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RESEARCHARTICLE Monitoring Sub-Saharan African Physician Migration and Recruitment Post-Adoption of the WHO Code of Practice: Temporal and Geographic Patterns in the United States AkhenatenBenjaminSiankamTankwanchi1¤*,StenH.Vermund2,DouglasD.Perkins1 1 PrograminCommunityResearchandAction,DepartmentofHumanandOrganizationalDevelopment, PeabodyCollegeofEducationandHumanDevelopment,VanderbiltUniversity,Nashville,Tennessee, UnitedStatesofAmerica,2 VanderbiltInstituteforGlobalHealthandDepartmentofPediatrics,Vanderbilt UniversitySchoolofMedicine,Nashville,Tennessee,UnitedStatesofAmerica ¤ Currentaddress:Washington,DistrictofColumbia,UnitedStatesofAmerica * [email protected] OPENACCESS Abstract Citation:TankwanchiABS,VermundSH,PerkinsDD (2015)MonitoringSub-SaharanAfricanPhysician DatamonitoringisakeyrecommendationoftheWHOGlobalCodeofPracticeontheInter- MigrationandRecruitmentPost-AdoptionoftheWHO nationalRecruitmentofHealthPersonnel,aglobalframeworkadoptedinMay2010toad- CodeofPractice:TemporalandGeographicPatterns dresshealthworkforceretentioninresource-limitedcountriesandtheethicsofinternational intheUnitedStates.PLoSONE10(4):e0124734. migration.UsingdataonAfrican-bornandAfrican-educatedphysiciansinthe2013Ameri- doi:10.1371/journal.pone.0124734 canMedicalAssociationPhysicianMasterfile(AMAMasterfile),wemonitoredSub-Saharan AcademicEditor:StephaneHelleringer,Johns African(SSA)physicianrecruitmentintothephysicianworkforceoftheUnitedStates(US) HopkinsUniversity,UNITEDSTATES post-adoptionoftheWHOCodeofPractice.Fromtheobserveddata,weprojectedto2015 Received:October1,2014 withlinearregression,andwemappedmigrantphysicians’locationsusingGPSVisualizer Accepted:March3,2015 andArcGIS.The2013AMAMasterfileidentified11,787activeSSA-originphysicians,rep- Published:April13,2015 resentingbarely1.3%(11,787/940,456)ofthe2013USphysicianworkforce,butexceeding Copyright:©2015Tankwanchietal.Thisisanopen thetotalnumberofphysiciansreportedbyWHOin34SSAcountries(N=11,519).Weesti- accessarticledistributedunderthetermsofthe matedthat15.7%(1,849/11,787)enteredtheUSphysicianworkforceaftertheCodeof CreativeCommonsAttributionLicense,whichpermits Practicewasadopted.Comparedtopre-Codeestimatesfrom2002(N=7,830)and2010 unrestricteduse,distribution,andreproductioninany (N=9,938),theannualadmissionrateofSSAémigrésintotheUSphysicianworkforceis medium,providedtheoriginalauthorandsourceare credited. increasing.ThisincreaseisdueinlargeparttothegrowingnumberofSSA-bornphysicians attendingmedicalschoolsoutsideSSA,representingatrendtowardsyoungermigrants. DataAvailabilityStatement:Theauthorsdonot owntherawdataunderlyingthestudy.AMA Projectionestimatessuggestthattherewillbe12,846SSAmigrantphysiciansintheUS MasterfiledataarecollectedbytheAmericanMedical physicianworkforcein2015,andover2,900ofthemwillbepost-Coderecruits.MostSSA Associationandarelicensedtothirdparties.The migrantphysiciansarelocatingtolargeurbanUSareaswherephysiciandensitiesareal- dataareavailablefromalegitimateAMAMasterfile readythehighest.TheCodeofPracticehasnotslowedtheSSA-to-USphysicianmigration. licensee.Theauthorsobtainedthedatafromhttp:// www.redidata.com/,theinteractivemedicaldatabase Tostemthephysician“braindrain”,itisessentialtoincentivizeprofessionalpracticeinSSA systemofRedi-MailDirectMarketing. anddiminishtheappealofUSmigrationwithbolderinterventionstargetingprimarilyearly- Funding:Thisworkwassupportedbygrant career(age(cid:1)35)SSAphysicians. R24TW007988toSHVfromtheFogartyInternational Center[http://www.fic.nih.gov/Pages/Default.aspx]. Thefundershadnoroleinstudydesign,data PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 1/18 AfricanPhysicianMigrationtoUSAPost-WHOCode collectionandanalysis,decisiontopublish,or Introduction