2024
StrokeClassifier: ischemic stroke etiology classification by ensemble consensus modeling using electronic health records
Lee H, Schwamm L, Sansing L, Kamel H, de Havenon A, Turner A, Sheth K, Krishnaswamy S, Brandt C, Zhao H, Krumholz H, Sharma R. StrokeClassifier: ischemic stroke etiology classification by ensemble consensus modeling using electronic health records. Npj Digital Medicine 2024, 7: 130. PMID: 38760474, PMCID: PMC11101464, DOI: 10.1038/s41746-024-01120-w.Peer-Reviewed Original ResearchElectronic health recordsWeighted F1MIMIC-IIIClinical decision support systemsMulti-class classificationNatural language processingMIMIC-III datasetHealth recordsMachine learning classifiersDecision support systemArtificial intelligence toolsVascular neurologistsLearning classifiersBinary classificationCross-validation accuracyLanguage processingMeta-modelIntelligence toolsStroke prevention effortsAcute ischemic strokeStroke etiologySupport systemStroke etiology classificationClassification toolClassifier
2017
High-resolution vessel wall MRI for the evaluation of intracranial atherosclerotic disease
de Havenon A, Mossa-Basha M, Shah L, Kim SE, Park M, Parker D, McNally JS. High-resolution vessel wall MRI for the evaluation of intracranial atherosclerotic disease. Neuroradiology 2017, 59: 1193-1202. PMID: 28942481, DOI: 10.1007/s00234-017-1925-9.Peer-Reviewed Original ResearchConceptsHigh-resolution vessel wall MRIVessel wall MRIIntracranial atherosclerosisPrognosis of patientsIntracranial atherosclerotic diseasePost-contrast enhancementDiagnostic imaging techniquesHigh field strength MRIIschemic strokeStroke etiologyAtherosclerotic diseaseCerebrovascular diseaseVessel wall morphologyVascular pathologyIntracranial arteriesEnhancement patternRecurrence riskAtherosclerosisTranslational perspectiveVessel wallClinical interpretationMRIStrength MRIDiseaseMagnetic Resonance Imaging Detection of Intraplaque Hemorrhage
McNally JS, Kim SE, Mendes J, Hadley JR, Sakata A, De Havenon AH, Treiman GS, Parker DL. Magnetic Resonance Imaging Detection of Intraplaque Hemorrhage. Magnetic Resonance Insights 2017, 10: 1178623x17694150. PMID: 28469441, PMCID: PMC5348123, DOI: 10.1177/1178623x17694150.Peer-Reviewed Original ResearchCarotid intraplaque hemorrhageFuture stroke riskIntraplaque hemorrhageStroke riskCarotid artery atherosclerosisPercent diameter stenosisMagnetic resonance imaging (MRI) detectionT1-weighted MRI sequencesMagnetic resonance imaging sequenceArtery atherosclerosisIschemic strokeStroke etiologyDiameter stenosisClinical trialsHemorrhageClinical useMajor causeStroke sourcesMRI sequencesMRINeck coilImaging sequenceRiskLumenImaging