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.
857 B
857 B
| 1 | feature | mean_drop_across_reps | std_drop_across_reps | baseline_auc_mean | baseline_auc_std | n_reps |
|---|---|---|---|---|---|---|
| 2 | Age | 0.01915686274509804 | 0.005535822316487697 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 3 | IOP_corr | 0.015360294117647059 | 0.006440372950299282 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 4 | Gender | 0.010316176470588235 | 0.005983911392207313 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 5 | Pachymetry | 0.006735294117647063 | 0.006456431334319213 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 6 | Phakic/Pseudophakic | 0.0025857843137254933 | 0.005779537014891194 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 7 | astigmatism | 2.6960784313724555e-05 | 0.0012103203246870743 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 8 | dioptre_2 | -0.00013480392156862828 | 0.0007757846606353119 | 0.8955147058823529 | 0.01575126319974185 | 10 |
| 9 | dioptre_1 | -0.0029166666666666646 | 0.003095754152323194 | 0.8955147058823529 | 0.01575126319974185 | 10 |