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
2011
Long-term association between seizure outcome and depression after resective epilepsy surgery
Hamid H, Liu H, Cong X, Devinsky O, Berg AT, Vickrey BG, Sperling MR, Shinnar S, Langfitt JT, Walczak TS, Barr WB, Dziura J, Bazil CW, Spencer SS. Long-term association between seizure outcome and depression after resective epilepsy surgery. Neurology 2011, 77: 1972-1976. PMID: 22094480, PMCID: PMC3235357, DOI: 10.1212/wnl.0b013e31823a0c90.Peer-Reviewed Original ResearchConceptsSeizure control groupExcellent seizure controlResective epilepsy surgerySeizure controlBeck Depression InventoryDepressive symptomsControl groupEpilepsy surgeryBDI scoresMixed-model repeated-measures analysisBorderline significant reductionEpilepsy surgery outcomeGood seizure controlMulticenter prospective studyLong-term improvementRepeated-measures analysisSeizure outcomeResective surgeryProspective studySurgery outcomesSevere depressionMean changeInitial improvementSurgeryCase status