Estimation of interproximal periodontal probing pocket depth from panoramic radiographs using deep learning

LMU Klinikum0 个研究点目标入组 1,770 人开始时间: 2026年9月1日最近更新: 2026年8月3日

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•Patients of the Department of Conservative Dentistry, Periodontology and Digital Dentistry, LMU Munich.
•Statutory periodontal treatment plan (BEMA) submitted and approved by the responsible health insurer since 1 July
•Complete documented six-point clinical periodontal chart including diagnosis according to the 2018 classification (staging and grading).
•Availability of a digital panoramic radiograph obtained no more than 12 months before the date of clinical charting.
•Adequate diagnostic image quality of the panoramic radiograph.
•All criteria refer exclusively to pre-existing data collected during medically indicated diagnostics and treatment. The analysis is performed at tooth level; implant sites are excluded from analysis.

•Missing or incompletely documented six-point clinical periodontal chart.
•No digital panoramic radiograph available, or an interval of more than 12 months between the radiograph and clinical charting.
•Panoramic radiograph of insufficient diagnostic image quality, for example due to positioning or motion artefacts, over- or underexposure, or incomplete depiction of the jaws.
•Documented objection to the further use of treatment data for research purposes.
•Edentulous jaw or no evaluable tooth remaining after application of the tooth-level criteria.

发起方

LMU Klinikum