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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.
This commit is contained in:
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_clinical_importance.csv
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@@ -4,7 +4,6 @@ IOP_corr,0.0645588235294118,0.053595964337907635,0.7117647058823529
Phakic/Pseudophakic,0.031004901960784353,0.05039528009700277,0.7117647058823529
Pachymetry,0.011421568627451003,0.016547911692771797,0.7117647058823529
Gender,0.006102941176470622,0.022596178307964714,0.7117647058823529
eyeID,0.0,0.0,0.7117647058823529
dioptre_2,-0.0010294117647058861,0.003622645200240852,0.7117647058823529
astigmatism,-0.002156862745098008,0.008336072214271729,0.7117647058823529
dioptre_1,-0.006593137254901939,0.011003619078899692,0.7117647058823529
1 feature mean_drop std_drop baseline_auc_mean
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
eyeID 0.0 0.0 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