Table 2 (Performance indexes) Scores of our DNN are compared on the test set with the average performance of: (i) 4th year cardiology resident (cardio.); (ii) 3rd year emergency resident (emerg.); and (iii) 5th year medical students (stud.).
From: Automatic diagnosis of the 12-lead ECG using a deep neural network
Precision (PPV) | Recall (Sensitivity) | Specificity | F1 score | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
DNN | cardio. | emerg. | stud. | DNN | cardio. | emerg. | stud. | DNN | cardio. | emerg. | stud. | DNN | cardio. | emerg. | stud. | |
1dAVb | 0.867 | 0.905 | 0.639 | 0.605 | 0.929 | 0.679 | 0.821 | 0.929 | 0.995 | 0.997 | 0.984 | 0.979 | 0.897 | 0.776 | 0.719 | 0.732 |
RBBB | 0.895 | 0.868 | 0.963 | 0.914 | 1.000 | 0.971 | 0.765 | 0.941 | 0.995 | 0.994 | 0.999 | 0.996 | 0.944 | 0.917 | 0.852 | 0.928 |
LBBB | 1.000 | 1.000 | 0.963 | 0.931 | 1.000 | 0.900 | 0.867 | 0.900 | 1.000 | 1.000 | 0.999 | 0.997 | 1.000 | 0.947 | 0.912 | 0.915 |
SB | 0.833 | 0.833 | 0.824 | 0.750 | 0.938 | 0.938 | 0.875 | 0.750 | 0.996 | 0.996 | 0.996 | 0.995 | 0.882 | 0.882 | 0.848 | 0.750 |
AF | 1.000 | 0.769 | 0.800 | 0.571 | 0.769 | 0.769 | 0.615 | 0.923 | 1.000 | 0.996 | 0.998 | 0.989 | 0.870 | 0.769 | 0.696 | 0.706 |
ST | 0.947 | 0.968 | 0.946 | 0.912 | 0.973 | 0.811 | 0.946 | 0.838 | 0.997 | 0.999 | 0.997 | 0.996 | 0.960 | 0.882 | 0.946 | 0.873 |
