Table 2. Diagnosis ability of the radiomics models to distinguish PIDs and no-PIDs with PTB.
Fold | AUC | Sensitivity | Specificity | Accuracy | F1-score | Precision | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Train | Validation | Train | Validation | Train | Validation | Train | Validation | Train | Validation | Train | Validation | ||||||
Fold_1 | 0.828 (0.748–0.908) | 0.818 (0.654–0.983) | 0.791 | 0.818 | 0.783 | 0.733 | 0.786 | 0.769 | 0.756 | 0.750 | 0.723 | 0.692 | |||||
Fold_2 | 0.813 (0.729–0.897) | 0.915 (0.782–1.000) | 0.698 | 1.000 | 0.800 | 0.800 | 0.757 | 0.885 | 0.706 | 0.880 | 0.714 | 0.786 | |||||
Fold_3 | 0.866 (0.794–0.937) | 0.648 (0.423–0.874) | 0.837 | 0.727 | 0.800 | 0.667 | 0.816 | 0.692 | 0.791 | 0.667 | 0.750 | 0.615 | |||||
Fold_4 | 0.864 (0.794–0.933) | 0.642 (0.409–0.876) | 0.837 | 0.727 | 0.767 | 0.667 | 0.796 | 0.692 | 0.774 | 0.667 | 0.720 | 0.615 | |||||
Fold_5 | 0.817 (0.734–0.900) | 0.847 (0.691–1.000) | 0.750 | 0.900 | 0.750 | 0.733 | 0.750 | 0.800 | 0.717 | 0.783 | 0.688 | 0.692 | |||||
Mean | 0.838 (0.760–0.915) | 0.774 (0.592–0.945) | 0.783 | 0.834 | 0.780 | 0.720 | 0.781 | 0.768 | 0.749 | 0.749 | 0.719 | 0.68 | |||||
Test | 0.746 | 0.722 | 0.692 | 0.705 | 0.823 | 0.813 |
PIDs, primary immunodeficiency diseases; PTB, pulmonary tuberculosis; AUC, area under the ROC curve; ROC, the receiver operating characteristic.