preparationofthemanuscript. Universalhealthcoverage,aprioritygoalfortheWorldHealthOrganization(WHO),cannot CompetingInterests:SHVisasection/academic beachievedwithout“anadequate,skilled,andmotivatedhealthworkforceworkingwithina editorforPLOSONE,andaco-principalinvestigator robusthealthsystem”[1–2].IntheWHOAfricaregion,mostofwhichcomprisesInternational oftheUniversityofZambiaMedicalEducation MonetaryFund-designated“heavilyindebtedpoorcountries”[3],thehealthworkercrisishas PartnershipInitiativefundedbytheNationalInstitutes ofHealthandTheUnitedStates'President beencompoundedbythepersistentmigrationofskilledhealthprofessionalstohigh-income EmergencyPlanforAidsRelief.Thisdoesnotalter nations[4–9].Theunprecedentedlevelsofinternationalmigrationofhealthworkersinthe theauthors'adherencetoPLOSONEpolicieson pastfewdecadespromptedtheunanimousadoption,onMay212010,oftheWHOGlobal sharingdataandmaterials. CodeofPracticeontheInternationalRecruitmentofHealthPersonnelbyall193WHOmem- berstatesconveningtheSixty-thirdWorldHealthAssembly[10].Designedasamultilateral frameworktomitigatehealthpersonnelmigrationanditsnegativeeffectsonhealthsystems [11–12],theWHOCodeofPractice(CoP)purportstodefineethicalstandardsfortherecruit- mentofmigranthealthworkers“inamannerthatstrengthensthehealthsystemsofdeveloping countries,countrieswitheconomiesintransitionandsmallislandstates”[10].Iturgeshigh-in- comedestinationcountriestoconsiderthespecialcircumstancesandunmetneedsoflow-and middle-incomecountries(LMICs)experiencingnetemigrationandseverehealthworkforce shortages,anditchallengesallcountriestoaddresstheirhealthdisparitiesandstaffingneeds withtheirowndomesticresources. Additionally,theCoPadvocates“circularmigration”asapartialsolutiontohealthperson- nelemigration,enablinghealthworkerémigréstoreturnperiodicallytotheirnativecountries toprovidehealthcareserviceswithoutlosingre-entryprivilegeintheiradoptedcountries.Itis noteworthythatcircularmigrationmaybehinderedinbothdirections.Throughvisarestric- tions,a“doctor-receivingcountry”liketheUSmaymakeitdifficultforUS-basedmigrant healthworkersfromLMICs(e.g.,India,Pakistan,thePhilippines,Nigeria,orSouthAfrica)to shuttlebetweentheUSandtheirhomecountries,unlikecitizensofmostWesternnationswho cantravelonshort-termvisits(upto90days)totheUSwithoutvisas[13]. The“sendingcountries”,thepotentialbeneficiariesofcircularmigration,mayalsohinder émigréphysicians’returntotheirnativecountriesbypreventingthemfromretainingtheirna- tivenationalitywhentheyacceptcitizenshipinthecountryofimmigration[14].In2009,only 25of54Africancountriesalloweddualcitizenshipfortheirnationalslivingabroad[14].Ina worldofincreasedtransnationalism[15–16],suchrestrictionslimitthereengagementofémi- grésintheirnativecountries,makingitdifficultforthemtotravelhomewithoutvisarequire- ments,andtoparticipateintrade,investment,knowledgeexchange,andhealthtechnology transferwiththeirhomecountries[14]. AlthoughtheinitialimplementationoftheCoPhasbeendisappointing[17–18],itsaimsre- flectauniversalawarenessofthedestabilizingeffectsofskilledmigrationonthedevelopment andhealthsystemsofmanyLMICs[8–9].Atthetime,officialsoftheUSHealthResourcesand ServicesAdministration(HRSA)andtheUSOfficeofGlobalAffairsobserved:“Duetothepri- vatizednatureoftheUShealthcareandhealthpersonnelrecruitmentsystems,ourcountry willfacechallengesintheimplementationoftheWHOCodeofPractice”[19].Suchastate- mentraisesquestionsastowhetheranon-bindingpolicytoaddresshealthworkforcemigra- tioncanbeeffectiveinaglobal,oftenprivatizedcontext,wheremanypledgesofaidandother goodintentionsonthepartofwealthycountriesmaygounfulfilled[20]. Moreover,theCoPdoesnotexplicitlydefine“internationalrecruitment”[21].Thus,con- flictinginterpretationsmaydiscouragethe“active”recruitmentofhealthpersonnelfrom