id author title date pages extension mime words sentences flesch summary cache txt cord-027259-f4sgobcz Metsker, Oleg Stroke ICU Patient Mortality Day Prediction 2020-05-23 .txt text/plain 5328 204 42 On the basis of the analysis of 12 modern prognostic models from 10 countries we can identify some of the most stable (main) predictors for the causes of intra-hospital mortality: age [16, [20] [21] [22] [23] [24] ; type of stroke [25] ; lesion location [25] ; level of consciousness [11, 20, 23, 25, 26] upon admission; NIHSS stroke severity [10, 21, 22, 24] ; comorbidity [22, 27] , Charlson comorbidity index [23] , Atrial fibrillation [11, 22] , case history Transitor ischemic attack (TIA) [31]; hospital complications (high intracranial pressure) [16] , pneumonia, seizures, anxiety/depression, infections, limb pains and constipation [22, 27] . Early mortality in each subgroup was associated with a number of demographic, clinical, and instrumental-laboratory characteristics based on the interpretation of the results of calculating the significance of predictors of binary classification models by machine learning methods from the Scikit-Learn library 2 . ./cache/cord-027259-f4sgobcz.txt ./txt/cord-027259-f4sgobcz.txt