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ResearchFormerly WizWand

Causal outcome forecasting on MIMIC-IV sepsis SOFA-SCORE

0.09RMSEIGC-NET
0.04360.35680.670.9832Apr 28, 2026
Updated 6mo ago

Evaluation results

MethodLinks
IGC-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.09
OBSNODEPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.24
OBSNODEPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.32
OBSNODEPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.37
IGC-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.37
IGC-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.4
OPTABPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.41
OBSNODEPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.42
IGC-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.43
IGC-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.45
OPTABPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.040.46
OBSNODEPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.47
IGC-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.48
OBSNODEPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.5
OPTABPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.040.5
OPTABPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.040.53
OPTABPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.040.57
SCIP-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.040.57
OPTABPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.040.59
SCIP-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.041.03
SCIP-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.041.19
SCIP-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.041.21
SCIP-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.041.23
SCIP-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.041.25