LMICswhilecondoningits“passive,”morepervasiveform.Thispassiverecruitmentofhealth personnelfromLMICshasbeenamodusoperandioftheUS,whichrecruitsinternational medicalgraduates(IMGs)throughthechannelofitsgraduatemedicaleducation(GME) PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 2/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Table1. NumbersandpercentagesofUSandnon-UScitizenswhograduatedfrominternationalmedicalschoolsintheNationalResidencyMatch Programafterthe2010launchoftheCoP. USIMGs Non-USIMGs Totalmatched Participants(n) Matched(%) Participants(n) Matched(%) IMGs(n) USIMGs(%) Non-USIMGs(%) 2014Match 5,133 2,722(53%) 7,334 3,633(49.5%) 6,355 42.8% 57.2% 2013Match 5,095 2,706(53.1%) 7,568 3,601(47.6%) 6,307 42.9% 57.1% 2012Match 4,279 2,102(49.1%) 6,828 2,775(40.6%) 4877 43.1% 56.9% 2011Match 3,769 1,884(50.0%) 6,659 2,721(40.9%) 4,605 40.7% 58.9% Total 18,276 9,414(51.5%) 28,389 12,730(44.8%) 22,144 42.5% 57.5% Note:CoP,WHOGlobalCodeofPracticeontheInternationalRecruitmentofHealthPersonnel;USIMGs,citizensoftheUSwhograduatedfromnon-US medicalschools;non-USIMGs,foreignnationalswhograduatedfromnon-USmedicalschools. Datasources:EducationalCommissionforForeignMedicalGraduates[27–30]. doi:10.1371/journal.pone.0124734.t001 residencytrainingprograms[22–24].EachyearintheUS,followingthetraditionalNational ResidencyMatchProgram(NRMP)thatassignsmostUSseniormedicalstudentstotheirpre- ferredresidency/specialtychoices,therearethousandsofunfilledresidencypositionsthatare thenfilledbyIMGs[25].Ofnote,agrowingnumberofIMGsenteringUSresidencytraining areinfactUScitizenswhoattendedmedicalschoolsoverseas(mainlyintheCaribbeanislands) [26].However,asshowninTable1,foreignnationalsarestillthenumericalmajorityofIMGs participatingandobtainingresidencypositionsthroughtheNRMP[27–30]. BothIMGsandUSmedicalgraduates(USMGs)mustobtainamedicallicensetopractice medicineintheUS.WhileeachUSstateissuesmedicallicensesunderitsownrulesandre- quirements,acommonfeatureisthateveryapplicantphysicianmustcompleteaUSGMEresi- dencytrainingprogram,typicallyofthreeyearsduration,longerforsurgicaldisciplines.This residencyrequirementappliesevenforIMGswhohavealreadycompletedsuchpost-graduate specializationtrainingintheirhomecountries.BeforeapplyingforadmissionintoUSGME residencytraining,IMGsmustbecertifiedbytheEducationalCommissiononForeignMedical Graduates(ECFMG),theindependentorganizationtaskedwithassessingandcertifyingIMGs’ readinesstobeginresidencyandpursuelicensedpracticeintheUS[31].ManyIMGsdonot succeedtoobtaintheECFMGcertificationforadmissionintoUSresidencies[31],andmany ECFMG-certifiedIMGsdonotobtainaresidencyslot[27–30].Despitethesehurdlesandthe possibilityoffailure,manyIMGsarecontinuouslyluredintotheUSbytheperceivedbenefits providedbyUSmedicinesuchashighincome,excellentconditionsofservice,state-of-the-art equipmentandresearchfacilities,steadystreamoffundingforresearch,andopportunitiesfor familymembers[32–39].Hence,manyforeignphysiciansmigrate,butfailtoobtainalicense topracticemedicineintheUS. This“brainwaste”[40–42]ofIMGsintheUSworkforce(doctorswhocannotpracticemed- icine)ishardtoquantifybecausenocomprehensivedatabasesystemdevotedtotheseunli- censedphysiciansexistintheUS,unliketheirlicensedcounterpartswhosebiographicrecords arecollectedeveryyearthroughtheAmericanMedicalAssociationMasterfilePhysicianPro- fessionalData(AMAMasterfile)[43].TheECFMGistheorganizationmostlikelytopossessa fairamountofdataonunlicensedIMGsresidingintheUS.However,theECFMGapplication andcertificationdataareproprietaryandinaccessibletoexternalusers.Thus,inthisstudy,we describe“internationalrecruitment”astheadmissionofIMGsandforeign-bornnationalsinto theUSphysicianworkforce.OwingtorestrictedaccesstoECFMGdata,ourdefinitionincludes