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Add new experiments and analysis scripts for dropzero features

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- 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.
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rpotter6298
2026-08-24 12:26:16 +02:00
parent 708fbc70ce
commit 3d7777f010
29 changed files with 1236 additions and 352 deletions
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v4/figures/output/S8e_fused_clinical_importance.csv
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feature,mean_drop_across_reps,std_drop_across_reps,baseline_auc_mean,baseline_auc_std,n_reps
Age,0.01915686274509804,0.005535822316487697,0.8955147058823529,0.01575126319974185,10
IOP_corr,0.015360294117647059,0.006440372950299282,0.8955147058823529,0.01575126319974185,10
Gender,0.010316176470588235,0.005983911392207313,0.8955147058823529,0.01575126319974185,10
Pachymetry,0.006735294117647063,0.006456431334319213,0.8955147058823529,0.01575126319974185,10
Phakic/Pseudophakic,0.0025857843137254933,0.005779537014891194,0.8955147058823529,0.01575126319974185,10
astigmatism,2.6960784313724555e-05,0.0012103203246870743,0.8955147058823529,0.01575126319974185,10
dioptre_2,-0.00013480392156862828,0.0007757846606353119,0.8955147058823529,0.01575126319974185,10
dioptre_1,-0.0029166666666666646,0.003095754152323194,0.8955147058823529,0.01575126319974185,10
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