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Department of Medical Informatics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam Public Health, Methodology
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Uncertainty estimation in clinical VLMs fails to signal when models are unreliable, but it can predict which predictions are likely to fail under stress.