onlySSAmigrantphysicianswhoareinlicensedpracticeorinresidencytrainingintheUS. PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 3/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Datamonitoringandinformationsharingonhealthpersonnelmigrationarevitaltobuild theevidencebasenecessaryforevaluatingtheeffectivenessandrelevanceoftheCoPwhose firstcomprehensivereviewisscheduledinMay2015duringthe68thWorldHealthAssembly [10].Inkeepingwiththesetwokeyrecommendations,wesoughttomonitorthepost-CoPmi- grationofphysiciansoriginatingfromSub-SaharanAfrica(SSA),theregionofgreatestneed, andrecruitedintothephysicianworkforceoftheUS.WechosetheUSasthecountrywiththe largestglobalstockofIMGsinitsworkforce[44–45].WecapturedallSSAimmigrantphysi- ciansinresidencyorlicensedpracticeintheUSthreeyearspost-adoptionoftheCoP.Wethen describedtheirgrowthrates,locationpatterns,andprojectednumbersin2015. Methods DefiningSSAMigrantPhysicians Wedefined“SSAmigrantphysicians”or“SSA-originphysicians”as:a)US-basedIMGswho graduatedfromschoolslocatedintheSSAregion;andb)US-basedSSAnatives(i.e.,SSA- born)whograduatedfrommedicalschoolslocatedintheUSorinothernon-SSAforeignna- tionssuchasIndia,Dominica,Grenada,SintMaarten,ortheUK[7],[37].Wedesignatedmi- grantphysiciansintheformergroup“SSA-trained”(SSA-IMGs),andlabeledthoseinthe lattergroup“SSA-born,butforeign-trained”. WhilesomeSSA-born,butforeign-trainedphysiciansmayhavelefttheirnativecountries aschildrenorteenagers,andhavecompletedtheirmedicaleducationabroadwithnosupport fromtheirnativegovernments,othersmayhavebeenfundedinpartorinwholebytheirnative governmentswiththeexpectationthattheywillreturnhometopracticeaftercompletingtheir trainingabroad[46].A2004studyidentified11SSAcountrieswithnomedicalschooland24 SSAcountrieswithonlyonemedicalschoolatthetime[4].TheUniversityofBotswanaSchool ofMedicine,theonlymedicalschoolinBotswana,graduatedthefirstBotswana-trainedmedi- caldoctorsin2014[47–49].TheUniversityNamibiaSchoolofMedicine,theonlymedical schoolinNamibia,admitteditsfirststudentsin2010[50].Hence,throughnecessity,several SSAcountrieshavesentmanyoftheirnationalsabroadovertheyearsformedicaleducation andspecialization. BecauseSSAmigrantphysiciansadmittedintoUSresidenciesafterMay2010wouldbeex- pectedtohavespentatmostthreeyearsinresidencytrainingbyDecember2013,wedefined “post-CoPrecruits”asUS-basedSSA-originphysiciansinfirstthroughthirdresidencyyearsas ofDecember2013.Wecomparedtheirnumberto“pre-CoPrecruits”—US-basedSSAlicensed physiciansandSSAresidentphysiciansbeyondtheirthirdyearinresidencytrainingasofDe- cember2013. Data AggregatedataonSSA-originphysicianswerecollectedinDecember2013fromthemedical databasesystemofanAMAMasterfilelicensee[51].TheAMAMasterfileisthemostcompre- hensivebiographicdatabaseofallUS-basedlicensedandresidentphysicians,includingUS medicalgraduates(USMGs)andIMGs,andphysicianswhoareandarenotAMAmembers [52].Someconcernsvis-à-vistheAMAMasterfileareworthmentioning.Thebirthcountry variableintheAMAMasterfilecontainsaverylargeproportionofmissingdatavalues[4],[7], [45];70%ofSSA-IMGsinthe2011AMAMasterfiledidnotreporttheircountryofbirth[7]. Moreover,theAMAMasterfileisproprietary,anditsdataareexpensivetoaccess.Thislimits dataaccessforresearchersinterestedinanalyzingandpublishingphysicianworkforcedata,a sinequanonforCoPcompliance. PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 4/18 AfricanPhysicianMigrationtoUSAPost-WHOCode WhileanunknownnumberofIMGsappearingintheAMAMasterfilemayreturntotheir countriesoforiginafterresidencytraining,theverylargenumberofforeign-bornandforeign- educatedphysiciansfoundintheUSphysicianworkforcereflectsapreferencetostayandprac- ticeintheUSafterresidency[53].Thus,weconsideredallSSA-bornandSSA-educatedresi- dentphysiciansadmittedintotheUSphysicianworkforceasémigrés.Weincludedinour