Ranked results
When a classification plausibly has more than one confident output, present the top few (say, anything above 80% confidence) rather than forcing a single answer the AI isn't fully sure of.
Relevant principles
What the research says
Offering top-N options rather than one forced answer supports user control and appropriate reliance under uncertainty; the trust link runs through control. 1
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