We Have Been Auditing the Wrong Layer. In Critical Care, the Bias Enters at the Probe Before Any Algorithm Sees It.

A 2026 head-to-head comparison of 34 pulse oximeters found that device performance across skin pigmentation varies by manufacturer, and that 18 of them could pass or fail depending on which participants you tested.