Diagnosis Classification on MIMIC-IV-ECG Emergency Department
82.6Macro AUROCMultimodal Classification
Evaluation results
| Method | Links | |
|---|---|---|
| Multimodal ClassificationInference Requirement Routine=true, Inference Requirement Lab=true, Inference Requirement Diagnoses=false, Training Requirement Routine=true, Training Requirement Lab=true, Training Requirement Diagnoses=true2025.12 | 82.6 | |
| Ours (JE and reconstruction approach)Inference Requirement Routine=false, Inference Requirement Lab=false, Inference Requirement Diagnoses=false, Training Requirement Routine=true, Training Requirement Lab=true, Training Requirement Diagnoses=true2025.12 | 79.5 | |
| Supervised Signal-OnlyInference Requirement Routine=false, Inference Requirement Lab=false, Inference Requirement Diagnoses=false, Training Requirement Routine=false, Training Requirement Lab=false, Training Requirement Diagnoses=true2025.12 | 76.8 |