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文檔簡介
HowtheEUAIActisReshapingMedtechinEMEA
Alphasense
What’sInside
1Introduction
3CHAPTER1
ANeedforNewRules
5CHAPTER2
UnderstandingtheAIAct
7CHAPTER3
RiskClassi?cationUndertheAIAct
11CHAPTER4
ExistingRegulationOverlapswiththeAct
15CHAPTER5
StayonTopoftheEvolvingAILandscapewithAlphaSense
17CHAPTER6
LookingForward
Alphasense
Introduction
SincetheCOVID-19pandemicgrippedtheworld,globalmedical
marketshavehadtodramaticallyreinventthemselvestowithstandanumberofunpredictableandvolatileevents.In2020,once
unshakeablesupplychain-ef?ciencystoodatastandstillinthewake
ofworldwidelockdowns.Newgeopoliticalconlictsthataroseafterthepandemic’sinception(e.g.,Russia-Ukrainewar,Israel-
Palestineconlict,etc.)posedthechallengeofprovidinglife-saving
medicalcareinthemidstofwarfare.Likewise,demandforchronic
conditionstreatmentsskyrocketed.Thebottomline:innovationwithin
healthcarewasdesperatelyneeded,astraditionalorexistingmedicalinterventionwasfallingshort.
Cuearti?cialintelligence(AI)andthequick-pacerolloutofgenerative
AI(genAI).Inamatterofmonths,thistechnologyreimaginedhowdrugdiscovery,R&D,massivedataanalysis,vaccinedevelopment,
andmuchmorecouldbeconductedmoreef?cientlyandeffectively.ExcitementremainspalpableforgenAIasresearchersandmedtech
developerswieldittoful?lloncetedious,time-consumingprocesses.
However,thisexcitementhasledtosomespeculationaboutwherethistechcouldbetroublesomefortheentireindustry.
ToputparametersaroundtheuseofAIinhealthcareandquash
qualmsofpotentialprejudicialbiasorprivacyrisksassociatedwithit,theEUrecentlyintroducedtheArti?cialIntelligenceAct(AIAct),“theworld’s?rstcomprehensiveAIlaw.”HavingbeenpassedthisMaybytheCounciloftheEuropeanUnion,theActisleadingmedtechleaderstonotonlyquestionhowthesestipulationsaffecttoolsalreadyin
1
circulationwithinthehealthcaresystems,butwhatitmeansforafuturewhereAIisattherootoftheindustry.
UsingtheAlphaSenseplatform,weunveilhowtheAIActwillreshape
medtechdevelopmentinthecomingmonthsandyears.Discoverinsightsthatwillequipyouwiththeintelligenceneededtostay
attheforefrontofthemedtechindustryandremainagiletorisingtechnologyandnewlegislation.
2
CHAPTER1
ANeedforNewRules
Simplyput,theAIActaimstobuildtrustamongEuropeans
regardingthebene?tsofAI.AlthoughmanyAIsystemspresent
littletonoriskandhavethepotentialtoaddressvarious
societalchallenges,someAItechnologiesintroducerisksthatneedtobemanagedtopreventnegativeconsequences.
AstheEUCommissionstates,“itisoftennotpossibleto
?ndoutwhyanAIsystemhasmadeadecisionorpredictionandtakenaparticularaction.So,itmaybecomedif?culttoassesswhethersomeonehasbeenunfairlydisadvantaged,suchasinahiringdecisionorinanapplicationforapublicbene?tscheme.Althoughexistinglegislationprovides
someprotection,itisinsuf?cienttoaddressthespeci?cchallengesAIsystemsmaybring.”
