IDH1 Mutation Prediction on TCGA-LGG (5 folds)
91.5AccuracyMOA (with Histology)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MOA (with Histology)Encoder=gte-base + TITAN, Model=MLP2025.12 | 91.5 | 91.2 | 89.2 | |
| Histology Tool + Clinical VariablesEncoder=One-hot + TITAN, Model=MLP2025.12 | 89.1 | 89.7 | 87.9 | |
| Histology ToolEncoder=TITAN, Model=MLP2025.12 | 88.8 | 89.4 | 87.1 | |
| MOA (without Histology)Encoder=gte-base-en-v1.5, Model=MLP2025.12 | 80.2 | 82.6 | 75.1 | |
| Clinical VariablesEncoder=One-hot, Model=MLP2025.12 | 75.6 | 79.8 | 73 | |
| Clinical TextEncoder=gte-base-en-v1.5, Model=MLP2025.12 | 73.6 | 78.9 | 70 |