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