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The intervention in this study was an email\u2010based notification system regarding the appropriateness for penicillin allergy evaluation, with a view to delabelling, as identified by a deep learning artificial intelligence algorithm. Of the intervention group (<jats:italic>n<\/jats:italic> =\u200959), three (5.1%) individuals had their penicillin allergies delabelled, which was significantly more than the control group (0%, <jats:italic>P<\/jats:italic> =\u20090.002). 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