analysisonlythosephysiciansreporting“active”or“semi-retired”(working<20hoursper week)statusintheDecember2013AMAMasterfile. WithinthecontextofamultifacetedstudyofSSA-to-USphysicianmigration[37],weused availabledatafromthe2002[4]and2011[7]AMAMasterfilesasbaselinemetricsfortheesti- mationofphysicianemigrationrates.ToestimatethenumberofSSAmigrantphysiciansin theAMAMasterfilein2015,weextractedaggregateresidencycompletionsforactiveSSA-ori- ginphysiciansfrom2000to2012inthe2013AMAMasterfile.Wethenprojectedthreeaddi- tionalyearsto2015withlinearregression,assumingabalanceofadditions(i.e.,incoming residents)anddrop-outs(i.e.,inactiveandretiredphysicians). Geo-spatialAnalysis IMGsaredistributedacrosstheUSwithcertaingeographicpatterns.Forexample,manyIMGs arerecruitedintotheUSphysicianworkforcewiththeexpectationthattheymayserveinrural andmedicallyunderservedareas[54].Althoughtheevidencesuggeststhatthisexpectationis onlypartiallymet[55–57],thiswastherationalefortheinitialadoptionandsubsequentexten- sionsoftheUSImmigrationServiceConrad30WaiverprogramwhichgivesH1Bnonimmi- grantstatustonon-USIMGsonexchangevisa(J-1)iftheyworkatahealthcarefacilitylocated inanareadesignatedasa“HealthProfessionalShortageArea,”“MedicallyUnderservedArea,” or“MedicallyUnderservedPopulation”[58–60].Accordingly,wesoughtnotonlytoquantify thenumberandgrowthrateofSSAmigrantphysiciansintheUS,butalsotodeterminetheir locationpatterns.WeaggregatedSSA-originphysicians’residentialandprofessionaladdresses byzipcodesandconvertedzipcodesintoglobalpositioningsystemcoordinatesusingGPSVi- sualizer[61].WethenappliedArcGis[62],ageographicinformationsystem,toanalyzeandvi- sualizegeocodeddata. Results Sub-SaharanAfricanMigrantsinthe2013USPhysicianWorkforce IntheDecember2013AMAMasterfile(N=940,456),therewere11,787activeandsemi-re- tiredSSA-originphysicians.Thistotalrepresents(cid:3)1.3%ofthe2013USphysicianworkforce, andincludesbothphysicianswhograduatedfromSSA-basedmedicalschools(SSA-IMGs), andphysicianswhowereborninSSA,butgraduatedfromnon-SSAmedicalschools.Ofthe abovetotal,19.4%(n=2,295)graduatedfromUSmedicalschools,68%(n=8,003)were SSA-IMGs,and12.6%(n=1,489)wereSSA-bornIMGsgraduatedfrominternationalmedical schoolslocatedoutsidetheSSAregion.SSA-originIMGsinthe2013AMAMasterfile (n=9,492)represented3.7%ofthetotalnumberofIMGs(N=256,739)(Table2),and4.4%of allnon-USIMGs(N=(256,739–42,007)=214,732)respectively. Goingbytheirresidencystatus,15.7%(1,849outof11,787)oftheseSSAmigrantphysicians enteredtheUSphysicianworkforceaftertheMay2010adoptionoftheCoP,reflectingapost- CoPannualgrowthrateof5.3%.Comparedtopre-CoPannualgrowthrate(3.6%from2002to 2010),post-CoPresidencyadmissiontrendsareupforSSA-originphysicians(Table3).As suggestedbyFig1,thisoverallincreaseisdrivenmainlybythegrowingnumberofSSA-born, butforeigntrainedphysicians(i.e.,attendingmedicalschoolsoutsideSSA). PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 5/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Table2. MedicalgraduatesafromSub-SaharanAfrica(SSA),theUnitedStates,andelsewhereintheDecember2013AmericanMedicalAssocia- tion(AMA)PhysicianMasterfile. Internationalmedicalgraduates(IMGs) n Percentofsubtotal Percentoftotal SSA-originIMGs 9,492 3.7% 1.1% GraduatesofSSAmedicalschools(SSA-IMGs)b 8,003 3.1% 0.9% SSA-borngraduatedfromnon-SSAinternationalmedicalschools 1,489 0.6% 0.2% USIMGsc 42,007 16.4% 4.5% OtherIMGsd 205,240 79.9% 21.8% Subtotal 256,739 100% 27.3% USmedicalgraduates(USMGs) SSA-borngraduatedfromUSmedicalschools 2,295 0.3% 0.2% US-borngraduatedfromUSmedicalschools 577,336 84.5% 61.4% OtherUSMGse 104,086 15.2% 11.1% Subtotal 683,717 100% 72.7% Total 940,456 100% Note: aIncludeonlyactiveandsemi-retiredphysicians(i.e.,physiciansworkinglessthan20hoursaweek)—about6.5%(62,507)ofactiveandsemi-retired