Predicting Unplanned Transfers to the Intensive Care Unit: A Machine Learning Approach Leveraging Diverse Clinical Elements - Wellner, Ben; Grand, Joan; Canzone, Elizabeth; Coarr, Matt; Brady, Patrick W; Simmons, Jeffrey; Kirkendall, Eric; Dean, Nathan; Kleinman, Monica; Sylvester, Peter (JMIR medical informatics, 2017)
Keywords: Classification; Coma; Electronic health records; Heart rate; Hospitals; Intensive care; Laboratories; Machine learning; Mortality; Nursing; Original Paper; Pain; Patients; Population; Regression analysis; Structured Query Language-SQL; Vital signs; vital signs; clinical deterioration; data mining; nursing assessment; clinical laboratory techniques; machine learning; patient acuity; electronic health record