2024
Assessment of valve regurgitation severity via contrastive learning and multi-view video integration
Kim S, Ren H, Charton J, Hu J, Gonzalez C, Khambhati J, Cheng J, DeFrancesco J, Waheed A, Marciniak S, Moura F, Cardoso R, Lima B, McKinney S, Picard M, Li X, Li Q. Assessment of valve regurgitation severity via contrastive learning and multi-view video integration. Physics In Medicine And Biology 2024, 69: 045020. PMID: 38271727, DOI: 10.1088/1361-6560/ad22a4.Peer-Reviewed Original ResearchConceptsRepresentation learningContrastive learningMulti-view video processingState-of-the-art methodsContrastive learning frameworkState-of-the-artIn-house datasetVideo processingContrastive networkEmbedding spaceImage inputLearning frameworkVideo integrationIntricate taskLoss termMulti-modal clinical dataLearningRepresentationLabor-intensiveAccuracyEfficient methodVideo seriesEmbeddingDatasetNetwork
2020
Role of myocardial strain imaging in surveillance and management of cancer therapeutics‐related cardiac dysfunction: A systematic review
McGregor P, Moura F, Banchs J, Aragam J. Role of myocardial strain imaging in surveillance and management of cancer therapeutics‐related cardiac dysfunction: A systematic review. Echocardiography 2020, 38: 314-328. PMID: 33277729, DOI: 10.1111/echo.14944.Peer-Reviewed Original ResearchMeSH KeywordsEchocardiographyHumansNeoplasmsStroke VolumeVentricular Dysfunction, LeftVentricular Function, LeftConceptsCancer therapeutics-related cardiac dysfunctionLeft ventricular ejection fractionManagement of Cancer therapeutics-related cardiac dysfunctionGlobal longitudinal strainSpeckle-tracking echocardiographyMyocardial strain imagingCardiac dysfunctionPeak systolic global longitudinal strainLeft ventricular ejection fraction assessmentSystolic global longitudinal strainVentricular ejection fractionCardiac imaging modalitiesAdverse cardiac eventsMyocardial deformation imagingTransthoracic echocardiographyEjection fractionCardiac eventsStrain imagingMyocardial changesCancer patientsMyocardial strainGLS measurementsLongitudinal strainImaging modalitiesPRISMA guidelines