Clinical Event Prediction on MIMIC-IV (test)
0.985AUROCEveryQuery
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EveryQueryType=LAB, Code=228724/cm, ID/OOD=ID, Zero-shot=true2026.03 | 0.985 | 0.361 | 0.05 | |
| EveryQueryType=LAB, Code=229663/cmH2O, ID/OOD=OOD, Zero-shot=true2026.03 | 0.983 | 0.415 | 0.19 | |
| EveryQueryType=FLUID, Code=227510, ID/OOD=OOD, Zero-shot=true2026.03 | 0.971 | 0.347 | 0.71 | |
| EveryQueryType=INF-E, Code=227536 (8–9), ID/OOD=ID, Zero-shot=true2026.03 | 0.971 | 0.176 | 0.26 | |
| EveryQueryType=INF-S, Code=221794, ID/OOD=ID, Zero-shot=true2026.03 | 0.965 | 0.319 | 0.11 | |
| EveryQueryType=INF-E, Code=227536 (6–8), ID/OOD=OOD, Zero-shot=true2026.03 | 0.965 | 0.216 | 0.25 | |
| EveryQueryType=INF-E, Code=229420, ID/OOD=ID, Zero-shot=true2026.03 | 0.961 | 0.316 | 0.55 | |
| EveryQueryType=LAB, Code=229694/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.956 | 0.084 | 1.03 | |
| EveryQueryType=LAB, Code=220245/ml/min, ID/OOD=ID, Zero-shot=true2026.03 | 0.953 | 0.34 | 0.43 | |
| EveryQueryType=LAB, Code=220224/mmHg, ID/OOD=OOD, Zero-shot=true2026.03 | 0.949 | 0.196 | 2 | |
| EveryQueryType=INF-S, Code=220949, ID/OOD=OOD, Zero-shot=true2026.03 | 0.946 | 0.023 | 8.21 | |
| EveryQueryType=LAB, Code=220339/cmH2O, ID/OOD=OOD, Zero-shot=true2026.03 | 0.944 | 0.134 | 1.33 | |
| EveryQueryType=LAB, Code=224054/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.94 | 0.063 | 4.29 | |
| EveryQueryType=LAB, Code=224690/insp/min, ID/OOD=OOD, Zero-shot=true2026.03 | 0.936 | 0.138 | 2.34 | |
| Autoregressive baselineType=MED, Code=Carbidopa-Levodopa, ID/OOD=ID, Zero-shot=true2026.03 | 0.929 | 0.266 | 0.43 | |
| EveryQueryType=LAB, Code=225672/IU/L, ID/OOD=ID, Zero-shot=true2026.03 | 0.925 | 0.411 | 0.21 | |
| EveryQueryType=LAB, Code=226499/mL, ID/OOD=ID, Zero-shot=true2026.03 | 0.923 | 0.423 | 0.09 | |
| Autoregressive baselineType=INF-S, Code=220949, ID/OOD=OOD, Zero-shot=true2026.03 | 0.923 | 0.023 | 8.21 | |
| EveryQueryType=FLUID, Code=226600 (5–10), ID/OOD=ID, Zero-shot=true2026.03 | 0.92 | 0.267 | 0.17 | |
| EveryQueryType=LAB, Code=227073/mEq/L, ID/OOD=OOD, Zero-shot=true2026.03 | 0.917 | 0.088 | 2.99 | |
| EveryQueryType=INF-S, Code=225168, ID/OOD=ID, Zero-shot=true2026.03 | 0.908 | 0.386 | 0.15 | |
| EveryQueryType=LAB, Code=227445/ng/mL, ID/OOD=ID, Zero-shot=true2026.03 | 0.905 | 0.267 | 0.19 | |
| EveryQueryType=FLUID, Code=226600 (20–30), ID/OOD=OOD, Zero-shot=true2026.03 | 0.9 | 0.256 | 0.25 | |
| EveryQueryType=MED, Code=Mupirocin, ID/OOD=ID, Zero-shot=true2026.03 | 0.883 | 0.052 | 0.28 | |
| EveryQueryType=LAB, Code=225640/%, ID/OOD=ID, Zero-shot=true2026.03 | 0.882 | 0.337 | 0.55 | |
| Autoregressive baselineType=LAB, Code=224054/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.877 | 0.063 | 4.29 | |
