2024
Natural Language Processing of Clinical Documentation to Assess Functional Status in Patients With Heart Failure
Adejumo P, Thangaraj P, Dhingra L, Aminorroaya A, Zhou X, Brandt C, Xu H, Krumholz H, Khera R. Natural Language Processing of Clinical Documentation to Assess Functional Status in Patients With Heart Failure. JAMA Network Open 2024, 7: e2443925. PMID: 39509128, PMCID: PMC11544492, DOI: 10.1001/jamanetworkopen.2024.43925.Peer-Reviewed Original ResearchConceptsFunctional status assessmentArea under the receiver operating characteristic curveClinical documentationElectronic health record dataHF symptomsOptimal care deliveryHealth record dataAssess functional statusStatus assessmentClinical trial participationProcessing of clinical documentsFunctional status groupCare deliveryOutpatient careMain OutcomesMedical notesTrial participantsNew York Heart AssociationFunctional statusQuality improvementRecord dataHeart failureClinical notesDiagnostic studiesStatus groupsMultimodal fusion learning for long QT syndrome pathogenic genotypes in a racially diverse population
Jiang J, Thi Vy H, Charney A, Kovatch P, Reddy V, Jayaraman P, Do R, Khera R, Chugh S, Bhatt D, Vaid A, Lampert J, Nadkarni G. Multimodal fusion learning for long QT syndrome pathogenic genotypes in a racially diverse population. Npj Digital Medicine 2024, 7: 226. PMID: 39181999, PMCID: PMC11344778, DOI: 10.1038/s41746-024-01218-1.Peer-Reviewed Original ResearchLong QT syndromeUnited Kingdom BiobankHigh-risk genotypesElectronic health record dataHealth record dataPathogenic variantsRacially/ethnically diverse cohortCongenital long QT syndromeLQTS-susceptibility genesRacially diverse populationMount Sinai BioMe BiobankPathogenic genetic mutationsQT corrected intervalArea under the receiver operating curveBioMe BiobankPatient prioritizationReceiver operating curveQT syndromeRecord dataDiverse cohortGenetic testingDiverse populationsPathogen genotypesGenetic mutationsPatients
2023
Validation of the European SCORE2 models in a Canadian primary care cohort
Sud M, Sivaswamy A, Austin P, Abdel-Qadir H, Anderson T, Khera R, Naimark D, Lee D, Roifman I, Thanassoulis G, Tu K, Wijeysundera H, Ko D. Validation of the European SCORE2 models in a Canadian primary care cohort. European Journal Of Preventive Cardiology 2023, 31: 668-676. PMID: 37946603, PMCID: PMC11025037, DOI: 10.1093/eurjpc/zwad352.Peer-Reviewed Original ResearchPrimary care cohortAtherosclerotic cardiovascular diseaseLow-risk regionsCare cohortC-statisticOlder personsElectronic medical record dataLarge Canadian cohortMedical record dataYears of ageYoung personASCVD riskCanadian cohortCardiovascular diseaseOlder womenIndividuals 70Age groupsSCORE2CohortRecord dataWomenMenRiskPersonsDisease