AIMC Topic: Alveolar Bone Loss

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

Head & face medicine Jul 11, 2025
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 systemi...
Natural Language Processing Radiography, Panoramic Alveolar Bone Loss Humans Machine Learning Osteoporosis
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Development of an artificial intelligence model for assisting periodontal therapy decision-making: A retrospective longitudinal cohort study.

Journal of dentistry Apr 24, 2025
OBJECTIVES: This study aims to develop and validate an artificial intelligence (AI) - driven model to assist periodontal therapy decision-making and minimize tooth loss.
Aged Humans Adult Artificial Intelligence Male Machine Learning Periodontal Diseases Retrospective Studies Alveolar Bone Loss Clinical Decision-Making Tooth Loss Female Middle Aged Longitudinal Studies Decision Making
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Evaluation of an artificial intelligence-based model in diagnosing periodontal radiographic bone loss.

Clinical oral investigations Mar 19, 2025
OBJECTIVE: To develop an artificial intelligence model based on convolutional neural network for detecting and measuring periodontal radiographic bone loss (RBL).
Sensitivity and Specificity Radiography, Dental, Digital Alveolar Bone Loss Neural Networks, Computer Artificial Intelligence Algorithms Humans
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Evaluation by dental professionals of an artificial intelligence-based application to measure alveolar bone loss.

BMC oral health Mar 1, 2025
BACKGROUND: Several commercial programs incorporate artificial intelligence in diagnosis, but very few dental professionals have been surveyed regarding its acceptability and usability. Furthermore, few have explored how these advances might be incor...
Female Adult Male Humans Neural Networks, Computer Artificial Intelligence Deep Learning Dentists Alveolar Bone Loss
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Development of a machine learning model related to explore the association between heavy metal exposure and alveolar bone loss among US adults utilizing SHAP: a study based on NHANES 2015-2018.

BMC public health Feb 4, 2025
BACKGROUND: Alveolar bone loss (ABL) is common in modern society. Heavy metal exposure is usually considered to be a risk factor for ABL. Some studies revealed a positive trend found between urinary heavy metals and periodontitis using multiple logis...
Nutrition Surveys United States Environmental Exposure Metals, Heavy Alveolar Bone Loss Adult Male Middle Aged Female Risk Factors Humans Machine Learning
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Deep learning method to automatically diagnose periodontal bone loss and periodontitis stage in dental panoramic radiograph.

Journal of dentistry Sep 26, 2024
OBJECTIVES: Artificial intelligence (AI) could be used as an automatically diagnosis method for dental disease due to its accuracy and efficiency. This research proposed a novel convolutional neural network (CNN)-based deep learning (DL) ensemble mod...
Deep Learning Neural Networks, Computer Periodontitis Algorithms Radiography, Panoramic Alveolar Bone Loss Male Humans
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Deep Convolutional Neural Network for Automated Staging of Periodontal Bone Loss Severity on Bite-wing Radiographs: An Eigen-CAM Explainability Mapping Approach.

Journal of imaging informatics in medicine Aug 15, 2024
Periodontal disease is a significant global oral health problem. Radiographic staging is critical in determining periodontitis severity and treatment requirements. This study aims to automatically stage periodontal bone loss using a deep learning app...
Female Adult Male Middle Aged Severity of Illness Index Deep Learning Humans Neural Networks, Computer Convolutional Neural Networks Alveolar Bone Loss
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A reliable deep-learning-based method for alveolar bone quantification using a murine model of periodontitis and micro-computed tomography imaging.

Journal of dentistry May 8, 2024
OBJECTIVES: This study focuses on artificial intelligence (AI)-assisted analysis of alveolar bone for periodontitis in a mouse model with the aim to create an automatic deep-learning segmentation model that enables researchers to easily examine alveo...
Artificial Intelligence Bone Density Alveolar Process Mice Disease Models, Animal X-Ray Microtomography Animals Periodontitis Maxilla Deep Learning Alveolar Bone Loss Imaging, Three-Dimensional
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Detection of periodontal bone loss patterns and furcation defects from panoramic radiographs using deep learning algorithm: a retrospective study.

BMC oral health Jan 31, 2024
BACKGROUND: This retrospective study aimed to develop a deep learning algorithm for the interpretation of panoramic radiographs and to examine the performance of this algorithm in the detection of periodontal bone losses and bone loss patterns.
Furcation Defects Humans Deep Learning Radiography, Panoramic Artificial Intelligence Alveolar Bone Loss Algorithms Retrospective Studies
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Artificial intelligence (AI) diagnostic tools: utilizing a convolutional neural network (CNN) to assess periodontal bone level radiographically-a retrospective study.

BMC oral health Sep 13, 2022
BACKGROUND: The purpose of this investigation was to develop a computer-assisted detection system based on a deep convolutional neural network (CNN) algorithm and to evaluate the accuracy and usefulness of this system for the detection of alveolar bo...
Deep Learning Artificial Intelligence Alveolar Bone Loss Retrospective Studies Humans Adult Neural Networks, Computer
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