Disease Diagnosis on MIMIC-IV 1.0 (test)
72.82Micro PrecisionCAML
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAMLSize=36.1M, Type=Classification, Modality=Medical notes2025.02 | 72.82 | 59.48 | 65.4 | 67.25 | 50.73 | 54.71 | |
| DIPOLESize=39M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 72.39 | 61.38 | 66.43 | 70.45 | 55.65 | 60.37 | |
| LDAMSize=41.3M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 72.01 | 62.74 | 66.91 | 69.77 | 56.72 | 60.77 | |
| ProMedTS w/ Flan-T5-smallSize=268M, Backbone=Flan-T5-small, Modality=Lab test result + Medical notes2025.02 | 71.63 | 67.81 | 69.69 | 70.12 | 63.58 | 66.21 | |
| ProMedTS w/ Flan-T5-largeSize=1B, Backbone=Flan-T5-large, Modality=Lab test result + Medical notes2025.02 | 71.12 | 69.33 | 70.21 | 70.97 | 65.51 | 67.56 | |
| LLaMA-1Size=7B, Type=Generative, Modality=Medical notes2025.02 | 68.54 | 69.54 | 69.29 | 67.53 | 66.24 | 66.21 | |
| FROZENSize=265M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 67.81 | 69.08 | 68.42 | 66.27 | 65.21 | 65.3 | |
| Flan-T5Size=60M, Type=Generative, Modality=Medical notes2025.02 | 66.24 | 69.53 | 67.92 | 64.28 | 66.01 | 64.79 | |
| EHR-KnowGenSize=76.9M, Type=Generative, Modality=Lab test result + Medical notes2025.02 | 65.8 | 70.85 | 68.16 | 63.82 | 67.24 | 65.11 | |
| PROMPTEHRSize=75.2M, Type=Generative, Modality=Medical notes2025.02 | 65.24 | 70.31 | 68.02 | 63.53 | 67.02 | 65.01 | |
| OPTSize=125M, Type=Generative, Modality=Medical notes2025.02 | 57.02 | 46.53 | 51.25 | 56.87 | 44.32 | 47.89 | |
| GRUSize=7.9M, Type=Classification, Modality=Lab test result2025.02 | 56.23 | 25.77 | 35.21 | 38.37 | 16.97 | 20.65 | |
| ProMedTS w/ OPTSize=316M, Backbone=OPT, Modality=Lab test result + Medical notes2025.02 | 54.99 | 55.2 | 55.1 | 56.81 | 52.36 | 53.23 | |
| QWEN-2.5Size=500M, Type=Generative, Modality=Medical notes2025.02 | 52.34 | 54.47 | 53.38 | 53.31 | 50.91 | 51.2 | |
| ProMedTS w/ QWEN-2.5Size=685M, Backbone=QWEN-2.5, Modality=Lab test result + Medical notes2025.02 | 48.65 | 72.32 | 58.14 | 57.35 | 66.23 | 57.51 | |
| TimeLLMSize=78M, Type=Classification, Modality=Lab test result2025.02 | 30.3 | 60.46 | 40.31 | 24.61 | 47.26 | 25.56 | |
| PatchTSTSize=19.2M, Type=Classification, Modality=Lab test result2025.02 | 27.26 | 57.42 | 36.97 | 20.59 | 43.72 | 21.78 |