Machine learning algorithms for prediction of ventilator associated pneumonia in traumatic brain injury patients from the MIMIC-III database
Ruoran Wang, Linrui Cai, Yan Liu, Jing Zhang, Xiaofeng Ou, Jianguo Xu
Topics & Concepts
MedicineCohortReceiver operating characteristicMechanical ventilationAdaBoostMachine learningRandom forestArea under the curveAlgorithmIncidence (geometry)Traumatic brain injuryRetrospective cohort studyArea under curveInternal medicineSupport vector machineComputer sciencePsychiatryOpticsPhysicsPharmacokineticsNosocomial Infections in ICUSepsis Diagnosis and TreatmentRespiratory Support and Mechanisms