Current Trends in Orthodontic Machine learning: Advancements in AI-Powered Diagnostics, Treatment Planning, and Predictive Analytics in Orthodontics - Softcover

M., Hemanth; Shaji, Sanjana; Waremani, Afshan Saman

 
9786207997701: Current Trends in Orthodontic Machine learning: Advancements in AI-Powered Diagnostics, Treatment Planning, and Predictive Analytics in Orthodontics

Inhaltsangabe

This book explores the transformative role of machine learning (ML) in modern orthodontics, emphasizing how AI-driven technologies enhance diagnosis, treatment planning, and clinical outcomes. It introduces the basics of ML and deep learning, highlighting their capabilities in analyzing vast dental datasets and learning patterns from clinical cases. The book reviews various ML models—such as artificial neural networks, convolutional neural networks, and genetic algorithms—and their accuracy in tasks like cephalometric landmark detection, growth prediction, extraction decisions, and treatment outcome forecasting. It discusses the development of clinical decision support systems (CDSS) powered by ML, enabling more consistent and objective treatment recommendations. Numerous studies are reviewed to showcase ML’s application in areas like facial analysis, skeletal maturity assessment, orthognathic surgery planning, and remote care. Despite challenges like data standardization and model generalization, ML holds strong promise in improving diagnostic precision and personalizing orthodontic care.

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Über die Autorin bzw. den Autor

Dr. Hemanth M, Principal and Professor of Orthodontics at DSCDS, Bengaluru, has 21+ years of academic and clinical experience. A Ph.D. guide, former DCI member, and academic reformer, he has over 44 publications and led award-winning departments, conferences, and community health initiatives.

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