Causal outcome forecasting on MIMIC-IV sepsis SOFA-SCORE
0.09RMSEIGC-NET
Evaluation Results
| Method | Links | |
|---|---|---|
| IGC-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.09 | |
| OBSNODEPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.24 | |
| OBSNODEPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.32 | |
| OBSNODEPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.37 | |
| IGC-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.37 | |
| IGC-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.4 | |
| OPTABPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.41 | |
| OBSNODEPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.42 | |
| IGC-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.43 | |
| IGC-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.45 | |
| OPTABPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.46 | |
| OBSNODEPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.47 | |
| IGC-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.48 | |
| OBSNODEPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.5 | |
| OPTABPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.5 | |
| OPTABPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.53 | |
| OPTABPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.57 | |
| SCIP-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.57 | |
| OPTABPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.59 | |
| SCIP-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.03 | |
| SCIP-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.19 | |
| SCIP-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.21 | |
| SCIP-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.23 | |
| SCIP-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.25 |