Table 3. DNN model performance in test set.
CANCER ORIGIN | SPECIFICITY | SENSITIVITY (RECALL) | PPV (PRECISION) | NPV |
---|---|---|---|---|
AG | 0.9993 | 0.9787 | 0.9787 | 0.9993 |
BLADDER | 0.9986 | 0.9878 | 0.9759 | 0.9993 |
BRAIN | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
BREAST | 0.9977 | 1.0000 | 0.9810 | 1.0000 |
COLORECTAL | 1.0000 | 0.9861 | 1.0000 | 0.9993 |
ESOPHAGUS | 0.9909 | 0.7410 | 0.7579 | 0.9902 |
HN | 0.9971 | 0.9099 | 0.9619 | 0.9927 |
KIDNEY | 0.9993 | 1.0000 | 0.9925 | 1.0000 |
LIVER | 0.9993 | 0.9851 | 0.9851 | 0.9993 |
LUNG | 0.9984 | 0.9740 | 0.9894 | 0.9961 |
PANCREAS | 0.9979 | 1.0000 | 0.9167 | 1.0000 |
PROSTATE | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
SKIN | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
SOFT TISSUE | 0.9993 | 0.9825 | 0.9825 | 0.9993 |
STOMACH | 0.9921 | 0.9375 | 0.8721 | 0.9964 |
TESTIS | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
THYMUS | 1.0000 | 0.8889 | 1.0000 | 0.9979 |
THYROID | 1.0000 | 1.0000 | 1.0000 | 1.0000 |
OVERALL | 0.9983 | 0.9595 | 0.9608 | 0.9983 |
PPV: positive predictive value; NPV: negative predictive value; AG: Adrenal Gland; HN: Head and Neck