Predicting Real-time, Recurrent Adverse Invasive Ventilation from Clinical Data Streams
Pakbin A, Nowroozilarki Z, Lee D, Mortazavi B. Predicting Real-time, Recurrent Adverse Invasive Ventilation from Clinical Data Streams. 2023, 00: 1-4. DOI: 10.1109/bsn58485.2023.10331225.Peer-Reviewed Original ResearchMachine learning methodsClinical data streamsReal-time risk monitoringNon-recurring eventsData streamsLearning methodsData changesEHR dataIntensive care unit patientsElectronic health record dataCare unit patientsReal-time monitoringAnalysis toolsHealth record dataQuality of careEvent dataICU stayInvasive ventilationTime-dependent covariatesUnit patientsWarning systemTremendous opportunitiesRisk monitoringSurvival analysisPersonalized treatment