physiciansinthe2013AMAMasterfilewere>70yearsold. bWedidnotdetailtheproportionsofSSA-bornvs.non-SSA-bornSSA-IMGsbecauseovertwothirdsofSSA-IMGsfoundintheAMAMasterfiledonot reporttheirbirthcountries[4],[7].However,inourpreviousanalysisofthe2011AMAMasterfile[7],wereportedthat(cid:3)16%ofSSA-IMGswithcomplete birthcountrydatawerebornintheUSandinothernon-SSAnations.Althoughwedidnotperformasystematicanalysisoftheirsurnames,wesuspect thatthemajorityofSSA-IMGsamongthissmallminorityofforeign-bornareoffspringofAfricanimmigrantswhowerelivingabroadatthetimeoftheir children’sbirth,andreturnedtotheircountriesoforigintoraisethem. cUSIMGs,CitizensoftheUSwhograduatedfromnon-USmedicalschools. dOtherIMGsincludenon-SSAIMGs,non-USIMGs,andallIMGswithmissingbirthcountrydata.SomeSSA-bornphysicianseducatedoutsideSSAand outsidetheUSbutwithmissingbirthcountrydatamaybeinthisgroup.ItisalsopossiblethattherearesomeUSIMGswithmissingbirthcountrydatain thisgroup. eOtherUSMGsincludeallnon-SSAforeign-bornphysiciansgraduatedfromUSmedicalschools,andallpotentialUSMGswithmissingbirthcountrydata. SomeSSA-bornUSMGswithmissingbirthcountrydatamaybeinthisgroup. Datasource:Redi-MedDataInteractiveMedicalDatabaseSystem[51]. doi:10.1371/journal.pone.0124734.t002 Extrapolatingyearlyresidencycompletiondatato2015yieldedrespectively8,610 SSA-IMGsand4,236SSA-born,butforeign-trainedphysicians(Fig1).Thissuggeststhat, whenWHOmemberstatesconveneinMay2015atthe68thWorldHealthAssemblytoreport theirprogressvis-à-vistheCoPimplementation,therewillbeonaggregate12,846activephysi- ciansoriginatingfromtheSSAregionintheUSphysicianworkforce.Oftheseémigrés,22.7% (2,908outof12,837)willrepresentpost-CoPresidencyadmissions.Thetrendtowardsyounger migrantsisapparent;>80%ofmigrantphysiciansgraduatingfromSSAschoolsareestimated toentertheUSbyage35(Fig2). Migrants’Locations Fivemainobservationsarenotedvis-à-visSSAmigrantphysicians’locationsintheUS.1) TheylocatepredominantlyinmetropolitanareaseastoftheMississippiRiver;exceptforpopu- lousTexasandCalifornia,westernvenuesreceivecomparativelyfewerSSAmigrantphysicians (Fig3).2)CentralandMountainstateswithsomeofthelowestphysiciandensities(e.g.,Idaho, Nevada,Utah,andWyoming)attractthelowestnumbersofSSAmigrantphysicians(Fig3).3) HigherracialdiversityofthecityseemstoserveasamagnetforSSAmigrantphysicians;more locatetourbanareaswiththeproportionoftheblackpopulationexceeding20%(Fig3). PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 6/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Table3. Sub-SaharanAfrican(SSA)immigrantphysiciansappearingintheAmericanMedicalAssociation(AMA)PhysicianMasterfilebeforeand afterthelaunchoftheWHOGlobalCodeontheInternationalRecruitmentofHealthPersonnel(CoP). 2002AMA 2013AMAdata(active&semi- Pre-CoPrecruitmentgrowth Post-CoPrecruitmentgrowth data retiredphysicians) rate(2002–2010) rate(2010–2013) Baseline Pre-CoP Post-CoP Subtotal Overall Annual Overall Annual dataa recruits recruits percent recruitment percent recruitment increase growthrate increase growthrate GraduatesfromSSA 5,334 6,896 1,107 8,003 29.3% 3.9% 16.1% 4.6% medicalschools (SSA-IMGs) SSA-borngraduatesfrom 1,041 1,230 259 1,489 18.2% 2.4% 21.1% 6.2% medicalschoolsoutside SSAandtheUnitedStates SSA-borngraduatesfrom 1,455 1,812 483 2,295 24.5% 3.3% 26.7% 7.6% USmedicalschools Total 7,830 9,938 1,849 11,787 26.9% 3.6% 18.6% 5.3% Note:Post-CoPrecruits,physiciansinfirstthroughthirdresidencyyearsasofDecember2013;Pre-CoPrecruits,licensedandresidentphysiciansbeyond theirthirdyearofresidencytrainingasofDecember2013;Semi-retiredphysicians,physiciansworkinglessthan20hoursaweek;SSA-IMG,international medicalgraduatewhocompletedmedicalschoolintheSSAregion;Annualpre-CoPrecruitmentgrowth=2002–2010percentincreasedividedby7.5; Annualpost-CoPrecruitmentgrowthrate=2010–2013percentincreasedividedby3.5. aBaselinedatasources:Hagopianetal.