Critical Outcome Prediction on MIMIC-IV-ED
90.11Macro F1Diff-Joint
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Diff-JointRatio=202026.06 | 90.11 | 98.35 | 86.79 | 96.87 | |
| Diff-JointRatio=102026.06 | 88.25 | 98.56 | 84.58 | 95.92 | |
| Diff-JointRatio=302026.06 | 85.82 | 98.7 | 80.84 | 96.04 | |
| Diff-JointRatio=402026.06 | 81.79 | 97.86 | — | 95.14 | |
| Mean/ModeRatio=302026.06 | 54.01 | 75.36 | 38.76 | 88.42 | |
| Mean/ModeRatio=202026.06 | 53.75 | 75.81 | 38.32 | 88.42 | |
| Mean/ModeRatio=402026.06 | 52.25 | 76.43 | 36.23 | 88.14 | |
| Mean/ModeRatio=102026.06 | 51.28 | 76.26 | 34.35 | 88.56 | |
| CACTIRatio=202026.06 | 49.12 | 79.4 | 30.69 | 88.78 | |
| CACTIRatio=402026.06 | 49.08 | 79.76 | 30.54 | 88.9 | |
| missForestRatio=202026.06 | 48.86 | 78.27 | 30.23 | 88.8 | |
| CACTIRatio=302026.06 | 48.72 | 79.71 | 30.1 | 88.59 | |
| DiffPuterRatio=402026.06 | 48.56 | 79.21 | 29.88 | 88.47 | |
| CACTIRatio=102026.06 | 48.52 | 79.6 | 29.64 | 88.72 | |
| DiffPuterRatio=202026.06 | 48.47 | 78.91 | 30.12 | 88.52 | |
| missForestRatio=402026.06 | 48.24 | 78.19 | 29.26 | 88.6 | |
| DiffPuterRatio=302026.06 | 48.19 | 79.08 | 29.57 | 88.31 | |
| DiffPuterRatio=102026.06 | 48.06 | 79.12 | 29.18 | 88.44 | |
| missForestRatio=302026.06 | 48.02 | 78.18 | 28.88 | 88.63 | |
| missForestRatio=102026.06 | 47.93 | 78.37 | 28.81 | 88.5 |