Table 3.
Multimodal and unimodal model performance comparison for (a) AKI (b) CRRT prediction.
| Model | Accuracy | Precision | Recall | AUROC | AUPRC |
|---|---|---|---|---|---|
|
| |||||
| Multi-Modal | 0.860 | 0.642 | 0.693 | 0.888 | 0.727 |
| LSTM | 0.854 | 0.628 | 0.673 | 0.873 | 0.699 |
| BioMedBERT | 0.727 | 0.376 | 0.542 | 0.742 | 0.420 |
|
| |||||
| (a) | |||||
|
| |||||
| Model | Accuracy | Precision | Recall | AUROC | AUPRC |
|
| |||||
| Multi-Modal | 0.997 | 0.895 | 0.829 | 0.997 | 0.840 |
| LSTM | 0.992 | 0.595 | 0.537 | 0.985 | 0.603 |
| BioMedBERT | 0.989 | 0.556 | 0.294 | 0.970 | 0.411 |
|
| |||||
| (b) | |||||