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Consensus feature importance across explainability methods.
| Feature | Tree-based | Permutation | SHAP (|ϕj|) |
|---|---|---|---|
| Inv-Nodes | 1.000 | 0.934 | 0.962 |
| Tumor size (cm) | 0.872 | 0.891 | 0.847 |
| Age | 0.743 | 0.708 | 0.752 |
| Metastasis | 0.652 | 0.684 | 0.671 |
| Menopause | 0.445 | 0.426 | 0.453 |
| History | 0.213 | 0.197 | 0.221 |
