2019
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 networks
2015
Prognostication of post-cardiac arrest coma: early clinical and electroencephalographic predictors of outcome
Sivaraju A, Gilmore EJ, Wira CR, Stevens A, Rampal N, Moeller JJ, Greer DM, Hirsch LJ, Gaspard N. Prognostication of post-cardiac arrest coma: early clinical and electroencephalographic predictors of outcome. Intensive Care Medicine 2015, 41: 1264-1272. PMID: 25940963, DOI: 10.1007/s00134-015-3834-x.Peer-Reviewed Original ResearchConceptsBetter outcomesPoor outcomeEpileptiform dischargesPost-cardiac arrest comatose patientsCritical care EEG terminologyPost-cardiac arrest comaMethodsProspective cohort studyContinuous EEG monitoringLow-voltage EEGPositive predictive valueAbsence of reactivityEEG terminologyCohort studySpontaneous circulationBrainstem reflexesClinical outcomesComatose patientsFalse positive ratePoor prognosisPrognostic significanceSuppression burstsClinical variablesClinical correlatesElectroencephalographic patternsElectroencephalographic predictors
2011
Prevention of Shivering During Therapeutic Temperature Modulation: The Columbia Anti-Shivering Protocol
Choi HA, Ko SB, Presciutti M, Fernandez L, Carpenter AM, Lesch C, Gilmore E, Malhotra R, Mayer SA, Lee K, Claassen J, Schmidt JM, Badjatia N. Prevention of Shivering During Therapeutic Temperature Modulation: The Columbia Anti-Shivering Protocol. Neurocritical Care 2011, 14: 389-394. PMID: 21210305, DOI: 10.1007/s12028-010-9474-7.Peer-Reviewed Original ResearchMeSH KeywordsAdrenergic alpha-2 Receptor AgonistsAdultAgedAnticonvulsantsConscious SedationCritical CareDexmedetomidineDose-Response Relationship, DrugFemaleFeverGlasgow Coma ScaleHeart ArrestHumansHypothermia, InducedIntensive Care UnitsIntracranial HypertensionMagnesium SulfateMaleMeperidineMiddle AgedMonitoring, PhysiologicNarcoticsNeuromuscular Nondepolarizing AgentsPropofolProspective StudiesShiveringVecuronium BromideConceptsPatient daysNeurological intensive care unitAnti-shivering agentsTherapeutic temperature modulationTotal patient daysPrevention of shiveringDoses of propofolIntensive care unitBaseline demographic informationNew clinical problemsInduced normothermiaMethodsAll patientsYounger patientsCare unitCumulative doseHigh riskClinical problemPatientsTemperature modulating devicesMore interventionsShiveringBaseline interventionDemographic informationFirst agentYoung men