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A web-based deep learning cascade for automated detection and quantification of marginal bone loss

Abstract Background Marginal Bone Loss (MBL) around dental implants is a key indicator of peri-implantitis. Existing literature evaluates MBL at a single time point, neglecting baseline comparisons and the temporal nature of disease progression. Conventional radiographic assessments remain limited b...

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Autori principali: Niha Adnan, Syed Muhammad Faizan Ahmed, Ayesha Nooruddin, Ali Sadiq, Aamna Khalid, Muhammad Haseeb, Muhammad Huzaifa Ghori, Fahad Umer
Natura: Artigo
Lingua:Inglês
Pubblicazione: BMC 2026-03-01
Serie:BMC Oral Health
Soggetti:
Dental implants
Machine Learning
Deep Learning
Convolutional Neural Networks
Dental radiography
Tooth loss
Accesso online:https://doi.org/10.1186/s12903-026-07962-y
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