grant
Privacy-Aware Federated Learning for Breast Cancer Risk Assessment
Organization INDIANA UNIVERSITY INDIANAPOLISLocation INDIANAPOLIS, UNITED STATESPosted 20 Sept 2023Deadline 31 Aug 2028
NIHUS FederalResearch GrantFY20253-D3-Dimensional3DAI basedAI based modelAI modelAI model trainingAI trainingARDSAccelerationAcute Respiratory DistressAcute Respiratory Distress SyndromeAddressAdult ARDSAdult RDSAdult Respiratory Distress SyndromeAppearanceArtificial intelligence model trainingAstronautsAttentionAwarenessBenchmarkingBest Practice AnalysisBody TissuesBrain NeoplasiaBrain NeoplasmsBrain TumorsBreast CancerBreast Cancer DetectionBreast Cancer Risk FactorBreast TissueBreast cancer screeningBreast screeningCOVID-19 associated deathCOVID-19 associated fatalityCOVID-19 associated mortalityCOVID-19 deathCOVID-19 fatalityCOVID-19 induced deathCOVID-19 induced fatalityCOVID-19 induced mortalityCOVID-19 mortalityCOVID-19 related deathCOVID-19 related fatalityCOVID-19 related mortalityCOVID19 associated deathCOVID19 associated fatalityCOVID19 associated mortalityCOVID19 deathCOVID19 fatalityCOVID19 induced deathCOVID19 induced fatalityCOVID19 induced mortalityCOVID19 mortalityCOVID19 related deathCOVID19 related fatalityCOVID19 related mortalityCancersCause of DeathClassificationClinicalCodeCoding SystemCollaborationsCollectionConventional X-RayCosmonautsDa Nang LungDataData AnalysesData AnalysisData SetDecentralizationDevelopmentDiagnosisDiagnostic MethodDiagnostic ProcedureDiagnostic TechniqueDigital Breast TomosynthesisDigital MammographyDiseaseDisorderEarly DiagnosisEligibilityEligibility DeterminationEnvironmentEquipmentEvaluationFeedbackFriendsFundingGeographyGoalsHIPAAHealth CareHealth Insurance Portability and Accountability ActHealth systemHistopathologyImageInfrastructureInstitutionKennedy Kassebaum ActLearningLegalLibrariesLicensingLife CycleLife Cycle StagesLymphatic cellLymphocyteLymphocyticMR ImagingMR TomographyMRIMRIsMagnetic Resonance ImagingMalignant Breast NeoplasmMalignant NeoplasmsMalignant TumorMammary Gland ParenchymaMammary Gland TissueMammogramMammographyMeasuresMedical ImagingMedical Imaging, Magnetic Resonance / Nuclear Magnetic ResonanceModelingNASANMR ImagingNMR TomographyNational Aeronautics and Space AdministrationNew YorkNuclear Magnetic Resonance ImagingOrphan DiseaseOwnershipPL 104-191PL104-191PatientsPerformancePhysiologicPhysiologicalPopulationPopulation CharacteristicsPrivacyPrivatizationProbabilityProceduresProtocolProtocol ScreeningProtocols documentationPublic Law 104-191PublishingRadiation exposureRadiation-Induced CancerRadiation-Induced Malignant NeoplasmRadiation-Related Malignant NeoplasmRare DiseasesRare DisorderRecommendationResearchResearch ResourcesResourcesRisk AssessmentRisk FactorsSARS-CoV-2 associated deathSARS-CoV-2 associated fatalitySARS-CoV-2 associated mortalitySARS-CoV-2 deathSARS-CoV-2 fatalitySARS-CoV-2 induced deathSARS-CoV-2 induced fatalitySARS-CoV-2 induced mortalitySARS-CoV-2 mortalitySARS-CoV-2 related deathSARS-CoV-2 related fatalitySARS-CoV-2 related mortalityScanningSecureSensitivity and SpecificityShock LungSiteSoftware FrameworkSource CodeStiff lungSystematicsTissuesTrainingTraining ActivityTumor-Infiltrating LymphocytesUnited States Health Insurance Portability and Accountability ActUnited States National Aeronautics and Space AdministrationWomanWorkWork LoadWorkloadX-Ray ImagingX-Ray Medical ImagingXray imagingXray medical imagingZeugmatographyadversarial neural networkannual screeningartificial intelligence basedartificial intelligence modelartificial intelligence trainingartificial intelligence-based