MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III

Benchmark Model Rank Results
length-of-stay-prediction-on-mimic-iiiRandom Forests (RF)#3Accuracy (LOS>3 Days): 69.5%Accuracy (LOS>7 Days): 92.3
length-of-stay-prediction-on-mimic-iiiLogistic Regression (LR)#4Accuracy (LOS>3 Days): 68.6%Accuracy (LOS>7 Days): 91.9
length-of-stay-prediction-on-mimic-iiiGRU-D#5Accuracy (LOS>3 Days): 68.3%Accuracy (LOS>7 Days): 91.2