Table 7.
Performance for temporal models using pattern discovery.
Brier score | ||||||||
SAPS II + SOFA | Given by | Day 1 | Day 2 | Day 3 | Day 4 | Day 5 | Day 6 | Day 7 |
Recalibrated SAPS II | Toma et al (2007) [8] | 0.059 | 0.132 | 0.17 | 0.18 | 0.182 | ||
Recalibrated SAPS II | Toma et al (2008) [9] | 0.175 | 0.168 | 0.198 | 0.199 | 0.215 | 0.23 | |
Temporal SOFA model | Toma et al (2007) [8] | 0.058 | 0.128 | 0.161 | 0.171 | 0.166 | ||
Temporal SOFA model | Toma et al (2008) [9] | 0.168 | 0.17 | 0.195 | 0.183 | 0.206 | 0.211 | |
Temporal wSOFA model | Toma et al (2008) [9] | 0.166 | 0.175 | 0.199 | 0.19 | 0.21 | 0.224 | |
Temporal IOF model | Toma et al (2008) [9] | 0.161 | 0.166 | 0.187 | 0.175 | 0.195 | 0.216 | |
AUC | ||||||||
SAPS II + SOFA | Given by | Day 1 | Day 2 | Day 3 | Day 4 | Day 5 | Day 6 | Day 7 |
Recalibrated SAPS II | Toma et al (2008) [9] | 0.761 | 0.746 | 0.692 | 0.66 | 0.643 | 0.645 | |
Temporal SOFA model | Toma et al (2008) [9] | 0.786 | 0.780 | 0.713 | 0.737 | 0.690 | 0.722 | |
Temporal wSOFA model | Toma et al (2008) [9] | 0.794 | 0.771 | 0.699 | 0.709 | 0.672 | 0.664 | |
Temporal IOF model | Toma et al (2008) [9] | 0.794 | 0.785 | 0.727 | 0.740 | 0.738 | 0.715 |
AUC = Area Under the Receiver Operating Characteristic Curve, IOF = Individual Organ Failure, SAPS = Simplified Acute Physiology Score, SOFA = Sequential Organ Failure Assessment, wSOFA = weighted SOFA score.