| Autoregressive baselineType=LAB, Code=229694/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.872 | 0.084 | 1.03 | |
| EveryQueryType=LAB, Code=224665/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.861 | 0.227 | 0.07 | |
| EveryQueryType=LAB, Code=51274/sec, ID/OOD=ID, Zero-shot=true2026.03 | 0.839 | 0.073 | 8.18 | |
| Autoregressive baselineType=MED, Code=Mupirocin, ID/OOD=ID, Zero-shot=true2026.03 | 0.831 | 0.052 | 0.28 | |
| Autoregressive baselineType=LAB, Code=227073/mEq/L, ID/OOD=OOD, Zero-shot=true2026.03 | 0.828 | 0.088 | 2.99 | |
| EveryQueryType=LAB, Code=50964/mOsm/kg, ID/OOD=OOD, Zero-shot=true2026.03 | 0.827 | 0.208 | 0.37 | |
| EveryQueryType=MED, Code=Captopril, ID/OOD=OOD, Zero-shot=true2026.03 | 0.818 | 0.156 | 1 | |
| EveryQueryType=DEATH, Code=Mortality (30d), ID/OOD=ID, Zero-shot=true2026.03 | 0.81 | 0.324 | 0.05 | |
| Autoregressive baselineType=LAB, Code=220339/cmH2O, ID/OOD=OOD, Zero-shot=true2026.03 | 0.81 | 0.134 | 1.33 | |
| Autoregressive baselineType=DX, Code=ICD/9/5856, ID/OOD=ID, Zero-shot=true2026.03 | 0.81 | 0.023 | 0.57 | |
| Autoregressive baselineType=LAB, Code=224690/insp/min, ID/OOD=OOD, Zero-shot=true2026.03 | 0.798 | 0.138 | 2.34 | |
| Autoregressive baselineType=INF-E, Code=227536 (8–9), ID/OOD=ID, Zero-shot=true2026.03 | 0.795 | 0.176 | 0.26 | |
| EveryQueryType=DX, Code=ICD/9/5856, ID/OOD=ID, Zero-shot=true2026.03 | 0.787 | 0.023 | 0.57 | |
| Autoregressive baselineType=PROC, Code=ICD/9/7936, ID/OOD=ID, Zero-shot=true2026.03 | 0.776 | 0.112 | 0.06 | |
| EveryQueryType=DX, Code=ICD/9/4271, ID/OOD=ID, Zero-shot=true2026.03 | 0.77 | 0.057 | 0.4 | |
| Autoregressive baselineType=LAB, Code=51274/sec, ID/OOD=ID, Zero-shot=true2026.03 | 0.766 | 0.073 | 8.18 | |
| EveryQueryType=DX, Code=ICD/10/I25118, ID/OOD=OOD, Zero-shot=true2026.03 | 0.761 | 0.132 | 0.17 | |
| Autoregressive baselineType=MED, Code=Doxycycline, ID/OOD=ID, Zero-shot=true2026.03 | 0.761 | 0.063 | 1.04 | |
| Autoregressive baselineType=LAB, Code=220224/mmHg, ID/OOD=OOD, Zero-shot=true2026.03 | 0.753 | 0.196 | 2 | |
| Autoregressive baselineType=INF-E, Code=227536 (6–8), ID/OOD=OOD, Zero-shot=true2026.03 | 0.75 | 0.216 | 0.25 | |
| EveryQueryType=MED, Code=Gabapentin, ID/OOD=OOD, Zero-shot=true2026.03 | 0.742 | 0.129 | 0.35 | |
| Autoregressive baselineType=DX, Code=ICD/9/4271, ID/OOD=ID, Zero-shot=true2026.03 | 0.713 | 0.057 | 0.4 | |
| Autoregressive baselineType=DX, Code=ICD/9/3320, ID/OOD=ID, Zero-shot=true2026.03 | 0.706 | 0.083 | 0.27 | |
| EveryQueryType=MED, Code=Doxycycline, ID/OOD=ID, Zero-shot=true2026.03 | 0.698 | 0.063 | 1.04 | |
| EveryQueryType=LAB, Code=50957/mmol/L, ID/OOD=OOD, Zero-shot=true2026.03 | 0.686 | 0.187 | 0.02 | |
| EveryQueryType=PROC, Code=ICD/9/7936, ID/OOD=ID, Zero-shot=true2026.03 | 0.664 | 0.112 | 0.06 | |
| EveryQueryType=MED, Code=Carbidopa-Levodopa, ID/OOD=ID, Zero-shot=true2026.03 | 0.663 | 0.266 | 0.43 | |
