Bridging the Implementation Gap: Artificial Intelligence in Periodontology from Proof-of-Concept to Clinical Governance-A Systematic Scoping Review with Evidence from Kazakhstan.

Researchers reviewed global evidence on artificial intelligence applications for diagnosing and monitoring periodontal disease, finding that image-based deep learning achieves high accuracy but performance drops in real-world settings. They propose a phased implementation framework including local validation and regulatory oversight tailored for emerging economies like Kazakhstan.

A plain-English summary of the study's own findings — we don't add our own claims or interpretation. Read the full paper for the complete methods and results, and apply your own clinical judgement.