Table 10 The diagnostic-level evaluation for the generated 12-lead ECG in another external testing dataset, CODE-test
Metric | Pre | Rec | Spe | F1 |
|---|---|---|---|---|
Input | ||||
Original 12-lead5 | 0.8747 | 0.9100 | 0.9958 | 0.8872 |
I | 0.3971 | 0.1309 | 0.9910 | 0.1824 |
MCMA+I | 0.8289 | 0.8257 | 0.9956 | 0.8223 |
MCMA GAIN | 0.4318 | 0.6948 | 0.0046 | 0.6399 |
II | 0.0682 | 0.0339 | 0.9778 | 0.0333 |
MCMA+II | 0.8401 | 0.8588 | 0.9946 | 0.8410 |
MCMA GAIN | 0.7719 | 0.8249 | 0.0168 | 0.8077 |
III | 0.1667 | 0.0056 | 0.9998 | 0.0108 |
MCMA+I | 0.7237 | 0.6784 | 0.9923 | 0.6840 |
MCMA GAIN | 0.5570 | 0.6728 | −0.0075 | 0.6732 |
aVR | 0.0000 | 0.0000 | 0.9985 | 0.0000 |
MCMA+aVR | 0.4775 | 0.4261 | 0.9816 | 0.4348 |
MCMA GAIN | 0.4775 | 0.4261 | −0.0169 | 0.4348 |
aVL | 0.0000 | 0.0000 | 0.9998 | 0.0000 |
MCMA+aVR | 0.5728 | 0.6390 | 0.9827 | 0.5905 |
MCMA GAIN | 0.5728 | 0.6390 | −0.0171 | 0.5905 |
aVF | 0.0000 | 0.0000 | 1.0000 | 0.0000 |
MCMA+aVR | 0.5226 | 0.6532 | 0.9706 | 0.5223 |
MCMA GAIN | 0.5226 | 0.6532 | −0.0294 | 0.5223 |
V1 | 0.2641 | 0.2510 | 0.9973 | 0.2573 |
MCMA+V1 | 0.7670 | 0.8776 | 0.9923 | 0.8146 |
MCMA GAIN | 0.5029 | 0.6266 | −0.0050 | 0.5573 |
V2 | 0.1667 | 0.0611 | 1.0000 | 0.0894 |
MCMA+V2 | 0.7377 | 0.8435 | 0.9915 | 0.7824 |
MCMA GAIN | 0.5710 | 0.7824 | −0.0085 | 0.6930 |
V3 | 0.2428 | 0.1267 | 0.9990 | 0.1469 |
MCMA+V3 | 0.7669 | 0.8438 | 0.9929 | 0.8006 |
MCMA GAIN | 0.5241 | 0.7171 | −0.0061 | 0.6537 |
V4 | 0.1667 | 0.0090 | 1.0000 | 0.0171 |
MCMA+V4 | 0.7943 | 0.8373 | 0.9936 | 0.8090 |
MCMA GAIN | 0.6276 | 0.8283 | −0.0064 | 0.7919 |
V5 | 0.0000 | 0.0000 | 1.0000 | 0.0000 |
MCMA+V5 | 0.7582 | 0.8285 | 0.9917 | 0.7854 |
MCMA GAIN | 0.7582 | 0.8285 | −0.0083 | 0.7854 |
V6 | 0.0833 | 0.0049 | 0.9996 | 0.0093 |
MCMA+V6 | 0.7450 | 0.8113 | 0.9921 | 0.7717 |
MCMA GAIN | 0.6617 | 0.8064 | −0.0075 | 0.7624 |