Table 3.
n | TP | TN | FP | FN | a piori | Correct | Sens | Spec | PPV | NPV | LR+ | LR- | OddsRatio | OR 95% CI | ROC AUC | ROC AUC 95% CI | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Lower | Upper | ||||||||||||||||||||
Lower | Upper | ||||||||||||||||||||
Total | RF | 423 | 120 | 154 | 68 | 81 | 0.475 | 0.648 | 0.597 | 0.694 | 0.615 | 0.677 | 1.949 | 0.581 | 3.36 | 2.25 | 5.01 | 0.715 | 0.667 | 0.763 | |
RF + MI | 423 | 124 | 168 | 54 | 77 | 0.475 | 0.690 | 0.617 | 0.757 | 0.675 | 0.707 | 2.536 | 0.506 | 5.01 | 3.30 | 7.61 | 0.757 | 0.712 | 0.802 | ||
SC + RF | 423 | 180 | 180 | 42 | 21 | 0.475 | 0.851 | 0.896 | 0.811 | 0.795 | 0.904 | 4.733 | 0.129 | 36.73 | 20.92 | 64.51 | 0.890 | 0.857 | 0.922 | ||
SC + RF + MI | 423 | 181 | 181 | 41 | 20 | 0.475 | 0.856 | 0.900 | 0.815 | 0.800 | 0.909 | 4.876 | 0.122 | 39.95 | 22.53 | 70.85 | 0.903 | 0.874 | 0.933 | ||
SC | 423 | 179 | 180 | 42 | 22 | 0.475 | 0.849 | 0.891 | 0.811 | 0.794 | 0.900 | 4.707 | 0.135 | 34.87 | 20.00 | 60.79 | 0.843 | 0.802 | 0.884 | ||
Female | RF | 165 | 15 | 100 | 12 | 38 | 0.321 | 0.697 | 0.283 | 0.893 | 0.371 | 0.848 | 2.642 | 0.803 | 3.29 | 1.41 | 7.67 | 0.691 | 0.607 | 0.776 | |
RF + MI | 165 | 18 | 106 | 6 | 35 | 0.321 | 0.752 | 0.340 | 0.946 | 0.587 | 0.865 | 6.340 | 0.698 | 9.09 | 3.34 | 24.69 | 0.762 | 0.682 | 0.841 | ||
SC + RF | 165 | 45 | 100 | 12 | 8 | 0.321 | 0.879 | 0.849 | 0.893 | 0.640 | 0.964 | 7.925 | 0.169 | 46.88 | 17.93 | 122.58 | 0.922 | 0.872 | 0.972 | ||
SC + RF + MI | 165 | 45 | 103 | 9 | 8 | 0.321 | 0.897 | 0.849 | 0.920 | 0.703 | 0.965 | 10.566 | 0.164 | 64.38 | 23.34 | 177.59 | 0.932 | 0.883 | 0.981 | ||
SC | 165 | 47 | 98 | 14 | 6 | 0.321 | 0.879 | 0.887 | 0.875 | 0.614 | 0.972 | 7.094 | 0.129 | 54.83 | 19.82 | 151.70 | 0.861 | 0.799 | 0.923 | ||
Male | RF | 258 | 111 | 55 | 55 | 37 | 0.574 | 0.643 | 0.750 | 0.500 | 0.731 | 0.525 | 1.500 | 0.500 | 3.00 | 1.77 | 5.08 | 0.687 | 0.622 | 0.751 | |
RF + MI | 258 | 104 | 65 | 45 | 44 | 0.574 | 0.655 | 0.703 | 0.591 | 0.757 | 0.523 | 1.718 | 0.503 | 3.41 | 2.03 | 5.73 | 0.728 | 0.668 | 0.789 | ||
SC + RF | 258 | 136 | 82 | 28 | 12 | 0.574 | 0.845 | 0.919 | 0.745 | 0.867 | 0.835 | 3.610 | 0.109 | 33.19 | 16.00 | 68.85 | 0.864 | 0.817 | 0.912 | ||
SC + RF + MI | 258 | 137 | 82 | 28 | 11 | 0.574 | 0.849 | 0.926 | 0.745 | 0.868 | 0.847 | 3.637 | 0.100 | 36.47 | 17.24 | 77.15 | 0.884 | 0.842 | 0.926 | ||
SC | 258 | 132 | 82 | 28 | 16 | 0.574 | 0.829 | 0.892 | 0.745 | 0.864 | 0.792 | 3.504 | 0.145 | 24.16 | 12.32 | 47.37 | 0.825 | 0.768 | 0.882 | ||
< 65 years | RF | 246 | 53 | 113 | 30 | 50 | 0.419 | 0.675 | 0.515 | 0.790 | 0.560 | 0.758 | 2.453 | 0.614 | 3.99 | 2.29 | 6.98 | 0.709 | 0.645 | 0.773 | |
