Cardiovascular care with digital twin technology in the era of generative artificial intelligence
Thangaraj P, Benson S, Oikonomou E, Asselbergs F, Khera R. Cardiovascular care with digital twin technology in the era of generative artificial intelligence. European Heart Journal 2024, ehae619. PMID: 39322420, DOI: 10.1093/eurheartj/ehae619.Peer-Reviewed Original ResearchGenerative artificial intelligenceCardiovascular careCardiovascular medicinePersonalized cardiovascular careArtificial intelligenceSimulations of clinical scenariosData modalitiesPrediction of disease riskClinical decision-makingIn silico replicationPersonalized patient careDigital twinClinical scenariosDigital twin technologyMulti-modal dataProcedural planningDiagnostic workflowDisease phenotypePatient careLocal large language models for privacy-preserving accelerated review of historic echocardiogram reports
Vaid A, Duong S, Lampert J, Kovatch P, Freeman R, Argulian E, Croft L, Lerakis S, Goldman M, Khera R, Nadkarni G. Local large language models for privacy-preserving accelerated review of historic echocardiogram reports. Journal Of The American Medical Informatics Association 2024, 31: 2097-2102. PMID: 38687616, PMCID: PMC11339495, DOI: 10.1093/jamia/ocae085.Peer-Reviewed Original ResearchLanguage modelEchocardiogram reportsGround-truth answersText similarity measuresMount Sinai Health SystemQuestion-answer pairsEnhancing clinical decision-makingSinai Health SystemIntervention identificationClinical decision-makingHealth systemPatient careComplex patient dataRelevant snippetsSimilarity measureComplex cardiac diseaseGround truthArtificial Intelligence for Cardiovascular Care—Part 1: Advances JACC Review Topic of the Week
Elias P, Jain S, Poterucha T, Randazzo M, Lopez Jimenez F, Khera R, Perez M, Ouyang D, Pirruccello J, Salerno M, Einstein A, Avram R, Tison G, Nadkarni G, Natarajan V, Pierson E, Beecy A, Kumaraiah D, Haggerty C, Avari Silva J, Maddox T. Artificial Intelligence for Cardiovascular Care—Part 1: Advances JACC Review Topic of the Week. Journal Of The American College Of Cardiology 2024, 83: 2472-2486. PMID: 38593946, DOI: 10.1016/j.jacc.2024.03.400.Peer-Reviewed Original ResearchEnhanced image qualityHuman expertsLeverage AIEvaluation benchmarkArtificial intelligenceAI modelsAI advancementsDetect diseaseTraining methodsImage qualityReduced ejection fractionEvolving technologyValvular heart diseaseReal-world efficacyEjection fractionProvider experienceHeart diseaseTechnologyCardiovascular carePatient careUnique characteristicsIntelligenceBenchmarks