AIMC Topic: Alveolar Bone Loss

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Detection of periodontal bone loss and periodontitis from 2D dental radiographs via machine learning and deep learning: systematic review employing APPRAISE-AI and meta-analysis.

Dento maxillo facial radiology Feb 1, 2025
OBJECTIVES: Periodontitis is a serious periodontal infection that damages the soft tissues and bone around teeth and is linked to systemic conditions. Accurate diagnosis and staging, complemented by radiographic evaluation, are vital. This systematic...
Humans Machine Learning Deep Learning Periodontitis Radiography, Panoramic Radiography, Dental, Digital Radiography, Dental Alveolar Bone Loss
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Diagnostic accuracy of artificial intelligence versus manual detection in marginal bone loss around fixed prosthesis. a systematic review.

JPMA. The Journal of the Pakistan Medical Association Apr 1, 2024
OBJECTIVES: The aim of the review is to evaluate the existing precision of artificial intelligence (AI) in detecting Marginal Bone Loss (MBL) around prosthetic crowns using 2-Dimentional radiographs. It also summarises the recent advances and future ...
Humans Artificial Intelligence Sensitivity and Specificity Radiography, Panoramic Crowns Alveolar Bone Loss
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Comparison of deep learning methods for the radiographic detection of patients with different periodontitis stages.

Dento maxillo facial radiology Jan 11, 2024
OBJECTIVES: The objective of this study is to assess the accuracy of computer-assisted periodontal classification bone loss staging using deep learning (DL) methods on panoramic radiographs and to compare the performance of various models and layers.
Humans Neural Networks, Computer Deep Learning Radiography, Panoramic Alveolar Bone Loss
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