TheActaimstoaccomplishthefollowing:
RecognizeanddefuserisksgeneratedbyAIapplicationsDisarmAIpracticesthatposeunacceptablerisks
Identifyalistofhigh-riskAIapplications
EstablishrequirementsforAIsystemsthatentailhigh-riskapplications
Setspeci?cobligationsfordeployersandprovidersofhigh-riskAIapplications
EnactaconformityassessmentbeforeagivenAIsystemisputintoserviceorplacedonthemarket
Alphasense
3
EnforcelegislationforAIsystemsoncethey’veenteredthemarket
BuildagovernancestructureattheEuropeanandnationallevel
Buthowdoesthisimpactmedtechcompanies?
Essentially,itinluencestheircomplianceresponsibilitiesandsafeguardstheir?nancialinterests.AnybusinesswhoseAI
system’soutputisusedintheEUmustadheretothislaw,regardlessofthecompany’sorsystem’slocation.
“Inthatsense,thereisreallynowayarounditasa
developer,[they]willhavetocomplywiththisact.It
reallywillbeanewlyregulatedspaceforthesespeci?c
AIproducts,withtheonlyexceptionthatthisonlyappliestothehigh-riskAIproducts,whichisthatmostofthe
productsthatareusedinhealthcarearehighrisk.
Productscanalsobelowrisk,forexample,ifit’sonly
usedinthehospitaladministrationprocessanddoesn’tengagedirectlywithpatients,andthenyoudon’thavetocomplywitheverypartoftheAIAct,youjusthavetoshowthatit’sasafeproductlikeanyotherproductsyouwouldputonamarket.”
—IndustryExpert|ExpertTranscript
Andformedtechcompanies,thetimeisnowtofamiliarizethemselveswiththeActandadoptresponsibleAIpractices.AccordingtotheWorldEconomicForum,implementing
responsibleAIprocessestypicallytakesaroundthreeyears.Companiesthatstartearlywillbeinastrongerposition
forcompliance,gainingstakeholdertrust,optimizingAI’sbusinessadvantages,andmore.
Alphasense
4
Act
CHAPTER2
UnderstandingtheAI
Thewide-spreaddistributionofgenAIanditsapplication
totoolswieldedbynearlyeveryprofessionaltoday(i.e.
lawyersusingChatGPTtocitecasesforcourt)hasonly
raisedconcernsaboutthelimitationofthistech—orlack
thereof.Withinthehealthcareindustry,manyskepticshaveraisedprivacyconcernsregardingpatientinformation,
biasedorprejudicialalgorithms,andunethicalusageof
genAI,leadingtheEUtocraftalegislativeframeworkthatsafeguardsbothpatientsandproviders.
Atthemostfundamentallevel,theAIActsetsparameters
forhowarti?cialintelligenceandgenAIisleveragedand
distributedwithinthehealthcaresectors.TheNational
LibraryofMedicinestatesthattheAct“aimstosetout(a)
uniforminternalmarketrules‘forthedevelopment,placingonthemarket,puttingintoserviceandtheuseofarti?cial
intelligence’inamannerthat(b)promotes‘humancentric
andtrustworthyarti?cialintelligence’and(c)‘ensuresahighlevelofprotectionofhealth,safety,fundamentalrights.’”
Inits?rstyearofenactment,theActwillinitiallyreform
general-purposeAIsystems,andintwoyears’time,extendtothosethatincludeAI-enableddigitalhealthtools(DHTs),andeventuallycoverhigh-riskAIsystems(i.e.DHTs).
Itsimultaneouslyintroducesarangeofnewobligations
fordevelopers,deployers,noti?edbodies,andregulators,particularlythoseworkingwiththenewlycreatedAIOf?ceandtheEuropeanCommission.LikeotherEUregulations,itpertainstoDHTsdevelopedthataremarketedandused
5
Alphasense
outsidetheEU,ormorespeci?cally,“AIsystemsandmodelsspeci?callydevelopedandputintoserviceforthesole
purposeofscienti?cresearchanddevelopment.”
