The findings reveal a critical gap between technical AI scores and actual human‑centered performance, especially in health contexts where mis‑evaluation can jeopardize safety and exacerbate workforce displacement. Redefining evaluation to include nuanced, scenario‑based and collaborative metrics is essential for building trustworthy, beneficial AI systems.
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