatedwitheachother,withcorrelationcoefficientsintheneighborhoodof0.8to0.9.Suchstrongcorrelationssuggestthateveniftherewereindeedthreedifferentfactors,inpracticeitisquitedifficulttodifferentiatethem.ThestudyofFrenchandTait[12]alsoshowedstrongcorrelationbetweenthefactors,whichledtheauthorstorecommendthatitmaybeprudenttousetheoverallscoreratherthanoverinterpretthefactorswithintheGHQ-12.WeexaminedthethreefactorscoresandtheoverallGHQ-12scoreinrelationtoclinicaldiagnoses.Thefourscoresbehavedinfairlysimilarways.AlthoughtheLossofConfidencescalewassignificantlydifferentbetweenpatientswithandwithoutpanicdisorderwhiletheotherthreescalesdidnotshowsignificantdifferencesbetweenthetwogroupsofpatients,thedifferencewasonlyabout0.4SD.Thisissmallerthanarecommendedthreshold(0.5SD)correspondingtominimalclinicallyimportantdifferencesforhealthstatesquestionnaires[29].WealsoexaminedtheassociationbetweenthethreeGHQscoresandtheBeckAnxietyInventory,aclinicalimpressionscore,andthe8scalesoftheSF-36.ThethreefactorswereassociatedwiththeclinicalandHRQoLvariablestosimilardegrees.Twolimitationsofthestudyshouldbenoted.Firstly,thesamplesizewassomewhatsmallforconfirmatoryfactoranalysis.Secondly,theparticipantswereclinicalcases.ThishomogeneitymighthavemadeitmoredifficulttodetectvariationsinGHQ-12scores.Webelievethatthequestionabouttherelativeplausibilityofvariousfactormodelshavebeensufficientlyansweredbythisandseveralpreviousstudies[10–12].Nevertheless,futurestudiesofnon-clinicalparticipantsbasedonlargersamplesizeswillbehelpfultofurtherassessthepracticalusefulnessofthefactorsoftheGHQ-12.ConclusionsSeveralstudies,includingthepresentone,havefoundthatGraetz's3-factormodeloftheGHQ-12ismoreplausiblethanothermodels.However,thefactorswerestronglycorrelatedanddifficulttodiscern.OuranalysisofthethreeGHQscoresinrelationtoclinicalvariablesandaspectsofhealth-relatedqualityoflifedidnotappeartobemoreinformativethananalysisofasingleoverallGHQ-12score.Assuch,fromapragmaticpointofviewweconsideritacceptabletousethisinstrumentasaone-dimensionalmeasure.Unlessonehasspecificquestionsthatarebestansweredbyasubsetofthethreefactors,thereisnoneedtoconsiderthemulti-dimensionality. 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Authors’originalfileforfigure1RightsandpermissionsReprintsandPermissionsAboutthisarticleCitethisarticleGao,F.,Luo,N.,Thumboo,J.etal.Doesthe12-itemGeneralHealthQuestionnairecontainmultiplefactorsanddoweneedthem?. HealthQualLifeOutcomes2,63(2004).https://doi.org/10.1186/1477-7525-2-63DownloadcitationReceived:26October2004Accepted:11November2004Published:11November2004DOI:https://doi.org/10.1186/1477-7525-2-63SharethisarticleAnyoneyousharethefollowinglinkwithwillbeabletoreadthiscontent:GetshareablelinkSorry,ashareablelinkisnotcurrentlyavailableforthisarticle.Copytoclipboard ProvidedbytheSpringerNatureSharedItcontent-sharinginitiative KeywordsGHQfactorstructurepsychologicalhealth DownloadPDF Advertisement HealthandQualityofLifeOutcomes ISSN:1477-7525 Contactus Submissionenquiries:[email protected] Generalenquiries:[email protected]



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