A novel dual embedding few-shot learning approach for classifying bone loss using orthopantomogram radiographic notes

A novel dual embedding few-shot learning approach for classifying bone loss using orthopantomogram radiographic notes

Abstract Background Orthopantomograms (OPGs) are essential diagnostic tools in dental and maxillofacial care, providing a panoramic view of the jaws, teeth, and surrounding bone structures. Detecting bone loss, which indicates periodontal disease and systemic conditions like osteoporosis, is crucial...

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Bibliographic Details
Main Authors: Pradeep Kumar Yadalam, Amit Rajabhau Pawar, Prabhu Manickam Natarajan, Carlos M. Ardila
Format: Article
Language:English
Published: BMC 2025-07-01
Series:Head & Face Medicine
Subjects:
Orthopantomograms
Bone loss
Periodontitis
ClinicalBERT
BERT
Text classification
Online Access:https://doi.org/10.1186/s13005-025-00528-3
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