Supervised machine learning-based prediction for in-hospital pressure injury development using electronic health records: A retrospective observational cohort study in a university hospital in Japan
Gojiro Nakagami, Shinichiroh Yokota, Aya Kitamura, Toshiaki Takahashi, Kojiro Morita, Hiroshi Noguchi, Kazuhiko Ohe, Hiromi Sanada
Topics & Concepts
Receiver operating characteristicMedicineRetrospective cohort studyRandom forestLogistic regressionObservational studyHealth recordsPredictive validityMedical recordEmergency medicineClinical decision support systemMachine learningRisk assessmentArtificial intelligencePhysical therapyComputer scienceHealth careInternal medicineDecision support systemEconomicsClinical psychologyEconomic growthComputer securityPressure Ulcer Prevention and ManagementSurgical site infection preventionInfection Control in Healthcare