3d7777f010
- Introduced `fused_importance_with_axial.py` to evaluate the importance of Axial_Length in the fused-head model. - Created JSON configurations for various experiments excluding zero-importance clinical features: - `cd_solo_bilateral_dropzero.json`: Bilateral clinical-only evaluation. - `cd_solo_single_dropzero.json`: Single-eye clinical-only evaluation. - `ensemble_refugelike_ckpt_dropzero.json`: Ensemble model with dropped zero-importance features. - `ensemble_single_refugelike_dropzero.json`: Single-eye ensemble model with dropped features.
614 B
614 B
| 1 | feature | mean_drop | std_drop | baseline_auc_mean |
|---|---|---|---|---|
| 2 | Age | 0.1487745098039216 | 0.07246596166317897 | 0.7117647058823529 |
| 3 | IOP_corr | 0.0645588235294118 | 0.053595964337907635 | 0.7117647058823529 |
| 4 | Phakic/Pseudophakic | 0.031004901960784353 | 0.05039528009700277 | 0.7117647058823529 |
| 5 | Pachymetry | 0.011421568627451003 | 0.016547911692771797 | 0.7117647058823529 |
| 6 | Gender | 0.006102941176470622 | 0.022596178307964714 | 0.7117647058823529 |
| 7 | dioptre_2 | -0.0010294117647058861 | 0.003622645200240852 | 0.7117647058823529 |
| 8 | astigmatism | -0.002156862745098008 | 0.008336072214271729 | 0.7117647058823529 |
| 9 | dioptre_1 | -0.006593137254901939 | 0.011003619078899692 | 0.7117647058823529 |