A hybrid MMBERT framework for classifying periodontal bone loss: Integrating visual and textual information

The study presents a classification method for periodontal bone loss based on MMBERT architecture. It demonstrates promising radiographic interpretation performance while necessitating further clinical application research.

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Publication Details

Journal
Journal of Oral Biology and Craniofacial Research
Published
2026-01-14
DOI
https://doi.org/10.1016/j.jobcr.2025.12.013
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
0.00
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article

A hybrid MMBERT framework for classifying periodontal bone loss: Integrating visual and textual information

Jennifer Jeyaruby, Pradeep Kumar Yadalam
Journal of Oral Biology and Craniofacial Research
Dental Radiography and Imaging
article

A hybrid MMBERT framework for classifying periodontal bone loss: Integrating visual and textual information

Jennifer Jeyaruby, Pradeep Kumar Yadalam
article en

Abstract

The study presents a classification method for periodontal bone loss based on MMBERT architecture. It demonstrates promising radiographic interpretation performance while necessitating further clinical application research.

Journal of Oral Biology and Craniofacial ResearchVol. 16(2)
Saveetha University (IN)
Openalex Percentile: Top 88%
Dental Radiography and Imaging
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A hybrid MMBERT framework for classifying periodontal bone loss: Integrating visual and textual information — Jennifer Jeyaruby, Pradeep Kumar Yadalam · Journal of Oral Biology and Craniofacial Research (2026) | TGRS Research Map | TGRS