Table 4:
DeepPhe-CR results for cancer core attributes on the held-out testsplit.
| Attribute | Colorectal, Prostate, Breast, Ovary, Lung Cancers | Pediatric Brain Cancer | ||||
|---|---|---|---|---|---|---|
| Attribute | P | R | F1 | P | R | F1 |
| Topography: ICD-O code (MAJOR SITE) | 0.91 | 0.91 | 0.91 | 1.00 | 1.00 | 1.00 |
| Topography: ICD-O code (SUBSITE) | 0.85 | 0.85 | 0.85 | 0.79 | 0.79 | 0.79 |
| Histology: ICD-O code | 0.83 | 0.83 | 0.83 | 0.87 | 0.87 | 0.87 |
| Behavior: ICD-O code | 0.88 | 0.88 | 0.88 | 0.97 | 0.97 | 0.97 |
| Laterality: ICD-O code | 0.96 | 0.96 | 0.96 | 0.97 | 0.97 | 0.97 |
| Grade: ICD-O code | 0.81 | 0.81 | 0.81 | 0.92 | 0.92 | 0.92 |
| AJCC Pathological T value | 0.98 | 0.92 | 0.94 | n/a | n/a | n/a |
| AJCC Pathological N value | 0.98 | 0.98 | 0.98 | n/a | n/a | n/a |
| AJCC Pathological M value | 0.99 | 1.00 | 0.99 | n/a | n/a | n/a |
P=precision/positive predictive value; R=recall/sensitivity; F1=harmonic mean of precision and recall