Regulatorsandmedtechtitansalikeremainconfusedabouttheexactandde?niteparametersoftheAct.According
toNatureMedicine:“Duetothehorizontalnature,widescope,andrapidlychangingnatureofhealthcareAI,
therewillbemanyproblemscreatedbyambiguitiesand
uncertainintersectionswithexistinglaws.Here,lexibility
andintelligenceoftheresponsiblebodies,includingthe
Commission,theEUAIOf?ce,thecommitteesresponsible
forcreatingguidelinesformedicaldevicesoftwareunder
theMDR,andevenofthecourtswillbeessentialtomeetingthestatedaimoftheAIAct,topromoteratherthanto
decimateAIsectorentrepreneurialactivityandinnovation.”
6
Al
phasen
se
CHAPTER3
RisksClassi?cations
UndertheAct
TheregulatoryframeworkoftheAIActde?nesfourlevelsofriskforAIsystems:
UnacceptableRisk
Socialscoring,facialrecognition,darkpatternAI,manipulation
HighRisk
Safetycomponentsincriticalinfrastructure,
employmentandperformanceinwork,accessto
education,accesstopublicservices,useininsurance,creditscoring,bordercontrol,justicesystems
LimitedRisk
GeneralpurposeAIandAIsystemswith
speci?ctransparencyrequirementssuchaschatbots,emotionrecognitionsystems
MinimalRisk
AI-enabledvideogames,spam?lters
GraphicsourcedfromForvisMazars
UnacceptableRisk
AnunacceptableriskisattributedtoAIsystemsthatviolatecoreEuropeanUnionprinciples,includingrespectforhumandignity,freedom,equality,democracy,andtheruleoflaw,aswellas
fundamentalrightsrecognizedbytheUnion.Consequently,AIsystemscategorizedunderthisriskarebanned.
Alphasense
7
Inotherwords,thesesystemsconductprocesses,leverageorproduceinformationdeemedunlawfulbytheCommissioninthefollowingways:
AIsystemsthatmanipulateindividualsintoperformingdangerousorunintendedactions,ormakingdecisionstheyotherwisewouldnot,areproblematic.
Additionally,systemsthattakeadvantageofthe
vulnerabilitiesofcertaingroups,suchasthosebasedonage,disabilities,orspeci?csocialoreconomic
conditions,poseethicalconcerns.
Biometriccategorizationsystems,whichanalyzedatalikefacialfeaturesor?ngerprintstoinfercharacteristicssuchaspoliticalviews,religiousbeliefs,orsexualorientation,alsoraiseissues.
Similarly,theuseofreal-timebiometricidenti?cation
inpublicspacesforlawenforcementpurposes,thoughtherearesomeexceptions,iscontroversial.
Systemsthatclassifypeopleovertimebasedontheirsocialbehavior,knownassocialscoring,areanother
concern.Moreover,AItechnologiesdesignedtoassessemotionalstatesinworkplaceoreducationalcontextsshouldbebanned.
HighRisk
TheseAIsystemstypicallypossesshighimpactcapabilities
and,therefore,carrysystemicrisksthatcanaffectthehealth,safety,andfundamentalrightsofpersonsintheUnion.
Highrisksystemsareusedinavarietyoftoolsrelevant
tothemedtechandhealthcareindustry,andinclude
medicaldevices(i.e.anyAIsystemthatisaClassIIaor
highermedicaldeviceorusesAIasasafetycomponent),emergencytriageAIsystems(usedforemergencypatienttriagetreatmentorsurgery),andAIsystemsmonitoringorassessingemotionrecognition.
Alphasense
8
Morespeci?cexamplesofthesesystemsinclude:
AI-assistedX-RayDiagnosis
AsylumHealthRiskScreening
MedicalTrainingAssessmentAISoftware
HealthcareWorkforceManagementAISystems
High-riskAIsystemsmustadheretotheobligationssetforthbytheCommissionbeforeenteringthemarket.Soastoensuretheef?cacyandreliabilityofthesesystems,developersmustincorporateadequateriskassessmentandmitigationsystems,aswellashighqualityreferencedatasetstominimizerisksanddiscriminatoryoutcomes.
