Urinary tract infection (UTI) prediction on MIMIC-IV
66.6AUROCkNNPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNPFNModel Category=Ours, AWARE=true2026.04 | 66.6 | 25.7 | |
| CatBModel Category=Classical and Ensemble Models2026.04 | 66.4 | 26.2 | |
| TabDPTModel Category=Ours, AWARE=true2026.04 | 66.4 | 26.4 | |
| TabDPTModel Category=Tabular In-Context Learning Models2026.04 | 66.3 | 26.2 | |
| LRModel Category=Classical and Ensemble Models2026.04 | 66.2 | 25.8 | |
| kNNPFNModel Category=Tabular In-Context Learning Models2026.04 | 66.1 | 25.8 | |
| TabPFNModel Category=Tabular In-Context Learning Models2026.04 | 65.7 | 25.5 | |
| ExcelFModel Category=Deep Tabular Models2026.04 | 65.3 | 25.5 | |
| TabMModel Category=Deep Tabular Models2026.04 | 65 | 24.7 | |
| LightGModel Category=Classical and Ensemble Models2026.04 | 64.9 | 24.6 | |
| MLPModel Category=Classical and Ensemble Models2026.04 | 64 | 24.7 | |
| XGBModel Category=Classical and Ensemble Models2026.04 | 63.5 | 23.4 | |
| KNNModel Category=Ours, AWARE=true2026.04 | 63.2 | 24.2 | |
| MNCAModel Category=Deep Tabular Models2026.04 | 62.6 | 22.7 | |
| TromptModel Category=Deep Tabular Models2026.04 | 62.5 | 23.2 | |
| TabTModel Category=Deep Tabular Models2026.04 | 60.9 | 21.9 | |
| ResNetModel Category=Deep Tabular Models2026.04 | 60.3 | 21.9 | |
| KNNModel Category=Classical and Ensemble Models2026.04 | 58.8 | 20 | |
| TabNetModel Category=Deep Tabular Models2026.04 | 54.4 | 17.9 |