AIMC Topic: Gingivitis

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Identification of Gingival Inflammation Surface Image Features Using Intraoral Scanning and Deep Learning.

International dental journal Jan 27, 2025
INTRODUCTION AND AIM: The assessment of gingival inflammation surface features mainly depends on subjective judgment and lacks quantifiable and reproducible indicators. Therefore, it is a need to acquire objective identification information for accur...
Humans Algorithms Female Image Processing, Computer-Assisted Adult Periodontitis Gingivitis Periodontal Index Male Middle Aged Deep Learning
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Deep learning based approach: automated gingival inflammation grading model using gingival removal strategy.

Scientific reports Aug 26, 2024
Gingival inflammation grade serves as a well-established index in periodontitis. The aim of this study was to develop a deep learning network utilizing a novel feature extraction method for the automatic assessment of gingival inflammation. T-distrib...
ROC Curve Gingivitis Gingiva Humans Neural Networks, Computer Algorithms Male Female Deep Learning Adult
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Evaluation of transfer ensemble learning-based convolutional neural network models for the identification of chronic gingivitis from oral photographs.

BMC oral health Jul 17, 2024
BACKGROUND: To evaluate the performances of several advanced deep convolutional neural network models (AlexNet, VGG, GoogLeNet, ResNet) based on ensemble learning for recognizing chronic gingivitis from screening oral images.
Humans Neural Networks, Computer Female Adult Gingivitis Photography Male Photography, Dental Deep Learning Chronic Disease
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Clinical evaluation of Artificial Intelligence Driven Remote Monitoring technology for assessment of patient oral hygiene during orthodontic treatment.

American journal of orthodontics and dentofacial orthopedics : official publication of the American Association of Orthodontists, its constituent societies, and the American Board of Orthodontics Feb 15, 2024
INTRODUCTION: This study aimed to clinically evaluate the accuracy of Dental Monitoring's (DM) artificial intelligence (AI) image analysis and oral hygiene notification algorithm in identifying oral hygiene and mucogingival conditions.
Adolescent Child Dental Plaque Orthodontics, Corrective Adult Sensitivity and Specificity Male Gingivitis Oral Hygiene Gingival Recession Humans Female Young Adult Artificial Intelligence Algorithms
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Development of a machine learning multiclass screening tool for periodontal health status based on non-clinical parameters and salivary biomarkers.

Journal of clinical periodontology Sep 11, 2023
AIM: To develop a multiclass non-clinical screening tool for periodontal disease and assess its accuracy for differentiating periodontal health, gingivitis and different stages of periodontitis.
Matrix Metalloproteinase 8 Gingival Hemorrhage Young Adult Periodontal Diseases Adult Machine Learning Gingivitis Periodontitis Cross-Sectional Studies Humans Biomarkers Point-of-Care Testing Periodontal Index Female Male Surveys and Questionnaires Saliva Aged Middle Aged Health Status
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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 ...
Periodontitis Gingivitis Humans Deep Learning Periodontics Alveolar Bone Loss
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A deep learning approach to automatic gingivitis screening based on classification and localization in RGB photos.

Scientific reports Aug 19, 2021
Routine dental visit is the most common approach to detect the gingivitis. However, such diagnosis can sometimes be unavailable due to the limited medical resources in certain areas and costly for low-income populations. This study proposes to screen...
Automation Gingivitis Photography Mass Screening Deep Learning Area Under Curve Humans ROC Curve Color Algorithms Image Processing, Computer-Assisted Reproducibility of Results
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A Deep Learning-Based Approach for the Detection of Early Signs of Gingivitis in Orthodontic Patients Using Faster Region-Based Convolutional Neural Networks.

International journal of environmental research and public health Nov 15, 2020
Computer-based technologies play a central role in the dentistry field, as they present many methods for diagnosing and detecting various diseases, such as periodontitis. The current study aimed to develop and evaluate the state-of-the-art object det...
Humans Neural Networks, Computer Gingivitis Algorithms Deep Learning Tooth Movement Techniques
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A decision support system based on support vector machine for diagnosis of periodontal disease.

BMC research notes Jul 13, 2020
OBJECTIVE: Early diagnosis of many diseases is essential for their treatment. Furthermore, the existence of abundant and unknown variables makes more complicated decision making. For this reason, the diagnosis and classification of diseases using mac...
Gingivitis Decision Support Systems, Clinical Support Vector Machine Periodontitis Humans Female Young Adult Cross-Sectional Studies Adult Male
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Deep learning-based dental plaque detection on primary teeth: a comparison with clinical assessments.

BMC oral health May 13, 2020
BACKGROUND: Dental plaque causes many common oral diseases (e.g., caries, gingivitis, and periodontitis). Therefore, plaque detection and control are extremely important for children's oral health. The objectives of this study were to design a deep l...
Gingivitis Dental Caries Dental Plaque Humans Tooth, Deciduous Deep Learning Child
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