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Charles E. Binkley

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#explainable ai Open access Oct 2026

Realizing the value of the divergence event in clinical human-AI interaction

When a clinical AI system’s output differs from a human clinician’s judgment, what follows is consequential and underspecified. Current AI interfaces offer only a narrow lane for what happens next: they present the AI output (and its associated potential divergence) as an adjudicative choice for a human to accept, over...

Florence Xini Doo, Gabriel A. Brat, Sarah Collins Rossetti et al. · 0 citations

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