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
Softcover
ISBN 10: 6207997700 ISBN 13: 9786207997701
Publisher: LAP LAMBERT Academic Publishing, 2025

Synopsis

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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Publisher
LAP LAMBERT Academic Publishing
Publication date
2025
Language
English
ISBN 10 
6207997700
ISBN 13 
9786207997701
Binding
Paperback
Number of pages
104