Clinical Prediction on CRADLE
80.41AccuracyRAM-EHR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RAM-EHRFull Model=true2024.02 | 80.41 | 73.8 | 48.4 | 63.98 | |
| RAM-EHRRetrieval=false2024.02 | 79.83 | 73.06 | 47.05 | 63.25 | |
| RAM-EHRMode=Augmented Model g_theta Only2024.02 | 79.7 | 73.15 | 47.62 | 63.33 | |
| HyGT2024.02 | 79.45 | 70.59 | 41.04 | 60 | |
| BEEP2024.02 | 79.29 | 68.59 | 41.93 | 60.95 | |
| GraphCare2024.02 | 79.09 | 71.12 | 43.98 | 59 | |
| MedRetriever2024.02 | 78.95 | 70.07 | 42.19 | 57.96 | |
| Transformer2024.02 | 78.1 | 69.49 | 40.14 | 58.23 | |
| RAM-EHRLLM Summarization=false2024.02 | 77.3 | 69.71 | 42.58 | 61.7 | |
| CORE2024.02 | 77.11 | 67.84 | 40.74 | 61.12 | |
| Llama3-8b-it-1000 data (FT)Backbone=Llama3-8b-it, Evaluation Protocol=Zero-shot transfer, Fine-tuning Dataset Size=1000 visits2025.12 | 76.86 | 53.48 | 24.88 | 45.67 | |
| Gemma-7b-1000 data (FT)Backbone=Gemma-7b, Evaluation Protocol=Zero-shot transfer, Fine-tuning Dataset Size=1000 visits2025.12 | 76.54 | 48.45 | 21.21 | 47.63 | |
| GCT2024.02 | 76.51 | 68.31 | 37.55 | 44.1 | |
| Llama3-8b-it-400 data (FT)Backbone=Llama3-8b-it, Evaluation Protocol=Zero-shot transfer, Fine-tuning Dataset Size=400 visits2025.12 | 75.08 | 51.76 | 25.12 | 51.43 | |
| Gemma-7b-400 data (FT)Backbone=Gemma-7b, Evaluation Protocol=Zero-shot transfer, Fine-tuning Dataset Size=400 visits2025.12 | 72.17 | 50.23 | 22.09 | 49.05 | |
| Gemma-7b (orig.)Backbone=Gemma-7b, Evaluation Protocol=Zero-shot transfer, Mode=Original2025.12 | 51.02 | 50.52 | 21.98 | 30.64 | |
| Llama3-8b-it (orig.)Backbone=Llama3-8b-it, Evaluation Protocol=Zero-shot transfer, Mode=Original2025.12 | 40.26 | 51.7 | 22.41 | 34.46 |