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Research2026-06-18 · source-backed
A study on glioma segmentation shows MC-Dropout confidence estimates don't reliably catch quiet failures, where a model is wrong and calm about it. The broader caution generalizes well beyond medical imaging: calibrated confidence does not equal reliability in any high-stakes uncertainty-quantification deployment. If your agent's "confidence score" gates a real decision, this is your reminder that the score can be confidently wrong. (arXiv 2606.19300)
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Shared entity: Confidence / Shared topic / What happened next
Both cover Confidence; overlapping topics (agent, confidence); picks up the Confidence thread on 2026-07-25.
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Reported by the same outlet (arxiv.org); overlapping topics (agent, catch); pushes against this story (but).
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Reported by the same outlet (arxiv.org); overlapping topics (agent, decision); traces where this leads (downstream).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, decision); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (agent, wrong); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, decision); pushes against this story (versus).