RF + MI | 246 | 56 | 119 | 24 | 47 | 0.419 | 0.711 | 0.544 | 0.832 | 0.627 | 0.779 | 3.239 | 0.548 | 5.91 | 3.29 | 10.61 | 0.757 | 0.697 | 0.818 | ||
SC + RF | 246 | 90 | 121 | 22 | 13 | 0.419 | 0.858 | 0.874 | 0.846 | 0.747 | 0.928 | 5.680 | 0.149 | 38.08 | 18.21 | 79.64 | 0.892 | 0.849 | 0.934 | ||
SC + RF + MI | 246 | 92 | 120 | 23 | 11 | 0.419 | 0.862 | 0.893 | 0.839 | 0.742 | 0.938 | 5.553 | 0.127 | 43.64 | 20.24 | 94.07 | 0.906 | 0.866 | 0.945 | ||
SC | 246 | 89 | 121 | 22 | 14 | 0.419 | 0.854 | 0.864 | 0.846 | 0.744 | 0.923 | 5.617 | 0.161 | 34.96 | 16.95 | 72.11 | 0.873 | 0.826 | 0.919 | ||
> 65 years | RF | 177 | 70 | 50 | 29 | 28 | 0.554 | 0.678 | 0.714 | 0.633 | 0.750 | 0.590 | 1.946 | 0.451 | 4.31 | 2.29 | 8.12 | 0.718 | 0.643 | 0.793 | |
RF + MI | 177 | 70 | 54 | 25 | 28 | 0.554 | 0.701 | 0.714 | 0.684 | 0.776 | 0.609 | 2.257 | 0.418 | 5.40 | 2.83 | 10.30 | 0.746 | 0.675 | 0.818 | ||
SC + RF | 177 | 91 | 60 | 19 | 7 | 0.554 | 0.853 | 0.929 | 0.759 | 0.856 | 0.874 | 3.861 | 0.094 | 41.05 | 16.27 | 103.62 | 0.897 | 0.846 | 0.949 | ||
SC + RF + MI | 177 | 87 | 61 | 18 | 11 | 0.554 | 0.836 | 0.888 | 0.772 | 0.857 | 0.817 | 3.896 | 0.145 | 26.80 | 11.82 | 60.76 | 0.907 | 0.860 | 0.953 | ||
SC | 177 | 90 | 59 | 20 | 8 | 0.554 | 0.842 | 0.918 | 0.747 | 0.848 | 0.856 | 3.628 | 0.109 | 33.19 | 13.72 | 80.27 | 0.789 | 0.712 | 0.865 | ||
Female, < 65 years | RF | 79 | 0 | 60 | 1 | 18 | 0.228 | 0.759 | 0.000 | 0.984 | 0.000 | 0.919 | 0.000 | 1.017 | NaN | NaN | NaN | 0.712 | 0.590 | 0.835 | |
RF + MI | 79 | 5 | 61 | 0 | 13 | 0.228 | 0.835 | 0.278 | 1.000 | 1.000 | 0.941 | NaN | 0.722 | NaN | NaN | NaN | 0.838 | 0.739 | 0.938 | ||
SC + RF | 79 | 13 | 59 | 2 | 5 | 0.228 | 0.911 | 0.722 | 0.967 | 0.657 | 0.976 | 22.028 | 0.287 | 76.70 | 13.38 | 439.76 | 0.919 | 0.849 | 0.988 | ||
SC + RF + MI | 79 | 13 | 59 | 2 | 5 | 0.228 | 0.911 | 0.722 | 0.967 | 0.657 | 0.976 | 22.028 | 0.287 | 76.70 | 13.38 | 439.76 | 0.934 | 0.876 | 0.993 | ||
SC | 79 | 13 | 57 | 4 | 5 | 0.228 | 0.886 | 0.722 | 0.934 | 0.490 | 0.975 | 11.014 | 0.297 | 37.05 | 8.72 | 157.35 | 0.845 | 0.730 | 0.959 | ||
Female, > 65 years | RF | 86 | 14 | 42 | 9 | 21 | 0.407 | 0.651 | 0.400 | 0.824 | 0.516 | 0.745 | 2.267 | 0.729 | 3.11 | 1.16 | 8.35 | 0.678 | 0.562 | 0.794 | |
RF + MI | 86 | 15 | 46 | 5 | 20 | 0.407 | 0.709 | 0.429 | 0.902 | 0.673 | 0.770 | 4.371 | 0.634 | 6.90 | 2.21 | 21.58 | 0.718 | 0.607 | 0.830 | ||
SC + RF | 86 | 34 | 42 | 9 | 1 | 0.407 | 0.884 | 0.971 | 0.824 | 0.722 | 0.984 | 5.505 | 0.035 | 158.67 | 19.14 | 1315.13 | 0.960 | 0.925 | 0.995 | ||
SC + RF + MI | 86 | 33 | 46 | 5 | 2 | 0.407 | 0.919 | 0.943 | 0.902 | 0.819 | 0.971 | 9.617 | 0.063 | 151.80 | 27.74 | 830.69 | 0.973 | 0.944 | 1.001 | ||
