Disease Diagnosis on MIMIC-III 1.0 (test)
69.04Micro PrecisionCAML
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAMLSize=36.1M, Type=Classification, Modality=Medical notes2025.02 | 69.04 | 55.87 | 61.54 | 65.08 | 50.12 | 54.42 | |
| LDAMSize=41.3M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 68 | 57.12 | 62.18 | 67.38 | 51.5 | 57.44 | |
| DIPOLESize=39M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 64.38 | 57.94 | 60.98 | 61.63 | 53.02 | 55.68 | |
| LLaMA-1Size=7B, Type=Generative, Modality=Medical notes2025.02 | 61.42 | 65.98 | 63.64 | 61.08 | 61.64 | 60.55 | |
| ProMedTS w/ Flan-T5-smallSize=268M, Backbone=Flan-T5-small, Modality=Lab test result + Medical notes2025.02 | 61.32 | 66.65 | 63.67 | 60.35 | 61.62 | 60.42 | |
| FROZENSize=265M, Type=Classification, Modality=Lab test result + Medical notes2025.02 | 61.09 | 64.07 | 62.51 | 59.96 | 59.99 | 59.15 | |
| ProMedTS w/ Flan-T5-largeSize=1B, Backbone=Flan-T5-large, Modality=Lab test result + Medical notes2025.02 | 60.62 | 67.83 | 64.02 | 59.43 | 63.65 | 60.78 | |
| EHR-KnowGenSize=76.9M, Type=Generative, Modality=Lab test result + Medical notes2025.02 | 60.01 | 65.51 | 62.62 | 58.34 | 61.81 | 59.44 | |
| PROMPTEHRSize=75.2M, Type=Generative, Modality=Medical notes2025.02 | 59.29 | 65.53 | 62.24 | 57.44 | 62.87 | 59.1 | |
| Flan-T5Size=60M, Type=Generative, Modality=Medical notes2025.02 | 58.12 | 66.23 | 62.03 | 56.56 | 62.47 | 58.87 | |
| ProMedTS w/ QWEN-2.5Size=685M, Backbone=QWEN-2.5, Modality=Lab test result + Medical notes2025.02 | 55.37 | 58.97 | 57.82 | 56.45 | 56.72 | 55.97 | |
| ProMedTS w/ OPTSize=316M, Backbone=OPT, Modality=Lab test result + Medical notes2025.02 | 54.57 | 54.92 | 54.74 | 55.92 | 52.15 | 53.68 | |
| QWEN-2.5Size=500M, Type=Generative, Modality=Medical notes2025.02 | 49.77 | 58.24 | 53.21 | 50.32 | 54.03 | 52.99 | |
| GRUSize=7.9M, Type=Classification, Modality=Lab test result2025.02 | 46.41 | 21.88 | 29.43 | 30.47 | 13 | 14.59 | |
| OPTSize=125M, Type=Generative, Modality=Medical notes2025.02 | 42.56 | 69.22 | 52.71 | 47.58 | 65.06 | 52.56 | |
| TimeLLMSize=78M, Type=Classification, Modality=Lab test result2025.02 | 37.43 | 54.93 | 36.59 | 10.18 | 35.21 | 15.16 | |
| PatchTSTSize=19.2M, Type=Classification, Modality=Lab test result2025.02 | 32.64 | 42.72 | 36.02 | 26.86 | 29.71 | 19.25 |