Table 2 ECG-only models, 12-h gap.
From: Continuous sepsis trajectory prediction using tensor-reduced physiological signals
Model | Rank | F1 score | Recall | Specificity | AUROC |
|---|---|---|---|---|---|
LUCCK | 1 | 0.47 (0.10) | 0.69 (0.12) | 0.74 (0.11) | 0.69 (0.10) |
2 | 0.47 (0.09) | 0.69 (0.12) | 0.75 (0.11) | 0.68 (0.10) | |
3 | 0.49 (0.08) | 0.72 (0.12) | 0.76 (0.09) | 0.71 (0.09) | |
4 | 0.49 (0.09) | 0.73 (0.12) | 0.75 (0.10) | 0.72 (0.09) | |
None | 0.41 (0.08) | 0.67 (0.13) | 0.69 (0.10) | 0.65 (0.09) | |
RF | 1 | 0.43 (0.08) | 0.69 (0.12) | 0.70 (0.11) | 0.68 (0.09) |
2 | 0.44 (0.08) | 0.70 (0.12) | 0.71 (0.10) | 0.69 (0.08) | |
3 | 0.47 (0.08) | 0.73 (0.11) | 0.72 (0.09) | 0.72 (0.08) | |
4 | 0.48 (0.09) | 0.73 (0.12) | 0.73 (0.09) | 0.73 (0.08) | |
None | 0.38 (0.07) | 0.67 (0.12) | 0.63 (0.12) | 0.62 (0.09) | |
SVM | 1 | 0.31 (0.10) | 0.47 (0.16) | 0.68 (0.15) | 0.46 (0.12) |
2 | 0.33 (0.09) | 0.52 (0.16) | 0.66 (0.16) | 0.48 (0.13) | |
3 | 0.32 (0.09) | 0.51 (0.16) | 0.67 (0.14) | 0.48 (0.11) | |
4 | 0.35 (0.10) | 0.54 (0.17) | 0.70 (0.12) | 0.52 (0.13) | |
None | 0.40 (0.08) | 0.70 (0.14) | 0.63 (0.13) | 0.64 (0.10) |
