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Final VLM layers discard crucial safety signals in medical domains, but naive entropy-based intermediate layer selection fluctuates by up to 19.3% AUROC based on arbitrary binning—a failure mode eliminated by multi-scale discretization.
Colorist outperforms complex generative models by safely generating clinically relevant domain variations while preserving anatomical structures.