Make the risk score explainable enough to use
Distinguish decorative transparency from decision-useful transparency in an AI-assisted workflow.
What changed when the clinic moved from a bare score to decision-useful transparency? A clinic scheduling coordinator looking at a simple dashboard on a computer in a bright modern healthcare office, a clinician nearby waiting for a decision, cool white and blue interior, screen angled with abstract nonreadable blocks, open space above for overlay, realistic workplace photography, no text, words, letters, numerals, logos. Before: the clinic coordinator sees a single AI risk score with no reason groups, uncertainty, intended-use reminder, or escalation rule. Before: the score looks precise, but the reviewer cannot inspect or challenge it. https://oylytksvdaqzqcpcfhxp.supabase.co/storage/v1/object/public/omie-images/nugget-scenes/14c3c8cb-a322-46bf-b752-30773d817f9d-4.png The same clinic…
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