SC | 86 | 34 | 41 | 10 | 1 | 0.407 | 0.872 | 0.971 | 0.804 | 0.700 | 0.984 | 4.954 | 0.036 | 139.40 | 16.98 | 1144.41 | 0.834 | 0.741 | 0.927 | ||
Male, < 65 years | RF | 167 | 52 | 55 | 27 | 33 | 0.509 | 0.641 | 0.612 | 0.671 | 0.666 | 0.617 | 1.858 | 0.579 | 3.21 | 1.70 | 6.05 | 0.656 | 0.573 | 0.739 | |
RF + MI | 167 | 44 | 61 | 21 | 41 | 0.509 | 0.629 | 0.518 | 0.744 | 0.685 | 0.589 | 2.021 | 0.648 | 3.12 | 1.62 | 5.99 | 0.712 | 0.635 | 0.790 | ||
SC + RF | 167 | 77 | 64 | 18 | 8 | 0.509 | 0.844 | 0.906 | 0.780 | 0.816 | 0.885 | 4.127 | 0.121 | 34.22 | 13.96 | 83.87 | 0.881 | 0.827 | 0.935 | ||
SC + RF + MI | 167 | 78 | 64 | 18 | 7 | 0.509 | 0.850 | 0.918 | 0.780 | 0.818 | 0.898 | 4.180 | 0.106 | 39.62 | 15.58 | 100.77 | 0.898 | 0.850 | 0.946 | ||
SC | 167 | 76 | 64 | 18 | 9 | 0.509 | 0.838 | 0.894 | 0.780 | 0.814 | 0.873 | 4.073 | 0.136 | 30.02 | 12.62 | 71.42 | 0.860 | 0.799 | 0.920 | ||
Male, > 65 years | RF | 91 | 55 | 8 | 20 | 8 | 0.692 | 0.692 | 0.873 | 0.286 | 0.861 | 0.308 | 1.222 | 0.444 | 2.75 | 0.91 | 8.31 | 0.712 | 0.603 | 0.821 | |
RF + MI | 91 | 54 | 7 | 21 | 9 | 0.692 | 0.670 | 0.857 | 0.250 | 0.853 | 0.257 | 1.143 | 0.571 | 2.00 | 0.66 | 6.06 | 0.735 | 0.633 | 0.837 | ||
SC + RF | 91 | 60 | 17 | 11 | 3 | 0.692 | 0.846 | 0.952 | 0.607 | 0.925 | 0.716 | 2.424 | 0.078 | 30.91 | 7.73 | 123.54 | 0.834 | 0.739 | 0.929 | ||
SC + RF + MI | 91 | 60 | 17 | 11 | 3 | 0.692 | 0.846 | 0.952 | 0.607 | 0.925 | 0.716 | 2.424 | 0.078 | 30.91 | 7.73 | 123.54 | 0.853 | 0.768 | 0.938 | ||
SC | 91 | 56 | 18 | 10 | 7 | 0.692 | 0.813 | 0.889 | 0.643 | 0.926 | 0.533 | 2.489 | 0.173 | 14.40 | 4.78 | 43.36 | 0.745 | 0.620 | 0.869 | ||
No MI in history | RF | 379 | 86 | 170 | 47 | 76 | 0.427 | 0.675 | 0.531 | 0.783 | 0.577 | 0.750 | 2.451 | 0.599 | 4.09 | 2.62 | 6.40 | 0.719 | 0.668 | 0.770 | |
SC + RF | 379 | 142 | 177 | 40 | 20 | 0.427 | 0.842 | 0.877 | 0.816 | 0.726 | 0.922 | 4.755 | 0.151 | 31.42 | 17.58 | 56.14 | 0.881 | 0.845 | 0.918 | ||
SC | 379 | 142 | 175 | 42 | 20 | 0.427 | 0.836 | 0.877 | 0.806 | 0.716 | 0.921 | 4.529 | 0.153 | 29.58 | 16.62 | 52.66 | 0.834 | 0.791 | 0.878 |
n = number of cases; TP = true positives; TN = true negatives; FP = false positives; FN = false negatives; a priori = a priori probability of stenosis; Correct = fraction of correctly predicted cases; Sens = sensitivity; Spec = specificity; PPV = positive predictive value; NPV = negative predictive value; LR+ = positive likelihood ratio; LR- = negative likelihood ratio; OR = odds ratio; ROC AUC = receiver operating curve area under the curve (for continuous severity score and probabilities from logistic regression models); 95% CI = 95% confidence interval; Lower = Lower boundary of 95% CI; Upper = Upper boundary of 95% CI; NaN = Not a number; MI = Myocardial infarction