Foraccountabilitypurposes,asystemmustalsologallactivitytoensuretraceabilityofitsresults,whiledevelopersmust
providedetaileddocumentationonthesystemanditspurposeforauthoritiestoassesscompliance.Whenitcomesto
consumerorend-userprotection,appropriatehumanoversightmeasuresoverasystemarerequiredtominimizerisk,in
tandemwithahighlevelofrobustness,securityandaccuracy.
LimitedRisk
LimitedriskreferstosystemsthatlacktransparencyintheirAIusage.TheActinstillstransparencyobligationstoensurethatconsumersareinformedwhennecessaryinorderto
fostertrustwithanAIsystem,likeachatbot.Forinstance,
anend-usershouldbemadeawarethattheyareinteractingwithamachinesotheycanmakeaninformeddecisionon
howtoassesstheinformationbeingpresentedtothem.
ProvidersalsohavetoensurethatAI-generatedcontentisidenti?able.AnyAI-generatedtextpublishedintendedtoinformonmattersofpublicinterestmustbelabeledasarti?ciallygenerated,includingaudioandvideocontentconstitutingdeepfakes.
Alphasense
9
MinimalorNoRisk
AIsystemsunderminimalriskdonothaveanyrestrictions
ormandatoryobligations.ExamplesofminimalornoriskAIsystemsincludespam?ltersandAI-enabledvideogames.
AccordingtotheEU,“avastmajorityofAIsystemscurrentlyusedintheEUfallintothiscategory.”TheCommissionandBoard,however,encouragedrawingupcodesofconduct
intendedtofosterthevoluntaryapplicationofrequirementstolow-riskAIsystems.
Ultimately,theCommission’srisk-basedstrategyrequires
organizationstoassesstheAIsystemstheycurrentlyuseorplantoimplementanddeterminetheriskleveleachsystempresents.CreatinganinventoryofAIsystemscanserveasaninitialstepinthisprocess.Oncetherisklevelsareidenti?ed,conductingagapassessmentinrelationtotheAIActhelpsorganizationsevaluatehowtheircurrentpracticescanbe
adaptedtomeetcompliancerequirements,allowingforthedevelopmentofastructuredplan.Additionally,publicsectorentitiesmustconsidergovernment-issuedguidelinesontheethicalandresponsibleapplicationofAItechnologies.
10
Alphasense
CHAPTER4
ExistingRegulation
OverlapswiththeAct
WhiletheAIActsetsoutnobleintentionstosafeguardsocietyfrompotentialAIblunders,confusionamongst
medtechprofessionalsregardingtheproposedbroad-
basedAIActandhowitwillcoexistorwork-in-tandem
withexistinglegislation—andnothinderproductionandinnovation—isn’tnew.
TheAIActbroadlyappliestocorporationswholeverage
AIandgenAIforconsumeruse,itsetsparametersin
accordancewithEUpolicyto“protectandimprovehealth,givingequalaccesstomodernandef?cienthealthcareforallEuropeans,andcoordinatinganyserioushealththreatsinvolvingmorethanoneEUcountry.”
However,manyexpertsandindustryparticipantsbelievethatinsteadofaone-size-?ts-allapproach,theexistingsector-
speci?cregulations—namely,theMedicalDeviceRegulation(MDR)andtheInVitroDiagnosticRegulation(IVDR)—couldbealteredtoaddressthenuancesofAItechnologies.
Currently,thesesector-speci?clawsclassifyAI-powered
softwareasatypeofmedicaldeviceifitisdesignedto
assistinmakingmedicaldecisions.Thisincludesfunctions
relatedtodiagnosing,preventing,monitoring,predicting,
prognosing,treating,oralleviatinghealthconditions,aswellassupportinglifestylechangesrelatedtohealth.
