Sepsis Prediction on MIMIC-IV
0.111IBSTRACER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACERCovariate Embedding with Time-Decay=true, Factorized Attention=true, Evaluation=5-fold cross-validation2025.12 | 0.111 | — | — | |
| TRACERCovariate Embedding with Time-Decay=false, Factorized Attention=true, Evaluation=5-fold cross-validation2025.12 | 0.114 | — | — | |
| TRACERCovariate Embedding with Time-Decay=true, Factorized Attention=false, Evaluation=5-fold cross-validation2025.12 | 0.118 | — | — | |
| SurvTRACEEvaluation=5-fold cross-validation2025.12 | 0.164 | — | — | |
| DeepSurvEvaluation=5-fold cross-validation2025.12 | 0.165 | — | — | |
| cs-CoxEvaluation=5-fold cross-validation2025.12 | 0.168 | — | — | |
| DeepHitEvaluation=5-fold cross-validation2025.12 | 0.176 | — | — | |
| DynamicDeepHitEvaluation=5-fold cross-validation2025.12 | 0.23 | — | — | |
| cs-CoxEvaluation Protocol=5-fold cross-validation2025.12 | — | 0.58 | — | |
| DeepHitEvaluation Protocol=5-fold cross-validation2025.12 | — | 0.625 | — | |
| DeepSurvEvaluation Protocol=5-fold cross-validation2025.12 | — | 0.594 | — | |
| DynamicDeepHitEvaluation Protocol=5-fold cross-validation2025.12 | — | 0.759 | — | |
| Late ConcatFusion=Late Concatenation2025.12 | — | — | 0.86 | |
| NLP-OnlyModality=NLP (Textual)2025.12 | — | — | 0.71 | |
| Recent MIMIC-IVContext=External Benchmark2025.12 | — | — | 0.87 | |
| SepsisLateFusionVariant=Trimodal MoE2025.12 | — | — | 0.915 | |
| Static-OnlyModality=Static2025.12 | — | — | 0.82 | |
| SurvTRACEEvaluation Protocol=5-fold cross-validation2025.12 | — | 0.603 | — | |
| Temporal-OnlyModality=Temporal2025.12 | — | — | 0.79 | |
| TRACEREvaluation Protocol=5-fold cross-validation, Covariate Embedding with Time-Decay=true, Factorized Attention=true2025.12 | — | 0.816 | — | |
| TRACER w/o CETEvaluation Protocol=5-fold cross-validation, Covariate Embedding with Time-Decay=false, Factorized Attention=true2025.12 | — | 0.808 | — | |
| TRACER w/o FAEvaluation Protocol=5-fold cross-validation, Covariate Embedding with Time-Decay=true, Factorized Attention=false2025.12 | — | 0.794 | — |