Commercial AI on follow-up X-rays: sensitivity versus false alarms
Allihaibi, Koller, Mannocci. Journal of Endodontics 2025;51:898–908.
This retrospective comparison involved 376 teeth and used CBCT radiographic status as the reference. AI tooth-level sensitivity was 67.3% versus clinicians’ 49.3%, but specificity was 82.3% versus 92.5%. Higher sensitivity came with more false alarms. A persistent shadow may still be healing; neither an AI flag nor this imaging reference proves treatment failure. No improved healing or reduction in unnecessary retreatment was demonstrated.
DOI: 10.1016/j.joen.2025.03.007
Silicon Valley Endodontics editorial addition. Only the Swanson and Turgeon summaries in this addition were clinically reviewed by Dr. Jason Kung, DDS, MS, on September 30, 2026, in English and all seven translations. Other summaries are not covered by that review; review of these two summaries does not update the surrounding page's earlier clinical review.
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