11
Alphasense
TheActincorporatesmanyprovisionsthatechothosefoundintheMDRandEUIVDR,suchasthemandatesforaqualitymanagementsystem,technicaldocumentation,andusage
instructions.Medtechmanufacturerswhohavealready
achievedcerti?cationundertheEUMDRandIVDRwilllikelyneedtoupdatetheirtechnicaldocumentationtoalignwiththenewstipulationsoftheEUAIAct.
InadditiontoexistingEUMDRandIVDRrequirements,theActintroducesseveralnewstipulationsforAIsystems,including:
Governanceanddatamanagementprotocolsfortrainingandtestingdatasets
Enhancedrecord-keepingpractices,suchasautomatic
eventloggingthroughoutthesystem’slifecycle
Designtransparencytoensurethatuserscanunderstand
andproperlyutilizethesystem’soutputs
RequirementsforhumanoversightindesignStandardsforaccuracyandcybersecurity
Butwhatmedtecharegripingaboutisthetime-consuming,costlyburdensofMDRandIVDRcerti?cation,andhowtheAIActcouldcomplicatethisprocess.Accordingtoglobal
law?rmLoganHovell:
“Theconformityassessmentofmedicaldevicesunderthe
MDRorIVDRcanbealengthy(andcostly)process(18
monthsormoreonaverage).Whiletheindustryislooking
attheEUregulatorsto?ndsolutionstomakethecurrentCEmarkingprocessmoreef?cient,therearesomefearsthattheapplicationoftheAIActmayaddanadditionalburdentothereviewbyNoti?edBodiesandnegativelyaffectthetimelinenecessarytoaf?xtheCEmarktomedicaldevicesinthe
EU.ConsideringthecurrentworkloadofcertainMDR/IVDRNoti?edBodies,suchpotentialriskcannotbedismissed.”
WhilethegoaloftheAIActistobalancethepromotion
ofinnovationandthenecessityofsafeguardingusersfrom
potentialrisksposedbyAI,italsoleavesagrayareainitsriskclassi?cationfordevicesbetweentheAIAct,MDR,andIVDR
Alphasense
12
SubjecttothrdpartyassesmentunderUnion
Harmonisation
law(i.e.anoti?edbody)
ManufacturersofhighriskAI
systemswillbe
requiredto
complywiththeMDR/IVDR+AIA
AIusedasasafetycomponentortheAIsystemisitselfaproduct
CoveredunderUnion
Harmonisationlaw(i.e.theMDR)
HighriskAI
medicaldevicesystem
!!HighriskundertheAIAdoesnotmeanriskundertheMDR!!
AI-poweredmedicaldevicesmaybeclassi?edashigh-riskAI
systemsiftheyfunctionasasafetycomponentofaproductoriftheyareconsideredproductsthemselvesunderUnionHarmonisationLaw,asoutlinedinAnnexIoftheAIAct.This
includesregulationssuchastheMDRandIVDR,especiallywhenthird-partyassessmentsarerequired.Insuchcases,theAI
medicaldevicemustthencomplywithboththeAIActandtheMDRorIVDR.
GraphicsourcedfromLoganHowell
Despitelawmakers’effortstostreamlineoverlapping
regulations,manyquestionsremainunresolved.For
example,therelationshipbetweentheAIAct’sruleson
substantialmodi?cationsandthemodi?cationrequirements
intheMDRandIVDRisstillunclear.It’salsouncertain
whetherdevicesundergoingtrials,suchasperformance
evaluationsorclinicalinvestigations,willneedcerti?cationundertheAIActbeforeuseinthesetrials.
Alphasense
13
“Oneofthechallengesformedtechmanufacturers
isthatsomuchoftheAIActdoesnotdirectlyapplytomedicaldevices.OnenoteworthyprovisioninthedrafttextisfoundinRecital30,whichstipulatesthatanymedicaldeviceincorporatingAIcomponentsandrequiringtheinvolvementofanoti?edbodyduring
aconformityassessmentundertheMDRorInVitro
DiagnosticsRegulation(IVDR)wouldautomaticallybeclassi?edasahigh-riskdeviceundertheAIAct.”
