APPLICATION OF PREDICTION MODELS IN DENTISTRY: From Statistical Regression to Machine Learning - Softcover

Gopi, Akash; Singh, Vishwa Deepak

Softcover

ISBN 10: 6630287258 ISBN 13: 9786630287257

Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

This book examines how statistical and machine learning prediction models are applied across dentistry. It opens with foundational concepts (predictors, outcomes, model types) before covering discipline-specific applications: caries risk assessment, periodontal disease, orthodontics, oral cancer detection, implantology, endodontics, and prosthodontics. Later chapters address methodology - model validation, evaluation metrics, sample size estimation, bias, and data infrastructure/regulatory issues - plus illustrative case studies (including AI-assisted vs. conventional implant planning). It closes with ethical considerations, future directions, a glossary, abbreviations list, references, and a worked sample-size calculation appendix for an in-vivo implant comparison study. Written for postgraduate students and researchers.

Über diesen Titel

Über die Autorin bzw. den Autor

Dr. Akash Gopi is a Reader in the Department of Prosthodontics and Crown & Bridge at Teerthanker Mahaveer Dental College & Research Centre, Teerthanker Mahaveer University, Moradabad, Uttar Pradesh, India. His academic and clinical expertise encompasses prosthodontics, implant prosthodontics, complete denture  maxillofacial prosthodontics.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 6630287258
• ISBN 13: 9786630287257
• Einband: Taschenbuch
• Anzahl der Seiten: 52
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland