AIMC Topic: Alveolar Bone Loss

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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).
Radiography, Dental, Digital Alveolar Bone Loss Humans Neural Networks, Computer Artificial Intelligence Algorithms Sensitivity and Specificity
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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...
Humans Deep Learning Neural Networks, Computer Dentists Artificial Intelligence Alveolar Bone Loss Female Adult Male
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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...
Risk Factors Adult Male Humans Machine Learning Female Alveolar Bone Loss Middle Aged United States Nutrition Surveys Environmental Exposure Metals, Heavy
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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...
Periodontitis Radiography, Panoramic Alveolar Bone Loss Male Deep Learning Humans Neural Networks, Computer Algorithms
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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...
Convolutional Neural Networks Alveolar Bone Loss Middle Aged Severity of Illness Index Deep Learning Adult Male Humans Neural Networks, Computer Female
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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 Animals Deep Learning Maxilla Alveolar Bone Loss Alveolar Process Disease Models, Animal Imaging, Three-Dimensional Periodontitis Mice X-Ray Microtomography
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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 Artificial Intelligence Radiography, Panoramic 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...
Humans Alveolar Bone Loss Neural Networks, Computer Retrospective Studies Artificial Intelligence Adult Deep Learning
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Application of deep machine learning for the radiographic diagnosis of periodontitis.

Clinical oral investigations Jul 26, 2022
OBJECTIVE: Successful application of deep machine learning could reduce time-consuming and labor-intensive clinical work of calculating the amount of radiographic bone loss (RBL) in diagnosing and treatment planning for periodontitis. This study aime...
Alveolar Bone Loss Humans Deep Learning Machine Learning Periodontitis Radiography
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Deep learning in periodontology and oral implantology: A scoping review.

Journal of periodontal research Jul 20, 2022
Deep learning (DL) has been employed for a wide range of tasks in dentistry. We aimed to systematically review studies employing DL for periodontal and implantological purposes. A systematic electronic search was conducted on four databases (Medline ...
Periodontics Alveolar Bone Loss Humans Deep Learning Periodontitis Gingivitis
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