modelbenchmarkbreast cancer riskbreast densitycancer diagnosiscancer typeclinical translationclinically translatablecomputer based predictionconventional Xraycoronavirus disease 2019 associated deathcoronavirus disease 2019 associated fatalitycoronavirus disease 2019 associated mortalitycoronavirus disease 2019 deathcoronavirus disease 2019 fatalitycoronavirus disease 2019 induced deathcoronavirus disease 2019 induced fatalitycoronavirus disease 2019 induced mortalitycoronavirus disease 2019 mortalitycoronavirus disease 2019 related deathcoronavirus disease 2019 related fatalitycoronavirus disease 2019 related mortalitycoronavirus disease-19 mortalitydata interpretationdata sharingdeath due to COVID-19death due to COVID19death due to SARS-CoV-2death due to coronavirus disease 2019death due to severe acute respiratory syndrome coronavirus 2death in COVIDdeath in COVID-19death in SARS-CoV-2death in coronavirus diseasedeath in coronavirus disease 2019death in severe acute respiratory syndrome coronavirus 2deep learning based modeldeep learning modeldevelopmentaldiagnosis among femalesdiagnosis among womendiagnosis in femalesdiagnosis in womendiagnosis within femalesdiagnosis within womendigitaldigital measuredigital metricearly detectionfatality due to COVID-19fatality due to COVID19fatality due to SARS-CoV-2fatality due to coronavirus disease 2019fatality due to severe acute respiratory syndrome coronavirus 2federated learningfemale diagnosisfrontiergenerative adversarial networkgenerative neural networkimage-based methodimagingimaging methodimaging modalityimprovedinfrastructure developmentlab developmentlaboratory developmentlife courselymph cellmalignancymalignant breast tumormammary cancer detectionmammary screeningmammographic Imagingmammographic examinationsmammographic examsmodel generalizabilitymortality due to COVID-19mortality due to COVID19mortality due to SARS-CoV-2mortality due to coronavirus disease 2019mortality due to severe acute respiratory syndrome coronavirus 2neoplasm/cancernovelopen source toolopen source toolkitorphan disorderpatient populationpersonalized screeningpre-trained modelprecision screeningpredictive modelingprivacy preservationprototyperadiation related cancerradiation related neoplasm/cancerrisk stratificationroutine screeningscreeningscreeningssevere acute respiratory syndrome coronavirus 2 associated deathsevere acute respiratory syndrome coronavirus 2 associated fatalitysevere acute respiratory syndrome coronavirus 2 associated mortalitysevere acute respiratory syndrome coronavirus 2 deathsevere acute respiratory syndrome coronavirus 2 fatalitysevere acute respiratory syndrome coronavirus 2 induced deathsevere acute respiratory syndrome coronavirus 2 induced fatalitysevere acute respiratory syndrome coronavirus 2 induced mortalitysevere acute respiratory syndrome coronavirus 2 mortalitysevere acute respiratory syndrome coronavirus 2 related deathsevere acute respiratory syndrome coronavirus 2 related fatalitysevere acute respiratory syndrome coronavirus 2 related mortalitystandard of carestratify risksynthetic datathree dimensionaltraining moduletrustworthinesstumortumors in the brainwet lungwomen's diagnosis
Description preview
Federated learning (FL) has gained a lot of attention recently, as it enables analyses of data from numerous sites without the need to share data, i.e., each collaborator’s data are always retained within their site. FL is advantageous as it can: 1) overcome cultural/ownership, privacy, & regulatory concerns (since data never leave the local…
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