Comparison of machine learning models for seizure prediction in hospitalized patients
Struck AF, Rodriguez‐Ruiz A, Osman G, Gilmore EJ, Haider HA, Dhakar MB, Schrettner M, Lee JW, Gaspard N, Hirsch LJ, Westover MB, Consortium C. Comparison of machine learning models for seizure prediction in hospitalized patients. Annals Of Clinical And Translational Neurology 2019, 6: 1239-1247. PMID: 31353866, PMCID: PMC6649418, DOI: 10.1002/acn3.50817.Peer-Reviewed Original ResearchConceptsLow-risk patientsNegative predictive valueEvaluation cohortContinuous EEGElastic net logistic regressionMulticenter databaseRisk stratificationSeizure riskPatientsPredictive valueComparable AUCSecondary analysisLogistic regressionCohortFirst hourSeizure predictionEEG recordingsEEGRisk calibrationLarge proportionSeizuresComplex neural networksEffectiveness of Levetiracetam Monotherapy in Pediatric Patients With Epilepsy
Mazur RD, Wang B, Kato B, Buchsbaum B, Bonito B, Choi H, Hirsch L, Detyniecki K. Effectiveness of Levetiracetam Monotherapy in Pediatric Patients With Epilepsy. Journal Of Child Neurology 2019, 34: 593-597. PMID: 31113283, DOI: 10.1177/0883073819846804.Peer-Reviewed Original ResearchConceptsLevetiracetam monotherapySeizure freedomPediatric patientsTertiary epilepsy centerNumber of patientsCohort of childrenAdverse eventsRetrospective reviewEpilepsy centersEntire cohortProspective studyMean ageMonotherapyPatientsEpilepsyAdverse effectsRetention rateCohortOne-thirdChildrenSeizuresIrritabilityMonths