ext validation and classification#1
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Classifies 4 binary clinical labels (roof contact L/R, ethmoid filled L/R) from segmentation masks using logistic regression. Roof contact detection uses CT bone HU sampling above the mask superior surface (bone_contact_ratio, mean_above_hu) instead of z-position alone, lifting AUC from ~0.42 to ~0.75. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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