Phenotype Prediction on MIMIC-IV
78.5AUROCPULSE-ICU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PULSE-ICU2025.11 | 78.5 | 50.9 | |
| MedFuseInput modality=EHR+CXR2025.11 | 77 | 48.1 | |
| MedFuseInput modality=EHR2025.11 | 74.6 | 45.3 | |
| BioMistral-7BInitialization=Contrastive2026.04 | 73.62 | 57.83 | |
| Phi-3-Mini-4K-InstructInitialization=Contrastive2026.04 | 72.7 | 53.2 | |
| Mistral-7B-v0.1Initialization=Contrastive2026.04 | 72.66 | 52.03 | |
| HighMMTSetting=Single Task2026.05 | 72.4 | 48.5 | |
| FLAMESetting=Single Task2026.05 | 72.3 | 48.1 | |
| FlexMoESetting=Single Task2026.05 | 72.2 | 48.4 | |
| CTPD2025.11 | 71.9 | 42.4 | |
| FLAMESetting=Multitask (per dataset)2026.05 | 71.9 | 47.1 | |
| FLAMESetting=Multitask (all datasets)2026.05 | 71.9 | 47.1 | |
| Meta-Llama-3-8BInitialization=Contrastive2026.04 | 71.8 | 51.48 | |
| DeepSeek-LLM-7B-BaseInitialization=Contrastive2026.04 | 71.62 | 48.5 | |
| Meditron-7BInitialization=Contrastive2026.04 | 71.04 | 50.09 | |
| FuseMoESetting=Single Task2026.05 | 70.6 | 45.5 | |
| LSTMInitialization=Scratch2026.04 | 68.8 | 34.53 | |
| IP-Net2025.11 | 68.2 | 38.4 | |
| LSTM2025.11 | 67.6 | 37.2 | |
| UTDE2025.11 | 67.6 | 37.6 | |
| CNN2025.11 | 67.5 | 37 | |
| Transformer2025.11 | 67.4 | 37.3 | |
| RNN2025.11 | 66.9 | 36.3 | |
| mTAND2025.11 | 66.9 | 36.4 | |
| DGM-O2025.11 | 59.7 | 29.9 | |
| SeFT2025.11 | 57.1 | 26.9 | |
| Multi-layer PerceptronInitialization=Contrastive2026.04 | 56.44 | 24.51 | |
| Multi-layer PerceptronInitialization=Scratch2026.04 | 55.41 | 22.11 | |
| LSTMInitialization=Contrastive2026.04 | 54.69 | 24.1 | |
| Meditron-7BInitialization=Scratch2026.04 | 54.3 | 28.03 | |
| Phi-3-Mini-4K-InstructInitialization=Scratch2026.04 | 51.92 | 26.58 | |
| Mistral-7B-v0.1Initialization=Scratch2026.04 | 51.59 | 27.88 | |
| Meta-Llama-3-8BInitialization=Scratch2026.04 | 50.98 | 27.09 | |
| GRU-D2025.11 | 50.5 | 23.1 | |
| BioMistral-7BInitialization=Scratch2026.04 | 48.81 | 24.3 | |
| DeepSeek-LLM-7B-BaseInitialization=Scratch2026.04 | 46.54 | 20.98 |