grant
Toward Artificial Intelligence-enabled Automatic Echocardiography Reporting: A Study of Visual-Linguistic Foundation Model Frameworks
Organization MAYO CLINIC ROCHESTERLocation ROCHESTER, UNITED STATESPosted 15 Sept 2025Deadline 31 Aug 2030
NIHUS FederalResearch GrantFY2025AI basedAI based modelAI language modelsAI modelAI systemAddressAffectAmyloidosisArtificial IntelligenceAsymmetric Septal HypertrophyAutomationBiologic ModelsBiological ModelsCardiacCardiologyCardiovascularCardiovascular Body SystemCardiovascular Organ SystemCardiovascular systemCareer Development AwardsCareer Development Awards and ProgramsCareer Development Programs K-SeriesChatGPTClinicClinicalClipCognitiveComputer ReasoningComputer Vision SystemsConstrictive PericarditisDataData SetDetectionDevelopment PlansDiagnosisDiagnosticDiagnostic ErrorsEchocardiogramEchocardiographyEnsureEnvironmentEquipmentEvaluationExpert SystemsFoundationsFundingFunding AgencyFunding SourceFutureGPT-2GPT-3GPT-4General PractitionersGeneralistsHallucinationsHealthHeart VascularHereditary ventricular hypertrophyHumanHypertrophic CardiomyopathyHypertrophic Obstructive CardiomyopathyIdiopathic Hypertrophic Subvalvular StenosisIdiopathic hypertrophic subaortic stenosisImageImage AnalysesImage AnalysisImaging DeviceImaging InstrumentImaging ToolInfrastructureIntelligent systemsInvestigatorsK-AwardsK-Series Research Career ProgramsLVEFLanguageLeft Ventricular Ejection FractionLength of LifeLinguisticLinguisticsLinkLlamaLongevityMachine IntelligenceMeSHMeSH ThesaurusMeasurementMedicalMedical ImagingMedical Subject HeadingsMedicineMentorsMentorshipModel SystemModelingModern ManNational Institutes of HealthOutcomeOutputPatient CarePatient Care DeliveryPatient outcomePatient-Centered OutcomesPatient-Focused OutcomesPatientsPerformancePlayPopulationProfessional CompetencePubMedPublicationsReaderReportingResearchResearch Career ProgramResearch PersonnelResearch ResourcesResearch TrainingResearchersResourcesRewardsRoleScientific PublicationSightSiteSolidSpecialistSummary ReportsSystemTestingTextTimeTrainingTraining SupportTransformer language modelTranslatingTransthoracic EchocardiographyUnited States National Institutes of HealthVisionVisualWork LoadWorkloadamyloid diseaseartificial intelligence basedartificial intelligence language modelsartificial intelligence modelartificial intelligence-based modelbasebasescare for patientscare of patientscareercareer developmentcareer skillcaring for patientscirculatory systemclinical practiceclinical validationcomputational resourcescomputer visioncomputing resourcesdesigndesigningdiagnosis errorseffectiveness studyexpectationexperienceheart sonographyhypertrophic myocardiopathyimage evaluationimage interpretationimage-based methodimagingimaging methodimaging modalityimpressionimprovedinnovateinnovationinnovativeinsightlarge language modellarge scale language modelmassive scale language modelsmulti-modal datamulti-modal datasetsmulti-modalitymultidisciplinarymultimodal datamultimodal datasetsmultimodalitynext generationnon-invasive imagingnoninvasive imagingpatient oriented outcomespreferenceprogramsprototypeskillssocial rolevision developmentvisual developmentvisual functionvisual system developmentwork-study
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PROJECT SUMMARY/ABSTRACT
As the primary non-invasive imaging tool in cardiology, echocardiography delays and misdiagnoses significantly
affect outcomes for the 5.5% of the U.S. population with cardiac issues. Automation of echocardiography
interpretation is proposed but remains limited to models with narrow image analysis functions. Research into…
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