Causal Outcome Forecasting on MIMIC-IV sepsis (CREATININE)
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 | 0.34 | |
| OBSNODEPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.44 | |
| OBSNODEPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.53 | |
| OBSNODEPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.53 | |
| OBSNODEPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.58 | |
| OPTABPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.62 | |
| OBSNODEPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.65 | |
| IGC-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.78 | |
| OPTABPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.89 | |
| IGC-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.89 | |
| IGC-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.92 | |
| OPTABPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.93 | |
| IGC-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.95 | |
| OPTABPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.96 | |
| SCIP-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.99 | |
| SCIP-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.01 | |
| SCIP-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.06 | |
| IGC-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.13 | |
| OPTABPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.14 | |
| SCIP-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.17 | |
| OPTABPrediction 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 | 1.36 | |
| SCIP-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.39 |