Genetic Mutation Prediction on TCGA Breast n = 761 (folds 1-4 test)
0.64PIK3CA AUCProposed end-to-end model
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Proposed end-to-end modelBackbone=EfficientNet-B0, Prediction aggregation=averaging confidences, Evaluation protocol=5-fold patient-level cross-validation2022.06 | 0.64 | 0.8 | 0.82 | 0.64 | 0.53 | 0.47 | 0.75 | 0.51 | |
| Kather et al.2022.06 | 0.63 | 0.78 | 0.62 | — | — | 0.62 | — | — |