2018
Predicting urinary tract infections in the emergency department with machine learning
Taylor RA, Moore CL, Cheung KH, Brandt C. Predicting urinary tract infections in the emergency department with machine learning. PLOS ONE 2018, 13: e0194085. PMID: 29513742, PMCID: PMC5841824, DOI: 10.1371/journal.pone.0194085.Peer-Reviewed Original ResearchConceptsExtreme gradient boostingGradient boostingXGBoost modelLarge diverse setHigh diagnostic error rateMachineAlgorithmXGBoostError rateDiverse setInadequate diagnostic performancePredictive modelSetPrediction toolsDiagnostic error rateBoostingCommon emergency department (ED) diagnosisFull setModel
2013
Accuracy of emergency physician-performed limited echocardiography for right ventricular strain
Taylor RA, Moore CL. Accuracy of emergency physician-performed limited echocardiography for right ventricular strain. The American Journal Of Emergency Medicine 2013, 32: 371-374. PMID: 24559906, DOI: 10.1016/j.ajem.2013.12.043.Peer-Reviewed Original ResearchConceptsRight ventricular strainRight ventricular dilationRetrospective cohort studyEcho examinationPulmonary embolismCohort studyVentricular strainVentricular dilationLevel of agreementTest characteristicsCommon emergency department (ED) diagnosisConsecutive ED patientsEmergency department diagnosisChest painED patientsLimited echocardiographyED providersMortality rateLimited echoEfficient careModerate agreementEchocardiographyExaminationFocused examinationDilation