作者 | 模型 | 数据来源 | 预测提前量 | AUROC |
Desautels | InSight | MIMIC-III | 4 h | ML = 0.88 SIRS = 0.61 SOFA = 0.73 QSOFA = 0.77 MEWS = 0.8 |
Horng | SVM | MIMIC-III | 4 h | ML = 0.86 |
®Mao | InSight | University of California, San Francisco MIMIC-III | 4 h | ML = 0.92 NEWS = 0.76 SOFA = 0.63 SIRS = 0.75 |
Nemati | APeX | Emory University Hospitals MIMIC-III | 4 h | ML = 0.85 SOFA = 0.87 |
Calvert | InSight | MIMIC-III | 3 h | ML = 0.83 |
Kam | Deep neural network | MIMIC-III | 3 h | ML = 0.92 |
Faisa | Logistic regression | York hospital Northern Lincolnshire Google hospital | 4 h | ML = 0.78 |
Yajun He | Deep neural network | PhysioNet/CinC Challenge 2019 | 10 h | ML = 0.98 |