| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Classification | INSPECT | AUROC65.8 | 22 | |
| Natural language generation | Inspect | BLEU-10.4622 | 14 | |
| Fine-grained Captioning | Inspect | RaTE Score33.05 | 14 | |
| RadBERT classification | Inspect n=1,000 cases | Micro Precision49.26 | 14 | |
| In-hospital mortality prediction | INSPECT | AUC84.4 | 13 | |
| Abnormality Classification | INSPECT -> RSPECT (test) | AUC63.1 | 12 | |
| Readmission prediction | INSPECT cohort (PE) 1.0 (180 day) | AUC-ROC0.681 | 12 | |
| Mortality prediction | INSPECT cohort (PE) 365-day 1.0 | AUC-ROC81 | 12 | |
| Medical Volumetric Abnormality Classification | INSPECT | AUC65.9 | 2 | |
| Clinical trajectory generation | INSPECT (test) | Type Jaccard88.9 | 1 |