Paper | Code | Accuracy (LOS>3 Days) | Accuracy (LOS>7 Days) | ModelName | ReleaseDate |
---|---|---|---|---|---|
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions | ✓ Link | 71.4% | EHR-Graph Transformer (pre-trained) | 2022-03-23 | |
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions | ✓ Link | 70.3% | EHR-Graph Transformer | 2022-03-23 | |
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III | ✓ Link | 69.5% | 92.3 | Random Forests (RF) | 2019-07-19 |
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III | ✓ Link | 68.6% | 91.9 | Logistic Regression (LR) | 2019-07-19 |
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III | ✓ Link | 68.3% | 91.2 | GRU-D | 2019-07-19 |