Prediction certification cannot replace explanation certification: a competence envelope for trustworthy AI under compound stress

Nataliya Shakhovska, Ivan Izonin, Stergios-Aristoteles Mitoulis

Artificial intelligence systems increasingly make consequential judgments - which patient is deteriorating, which building is safe to enter, whether an image is authentic and are t…