Table 2.
Classification performance (fivefold cross-validation) of MLR models using each hemodynamic parameter (ΔHbO, HF, VO2, Tp) at 60 and 100 mmHg. Models were adjusted for age, diabetes duration, hypertension duration, sex, BMI, and smoking status. Values are reported as mean ± SD across folds
| Adjusted Parameter | Occlusion Pressure (mmHg) | CV AUC (mean ± SD) | CV Accuracy (mean ± SD) | CV Sensitivity (mean ± SD) | CV Specificity (mean ± SD) | CV Precision (mean ± SD) | CV F1-score (mean ± SD) |
|---|---|---|---|---|---|---|---|
| ΔHbO | 60 | 0.9087 ± 0.0681 | 0.8170 ± 0.0910 | 0.8551 ± 0.0837 | 0.7790 ± 0.1139 | 0.7980 ± 0.1025 | 0.8245 ± 0.0867 |
| HF | 60 | 0.9833 ± 0.0089 | 0.9181 ± 0.0351 | 0.9319 ± 0.0371 | 0.9043 ± 0.0364 | 0.9083 ± 0.0349 | 0.9199 ± 0.0343 |
| VO2 | 60 | 0.8120 ± 0.0918 | 0.7447 ± 0.1204 | 0.7623 ± 0.1665 | 0.7290 ± 0.1030 | 0.7331 ± 0.1106 | 0.7446 ± 0.1280 |
| Tp | 60 | 0.6154 ± 0.0867 | 0.6058 ± 0.0425 | 0.6148 ± 0.0825 | 0.5983 ± 0.0610 | 0.5909 ± 0.0422 | 0.6007 ± 0.0526 |
| ΔHbO | 100 | 0.8457 ± 0.0729 | 0.7702 ± 0.0788 | 0.8225 ± 0.1378 | 0.7199 ± 0.1866 | 0.7671 ± 0.1167 | 0.7799 ± 0.0663 |
| HF | 100 | 0.8926 ± 0.0202 | 0.8000 ± 0.0389 | 0.8261 ± 0.0307 | 0.7739 ± 0.0567 | 0.7864 ± 0.0459 | 0.8054 ± 0.0350 |
| VO2 | 100 | 0.7413 ± 0.0890 | 0.6851 ± 0.0696 | 0.7370 ± 0.1125 | 0.6355 ± 0.0699 | 0.6667 ± 0.0548 | 0.6979 ± 0.0728 |
| Tp | 100 | 0.7138 ± 0.0706 | 0.6702 ± 0.0524 | 0.7067 ± 0.0793 | 0.6381 ± 0.1319 | 0.6584 ± 0.0759 | 0.6762 ± 0.0433 |
CV cross-validation, AUC area under the ROC curve
Sensitivity = recall. Metrics were computed on held-out folds and summarized across 5 folds. Sensitivity, specificity, precision, and F1-score were computed using a fixed probability threshold of 0.50 (p ≥ 0.50 classified as PAD; p ≤ 0.50 classified as non-PAD).