| Autoregressive baselineType=MED, Code=Captopril, ID/OOD=OOD, Zero-shot=true2026.03 | 0.662 | 0.156 | 1 | |
| Autoregressive baselineType=FLUID, Code=226600 (5–10), ID/OOD=ID, Zero-shot=true2026.03 | 0.653 | 0.267 | 0.17 | |
| Autoregressive baselineType=INF-S, Code=221794, ID/OOD=ID, Zero-shot=true2026.03 | 0.647 | 0.319 | 0.11 | |
| Autoregressive baselineType=INF-E, Code=229420, ID/OOD=ID, Zero-shot=true2026.03 | 0.645 | 0.316 | 0.55 | |
| Autoregressive baselineType=FLUID, Code=226600 (20–30), ID/OOD=OOD, Zero-shot=true2026.03 | 0.644 | 0.256 | 0.25 | |
| Autoregressive baselineType=LAB, Code=227445/ng/mL, ID/OOD=ID, Zero-shot=true2026.03 | 0.638 | 0.267 | 0.19 | |
| Autoregressive baselineType=LAB, Code=224665/UNK, ID/OOD=OOD, Zero-shot=true2026.03 | 0.635 | 0.227 | 0.07 | |
| Autoregressive baselineType=DX, Code=ICD/10/I25118, ID/OOD=OOD, Zero-shot=true2026.03 | 0.629 | 0.132 | 0.17 | |
| Autoregressive baselineType=LAB, Code=228724/cm, ID/OOD=ID, Zero-shot=true2026.03 | 0.624 | 0.361 | 0.05 | |
| Autoregressive baselineType=FLUID, Code=227510, ID/OOD=OOD, Zero-shot=true2026.03 | 0.624 | 0.347 | 0.71 | |
| EveryQueryType=DX, Code=ICD/9/3320, ID/OOD=ID, Zero-shot=true2026.03 | 0.624 | 0.083 | 0.27 | |
| Autoregressive baselineType=LAB, Code=50964/mOsm/kg, ID/OOD=OOD, Zero-shot=true2026.03 | 0.618 | 0.208 | 0.37 | |
| Autoregressive baselineType=LAB, Code=220245/ml/min, ID/OOD=ID, Zero-shot=true2026.03 | 0.613 | 0.34 | 0.43 | |
| Autoregressive baselineType=MED, Code=Gabapentin, ID/OOD=OOD, Zero-shot=true2026.03 | 0.612 | 0.129 | 0.35 | |
| Autoregressive baselineType=DX, Code=ICD/9/7295, ID/OOD=ID, Zero-shot=true2026.03 | 0.575 | 0.061 | 0.31 | |
| Autoregressive baselineType=LAB, Code=229663/cmH2O, ID/OOD=OOD, Zero-shot=true2026.03 | 0.568 | 0.415 | 0.19 | |
| Autoregressive baselineType=LAB, Code=225640/%, ID/OOD=ID, Zero-shot=true2026.03 | 0.545 | 0.337 | 0.55 | |
| Autoregressive baselineType=INF-S, Code=225168, ID/OOD=ID, Zero-shot=true2026.03 | 0.522 | 0.386 | 0.15 | |
| Autoregressive baselineType=LAB, Code=225672/IU/L, ID/OOD=ID, Zero-shot=true2026.03 | 0.514 | 0.411 | 0.21 | |
| EveryQueryType=DX, Code=ICD/9/7295, ID/OOD=ID, Zero-shot=true2026.03 | 0.514 | 0.061 | 0.31 | |
| Autoregressive baselineType=LAB, Code=226499/mL, ID/OOD=ID, Zero-shot=true2026.03 | 0.5 | 0.423 | 0.09 | |
| Autoregressive baselineType=LAB, Code=51066/mg/24hr, ID/OOD=OOD, Zero-shot=true2026.03 | 0.5 | 0.267 | 0.01 | |
| Autoregressive baselineType=LAB, Code=50957/mmol/L, ID/OOD=OOD, Zero-shot=true2026.03 | 0.499 | 0.187 | 0.02 | |
| Autoregressive baselineType=DEATH, Code=Mortality (30d), ID/OOD=ID, Zero-shot=true2026.03 | 0.485 | 0.324 | 0.05 | |
| EveryQueryType=LAB, Code=51066/mg/24hr, ID/OOD=OOD, Zero-shot=true2026.03 | 0.233 | 0.267 | 0.01 |