2024
Machine Learning-Based Prediction of Death and Hospitalization in Patients With Implantable Cardioverter Defibrillators
Rosman L, Lampert R, Wang K, Gehi A, Dziura J, Salmoirago-Blotcher E, Brandt C, Sears S, Burg M. Machine Learning-Based Prediction of Death and Hospitalization in Patients With Implantable Cardioverter Defibrillators. Journal Of The American College Of Cardiology 2024 PMID: 39570241, DOI: 10.1016/j.jacc.2024.09.006.Peer-Reviewed Original ResearchImplantable cardioverter-defibrillatorYear of device implantationAll-cause mortalityCardiac resynchronization therapyDeath/HF hospitalizationValidation cohortHeart failureDevice implantationTime of ICD implantationArea under the receiver-operating characteristic curveMedian follow-upReceiver-operating characteristic curvePredicting all-cause mortalityImplantable cardioverter-defibrillator patientsVeterans Health AdministrationPersonalized risk estimatesImplantable cardioverter defibrillatorResynchronization therapyBaseline demographicsICD implantationTraining cohortTrajectories of individual patientsProspective studyComposite outcomeContinuum of risk
2022
Social Support and Cardiovascular Disease
Czajkowski S, Arteaga S, Burg M. Social Support and Cardiovascular Disease. 2022, 605-630. DOI: 10.1007/978-0-387-85960-6_25.Peer-Reviewed Original ResearchIntervention studiesSocial supportOutcomes of CVDCardiovascular disease riskLow social supportCardiovascular eventsProspective studyCVD patientsHeart diseaseCardiovascular diseaseHealthy personsMedical outcomesHealth outcomesDisease riskConsistent associationStudy of individualsOutcomesDiseaseEmotional support