Table 3:
Performance Metrics of the RAG Model in Extracting Risk Factors
Risk Factor | Sensitivity | Specificity | Precision | F1-Score | AUROC |
---|---|---|---|---|---|
Congestive Heart Failure | 0.98 | 0.97 | 0.97 | 0.97 | 0.98 |
Hypertension | 0.99 | 0.93 | 0.98 | 0.99 | 0.96 |
Age ≥75 years | 1.00 | 0.96 | 0.96 | 0.98 | 0.98 |
Diabetes Mellitus | 0.98 | 0.97 | 0.97 | 0.98 | 0.97 |
Stroke/TIA/Thromboembolism | 0.95 | 0.99 | 0.97 | 0.96 | 0.97 |
Vascular disease | 0.99 | 0.96 | 0.98 | 0.98 | 0.98 |
Sex Category (Female) | 0.98 | 0.96 | 0.98 | 0.98 | 0.97 |