Sepsis
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sepsis Prediction | Sepsis (test) | AUPRC81.67 | 22 | |
| Next Activity Prediction | Sepsis | Accuracy64.88 | 12 | |
| Off-policy Evaluation | Sepsis | Interval Length-0.4 | 11 | |
| Off-policy Evaluation | Sepsis Synthetic (test) | Confidence Interval-0.001 | 8 | |
| Next Activity Prediction | Sepsis 2016 | Accuracy65.68 | 8 | |
| Full Sequence Generation | Sepsis | Coefficient S100 | 7 | |
| Sepsis trajectory reconstruction | sepsis 40 | Event Rate93 | 6 | |
| Sepsis trajectory reconstruction | sepsis-100 | Event Score0.77 | 5 | |
| Final Outcome Prediction | Sepsis (Release-D) | Accuracy96.02 | 5 | |
| Final Outcome Prediction | Sepsis Release-C | Accuracy90.82 | 5 | |
| Final Outcome Prediction | Sepsis Release-B | Accuracy94.21 | 5 | |
| Final Outcome Prediction | Sepsis (Release-A) | Accuracy84.15 | 5 | |
| Individualized Decision Rules (IDR) Estimation | Sepsis | Objective (All)0.836 | 5 | |
| Predictive process monitoring | Sepsis (temporal split) | Accuracy91.3 | 4 | |
| Generating CFMDPs | Sepsis | Mean Execution Time (s)688 | 2 | |
| Counterfactual Policy Evaluation | Sepsis Catastrophic Path | Lowest Cumulative Reward-9,050 | 2 | |
| Counterfactual Policy Evaluation | Sepsis Almost Catastrophic | Lowest Cumulative Reward100 | 2 | |
| Counterfactual Policy Evaluation | Sepsis Slightly Suboptimal Path | Lowest Cumulative Reward8,000 | 2 | |
| Counterfactual Policy Evaluation | Sepsis | Average Worst-Case Counterfactual V(s0)1,660 | 2 |
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