Using the Shapes of Clinical Data Trajectories to Predict Mortality in ICUs
Ma J, Lee DKK, Perkins ME, Pisani MA, Pinker E. Using the Shapes of Clinical Data Trajectories to Predict Mortality in ICUs. Critical Care Explorations 2019, 1: e0010. PMID: 32166256, PMCID: PMC7063876, DOI: 10.1097/cce.0000000000000010.Peer-Reviewed Original ResearchPrecision-recall curveTrajectory informationData trajectoriesStatistical learning techniquesRandom forest classifierRelevant shape featuresStatistical learning modelsLearning techniquesMachine learningElectronic health recordsTrajectory featuresLearning modelShape featuresForest classifierTime series dataManual extractionHealth recordsPredictive modelingSeries dataPredictive performanceInformationPatients' clinical dataDynamic predictionClassifierTime series