[4];Tankwanchi[37];Redi-MediDataInteractiveMedicalDatabaseSystem[51]. doi:10.1371/journal.pone.0124734.t003 4)AsshowninFig4,recentSSAmigrantphysicians,includingpost-CoPrecruits,arefound primarilyinthesamezipcodesastheirearlierimmigrantcounterparts.Thisclusteringofmost recentandpioneerSSAmigrantphysiciansinthesamegeographiclocationhascreatedsizable migrationfieldsofSSAphysiciansinNewYork,Chicago,Atlanta,andtheBaltimore-Wash- ington,DCregion(Fig3).5)Thesecosmopolitancitiesalsohavesomeofthemostaccessible residencyinstitutionsforSSAmigrantphysicians,mostnotablyHowardUniversityHospital (Washington,DC),andHarlemHospitalCenter(NewYork),bothofwhichdrawlargenum- bersofSSAmigrantphysiciansintotheirresidencyprograms(Fig4). Discussion Threefullyearspost-adoptionoftheCoP,evidencefromthe2013AMAMasterfilerevealsan increasingnumberofSSA-originphysicianshavebeenrecruitedintotheUSphysicianwork- force,withprojectionsforanevenfurtheraccelerationasnewentrantsmovethroughthepipe- linewhilelesstimeisspentinpracticeinSSAaftermedicalschoolgraduationbythemore recentmigrantdoctors[7],[37].WefoundnoevidencethattheCoPhasslowedSSA-to-US physicianmigration.Instead,weobservedaclusteringofpre-andpost-CoPrecruitsinthe samelocalities,creatingsizeableSSAphysicianmigrationfieldsinseveralUSmetropolitan areas,mostnotablyAtlanta,Chicago,Baltimore-Washington,DC,andNewYorkCity.The settlementpatternsofSSAphysiciansacrosstheUSareconsistentwithvariousmigrationtheo- ries,mainlyatthemeso-level.Theseincludetheearlyconceptof“chainmigration”anditsre- centsubstitute/corollary,“migrantnetworks.”Thesetwoconceptsconveytheideathat migrationisapath-dependentandself-sustainingprocesswherebyearliermigrantsfacilitate theinflowandadaptationofrecent/prospectivemigrantsthroughsocialsupportnetworksen- tailinginformational,cultural,financial,andmaterialassistance[64–65]. SomeoftheAfricandoctorsappearingintheAMAMasterfileafterMay2010mayhaveen- teredtheUSbeforetheadoptionoftheCoP,therebyinflatingpost-CoPestimates.Atthesame time,amongphysicianswhoimmigratedtotheUSaftertheCoPwasadopted,somemaystill PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 7/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Fig1.Projectednumbersofactiveandsemi-retiredSub-SaharanAfrican(SSA)migrantphysiciansinthe2015AmericanMedicalAssociation (AMA)PhysicianMasterfile.Note:Basedonavailableresidencycompletionsandexpectedcompletionsofactiveandsemi-retiredSub-SaharanAfrican migrantphysiciansinthe2013AMAPhysicianMasterfile[27];SSA-IMGs,internationalmedicalgraduatestrainedinSSA-basedmedicalschools; SSA-BFTs,SSA-born,butforeign-trainedphysicians(includingUSmedicalgraduatesandinternationalmedicalgraduatestrainedinnon-SSA-based medicalschools). doi:10.1371/journal.pone.0124734.g001 becompletingpre-residencyadmissionrequirements,andthereforearenotyetcapturedby theAMAMasterfile,thusdeflatingpost-CoPestimates.SincetheAMAMasterfilecontainsa highrateofmissingdataonbirthcountry[4],[7],[45],wemaybeundercountingphysicians whowereborninSSAbuttrainedintheUSandinothernon-SSAcountries.Moreover,there isoftenatimelagfordataentryandstatuschangeintheAMAMasterfile,againundercounting SSAphysicians.Finally,asobservedintheintroduction,unlicenseddoctorsdonotappearin theAMAMasterfile,anunderestimateofmigration. Hence,ouremigrationfiguresareveryconservativeestimates.Yearlyreplicationsofour analysiswouldbehelpfulinconfirmingourimpressionsofthelimitedpolicyimpactofthe CoPvis-à-visSSA-to-USmigration.AsamatterofCoPcompliance,itmaybenecessaryfor HRSAandtheUSOfficeofGlobalAffairs,authoritieschargedwiththeimplementationofthe CoPintheUS,toissuerequestsforproposalstoacademicsandrelevantorganizationstocon- ductrobuststudiesonhealthworkforcemigrationintheUS.Similarstudiescouldbe PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 8/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Fig2.CumulativedistributioncurvesforSub-SaharanAfricaninternationalmedicalgraduates’(SSA-IMGs)agesattimeofgraduationandattime ofentryintotheUnitedStates.Datasource:Fromthe2011AmericanMedicalAssociationPhysicianMasterfiledatainTankwanchi[37]. doi:10.1371/journal.pone.0124734.g002 conductedinotherhigh-incomenationstoprovideamorecompletepictureoftheSSAphysi- cian“braindrain,”aswellaswithintheAfricancontinent(e.g.,MozambicanorZambiandoc- torsmigratingtoSouthAfrica). ThespiritoftheCoP,byallappearances,hasnotpermeatedtheethosofsomeofthemost influentialhealthorganizationsthatencourageIMGs’migrationtotheUS.TheAMA[66],the AmericanCollegeofPhysicians[67],theAmericanCollegeofSurgeons[68],theAmerican HospitalAssociation[69],theAssociationofAmericanMedicalColleges[70],andtheNation- alRuralHealthAssociation[71],combiningamembershipofover780,000individualsand morethan6,000hospitalsandhealthsystems,haveallendorsedthe2012ConradState30Im- provementActandthe2013ConradState30andPhysicianAccessAct[59].Thesebillsin- tendedtomakepermanenttheConradState30J-1VisaWaiverProgramthathasbeenlawfor 20years.Whilethebillsfailedtopass,thesuccessfulreauthorizationin2013oftheConrad State30J-1VisaWaiverProgram[60]indicatesahighlypermissivestatusquoinUSpolicy vis-à-visitsrecruitmentofIMGsfromLMICs.Wespeculatethatthisisperceivedtobeless PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 9/18 AfricanPhysicianMigrationtoUSAPost-WHOCode Fig3.Geographyofloss:SpatialdistributionofSub-SaharanAfricanmigrantphysiciansacrosstheUnitedStates.Note:SSA-IMGs,international medicalgraduatestrainedinSub-SaharanAfrican-basedmedicalschools;SSA-BFTs,Sub-SaharanAfrican-born,butforeign-trainedphysicians(i.e., graduatesofUSandothernon-SSAforeignmedicalschools).Datasources:Redi-MedDataInteractiveMedicalDatabaseSystem[51];Environmental SystemsResearchInstitute[62];AssociationofAmericanMedicalColleges[63]. doi:10.1371/journal.pone.0124734.g003 costlythanexpansionoftheUSNationalHealthServiceCorpstomeethealthworkforceneeds withindigenousmedicalandosteopathicschoolgraduates[72–73]. AlthoughunanimouslyratifiedbyallWHOmemberstates,thenon-bindingnatureofthe CoPreflectsanall-too-rhetoricalandreactionarypolicy[17],preservingtheinterestsofdoc- tor-receivingcountrieswhiledenyinganyseriousleveragetosourcecountriesthatlosetheir healthpersonnel.Inhigh-incomecountriesliketheUSorCanada,immigrationpolicyisinte- graltonationaleconomicpoliciesandfavorshighlyskilledimmigrants[74–75].Itisnaïveto expectthatsuchcountriesmayfullyimplementadiscretionarycodethatcouldcompromise theireconomicandhealthcareinterests. WithouttheCoP,onemightargue,evenmoreSSAphysiciansmighthavemigrated.How- ever,datalimitationsstymieourabilitytofullyevaluatetheeffectivenessoftheCoP.Indeed,it isverychallengingforresearcherstomonitorthemigrationandrecruitmentofforeignhealth personnelintotheUShealthworkforcewithoutunrestrictedaccesstotheUSDepartmentof Statevisaapplicationrecordsforforeignhealthworkers,andtoproprietarydatasourcessuch astheECFMGapplicationandcertificationdatabasesandtheAMAMasterfile.Moreover,the CoPdoesnotexplicitlydiscouragehealthworkersmigration.Aswehaveobservedpreviously [21],theCoPinsteadempowersmigranthealthpersonnel,reassertingtheirfundamentalright PLOSONE|DOI:10.1371/journal.pone.0124734 April13,2015 10/18

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and ArcGIS. The 2013 AMA Masterfile identified 11,787 active SSA-origin physicians, rep- resenting barely 1.3% (11,787/940,456) of the 2013 US physician nations [4–9]. The unprecedented levels of international migration of health workers in the past few decades prompted the unanimous adoption,
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