AI rewriting tasks that standardize radiology reports erode cross-modal image-text alignment more than they erode clinical entities or hedging language, creating a dissociation termed the slop paradox.
Modeling clinical uncertainty in radiology reports: from explicit uncertainty markers to implicit reasoning pathways.arXiv preprint arXiv:2511.04506, 2025
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The Slop Paradox: How Synthetic Standardization Erodes Clinical Uncertainty and Cross-Modal Alignment in AI-Rewritten Radiology Reports
AI rewriting tasks that standardize radiology reports erode cross-modal image-text alignment more than they erode clinical entities or hedging language, creating a dissociation termed the slop paradox.