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TCSR-Monitor reveals that relying solely on confidence can lead to silent failures in surgical segmentation, highlighting the need for a multi-faceted monitoring approach.
Oracle-conditioned models can fail dramatically in real-world settings, revealing a hidden sensitivity to phase discrepancies that could jeopardize patient outcomes.
