Length of Stay Prediction on MIMIC-IV
2.33MADMedM2T
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedM2TModality=Multimodal2025.10 | 2.33 | — | 22.21 | — | — | — | |
| TPCLoss Function=MSLE2020.07 | 2.39 | 47.6 | 46.3 | 0.39 | 0.4 | 0.78 | |
| HAIMModality=Multimodal2025.10 | 2.43 | — | 21.89 | — | — | — | |
| MedM2TModality=Labs2025.10 | 2.51 | — | 22.82 | — | — | — | |
| MedM2TModality=Vitals2025.10 | 2.51 | — | 22.66 | — | — | — | |
| HAIMModality=Vitals2025.10 | 2.51 | — | 22.67 | — | — | — | |
| HAIMModality=Labs2025.10 | 2.53 | — | 22.47 | — | — | — | |
| MedM2TModality=ECG2025.10 | 2.79 | — | 26.03 | — | — | — | |
| HAIMModality=ECG2025.10 | 2.82 | — | 26.33 | — | — | — | |
| MultiBenchModality=ECG2025.10 | 2.85 | — | 26.32 | — | — | — | |
| MultiModNModality=ECG2025.10 | 2.88 | — | 26.62 | — | — | — | |
| MedM2TModality=Static2025.10 | 2.89 | — | 26.53 | — | — | — | |
| HAIMModality=Static2025.10 | 2.91 | — | 27.03 | — | — | — | |
| MultiBenchModality=Static2025.10 | 2.92 | — | 26.9 | — | — | — | |
| MultiBenchModality=Vitals2025.10 | 2.92 | — | 26.56 | — | — | — | |
| MultiBenchModality=Multimodal2025.10 | 2.93 | — | 26.82 | — | — | — | |
| MultiModNModality=Labs2025.10 | 2.95 | — | 26.99 | — | — | — | |
| MultiModNModality=Multimodal2025.10 | 2.95 | — | 26.92 | — | — | — | |
| MultiBenchModality=Labs2025.10 | 2.96 | — | 26.91 | — | — | — | |
| MultiModNModality=Static2025.10 | 2.96 | — | 26.92 | — | — | — | |
| MultiModNModality=Vitals2025.10 | 2.96 | — | 26.92 | — | — | — | |
| TransformerLoss Function=MSLE2020.07 | 3.62 | 113.8 | 63.4 | 1.21 | 0.18 | 0.45 | |
| LSTMLoss Function=MSLE2020.07 | 3.68 | 107.2 | 65.7 | 1.26 | 0.15 | 0.43 | |
| CW LSTMLoss Function=MSLE2020.07 | 3.68 | 107 | 66.4 | 1.23 | 0.15 | 0.43 | |
| MedianLoss Function=MSLE2020.07 | 4.6 | 216.8 | 86.8 | 2.09 | -0.12 | 0 | |
| MeanLoss Function=MSLE2020.07 | 5.24 | 474.9 | 77.7 | 2.8 | 0 | 0 |