Louise Papillon-Ferland, Cheryl A Sadowski
Case mapping of geriatrics: Looking beyond age in skills laboratories
Currents in pharmacy teaching & learning
heart failure hf common final pathway various insults heart primarily risk factors including diabetes mellitus dm type 2 study analyzed clinical characteristics hf jordanian population particular emphasis relationship dm hf prospective study used jordanian heart failure registry johfr data patients hf characterized dm status hf type hf preserved ejection fraction hfpef hf reduced ejection fraction hfref demographics clinical presentations treatment outcomes collected statistical analyses machine learning techniques carried prediction mortality among hf patients recursive feature elimination crossvalidation rfecv synthetic minority oversampling technique edited nearest neighbors smoteenn employed total 2007 patients hf included notable differences diabetic nondiabetic patients apparent diabetic patients predominantly male older obese p 0001 higher incidence hfpef observed diabetes cohort p 0006 also diabetic patients significantly higher levels cholesterol p 0008 ldl p 0003 reduced hemoglobin levels p 0001 severe renal impairment egfr p 0006 machine learning models particularly random forest classifier highlighted superiority mortality prediction accuracy 9002 auc 8051 predictors mortality included creatinine levels 115 moll length hospital stay need mechanical ventilation study underscores notable differences clinical characteristics outcomes diabetic nondiabetic heart failure patients jordan diabetic patients higher prevalence hfpef poorer health indicators elevated cholesterol ldl impaired kidney function high creatinine levels longer hospital stays need mechanical ventilation key predictors mortality