–ClarivatePlc|‘RegulatoryLasagne’andtheImpactoftheEuropeanAIActonMedtech
Inthecomingmonthsandyears,itisexpectedthatthe
differencesbetweentheEUAIAct,MDR,andIVDRwill
becomeclearer.HowcanmedtechcompaniessuccessfullylaunchanAIsystemthatcomplieswithallthreeregulatoryframeworks?Thesolutionliesinregulatorysandboxes.
TheEUAIActproposescreatingcoordinatedAI“regulatorysandboxes”toencourageinnovationacrossEurope.
Thesesandboxesallowbusinessestotestandre?netheirnewproducts,services,orbusinessmodelsunderthe
supervisionofregulators.Thiscontrolledenvironment
givesinnovatorsasafespacetoexperimentwhilehelpingregulatorsunderstandnewtechnologiesandultimately
expandconsumerchoices.However,topreventmisuseorexploitation,regulatorysandboxesneedasolidlegalframeworktoensuretheirproperfunctioning.
“RegulatoryoverlapwiththeMDRandIVDRislikelytopersistinthe?nalizedAIActtext.Howeverthoroughpreparationbymedtechcompaniesandtheuseof
regulatorysandboxescouldhelpaddresstheneedfordualconformity.”
–MedtechInsight|EUAIActRegulatoryOverlap“LikelytoPersist”:ExpertPresentsSolutionsforDualConformity
Alphasense
14
CHAPTER5
StayonTopoftheEvolvingAI
LandscapewithAlphaSense
It’struethatintoday’smedtechmarket,ifyou’renotabreastofeverynewdevelopment,legislation,andcompetitor,
you’llnotonlystruggletotakealeadinyourrespectiveindustry,butalsomatchthecaliberofcompetition.
InthecaseoftheAIAct,wherelawmakersanddevelopers
arenavigatingthelegislation’scomplexitiesonadaily
basis,traditionalresearchmethodswillleaveyououtofthisevolvingindustryconversation.That’swhymoreandmore
professionalsareembracingtheAIerabyinvestinginmarketintelligenceplatformslikeAlphaSense.
AlphaSensesurfacesalltheindustryinsightsyouneedsothat
youcanbenchmarkagainstpeers,?ndoutaboutanyemergingcompetitors,legislation,ortechnologies,generateideasfor
newproductdevelopment,andidentifyrisks—allinoneplace.
AlphaSensehousesavastuniverseofover10,000trustedcontentsources,includingbutnotlimitedto:
Companydocumentssuchaseventtranscripts,global?lings,pressreleases,companypresentations,productbrochures,andESGreports,inadditiontoprivate
companydocuments
Industryresearchfromtheworld’stop?nancialresearch?rms,includingCowen,MorganStanley,BankofAmerica,Jefferies,andJPMorgan,aswellasourproprietary
15
equityresearchcontentsetWallStreetInsights?thatisspeci?callytailoredforcorporateclients
Alphasense
Uniqueindustryexpertperspectivesfromcustomers,competitors,medicalexperts,doctors,andpartners
Thousandsofcuratednewssources,tradepublications,andregulatoryinformationsuchas510(k)s
TheAlphaSenseplatformalsodeliversunmatchedAI-search
capabilitiesandfeaturesforanalyzingqualitativeand
quantitativeresearch,andcanmineunstructureddataforthemostcriticalinsights,including:
Automatedandcustomizablealertsfortrackingregulatory?lings,companies,industries,andpotentialinvestments
TableexporttoolsthatsupportM&Aworklowsliketargetlistsandduediligence
SmartSynonyms?technologythatensuresyounevermissasourceimportanttoyourresearch
SmartSummaries,our?rstgenerativeAIfeature,summarizeskeyinsightsfromearningscallsforfasteranalysis
e
Alphasens
16
CHAPTER6
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