Files
hypertower/v4/scripts/experiments/explainability/ensemble_single_refugelike_dropzero.json
rpotter6298 3d7777f010 Add new experiments and analysis scripts for dropzero features
- 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.
2026-08-24 12:26:16 +02:00

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JSON

[
{
"_note": "Single-eye Hadamard L1 img+cd ensemble (refugelike R50 backbone, eval at nt) with the four zero-importance clinical features dropped (astigmatism, dioptre_1, dioptre_2, Phakic/Pseudophakic). Pairs seed-for-seed with experiments/refuge_v2m_baseline/ensemble_single_refugelike so a rep-paired comparison quantifies the effect of the pruned panel at the L1 stage. Feeds the L1 Hadamard column of the new F3.",
"run_name": "experiments/explainability/ensemble_single_refugelike_dropzero",
"reps": 10,
"overrides": {
"data": {
"args": {
"exclude_cols": [
"Axial_Length",
"astigmatism",
"dioptre_1",
"dioptre_2",
"Phakic/Pseudophakic"
]
}
}
}
}
]