2022
Deep Learning Applications for Acute Stroke Management
Chavva IR, Crawford AL, Mazurek MH, Yuen MM, Prabhat AM, Payabvash S, Sze G, Falcone GJ, Matouk CC, de Havenon A, Kim JA, Sharma R, Schiff SJ, Rosen MS, Kalpathy‐Cramer J, Gonzalez J, Kimberly WT, Sheth KN. Deep Learning Applications for Acute Stroke Management. Annals Of Neurology 2022, 92: 574-587. PMID: 35689531, DOI: 10.1002/ana.26435.Peer-Reviewed Original ResearchMeSH KeywordsDeep LearningHumansNeural Networks, ComputerNeuroimagingReproducibility of ResultsStrokeConceptsDeep machine learningDeep learning applicationsMedical image analysisDeep neural networksPixel-wise labelingAcute stroke managementReal-world examplesDL applicationsDL approachMachine learningLearning applicationsDL modelsNeural networkStroke managementLesion segmentationMaximal utilityImage analysisElectronic medical record dataInter-rater variabilityCause of disabilityMedical record dataRelevant clinical featuresStroke detectionAdvanced neuroimaging techniquesDecision making
2019
Deep Learning for Automated Measurement of Hemorrhage and Perihematomal Edema in Supratentorial Intracerebral Hemorrhage
Dhar R, Falcone GJ, Chen Y, Hamzehloo A, Kirsch EP, Noche RB, Roth K, Acosta J, Ruiz A, Phuah CL, Woo D, Gill TM, Sheth KN, Lee JM. Deep Learning for Automated Measurement of Hemorrhage and Perihematomal Edema in Supratentorial Intracerebral Hemorrhage. Stroke 2019, 51: 648-651. PMID: 31805845, PMCID: PMC6993878, DOI: 10.1161/strokeaha.119.027657.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsBrain EdemaCerebral HemorrhageCohort StudiesDeep LearningEdemaFemaleHematomaHumansMaleMiddle AgedConceptsSupratentorial intracerebral hemorrhagePerihematomal edemaIntracerebral hemorrhagePHE volumeResults Two hundred twentyIntracerebral Hemorrhage (ERICH) studyMechanism of injuryIntracerebral hemorrhage patientsSpontaneous intracerebral hemorrhageLarge cohort studyComputed tomography scanSecondary outcomesCohort studyPrimary outcomeHemorrhage patientsSecondary injuryTomography scanHundred twentyMedian volumeLarge cohortHemorrhagePatientsQuantification of hemorrhageFirst cohortDisease biology