Machine Learning in Dentistry

Machine Learning in Dentistry
Author: Ching-Chang Ko
Publisher: Springer Nature
Total Pages: 186
Release: 2021-07-24
Genre: Medical
ISBN: 3030718816

This book reviews all aspects of the use of machine learning in contemporary dentistry, clearly explaining its significance for dental imaging, oral diagnosis and treatment, dental designs, and dental research. Machine learning is an emerging field of artificial intelligence research and practice in which computer agents are employed to improve perception, cognition, and action based on their ability to “learn”, for example through use of big data techniques. Its application within dentistry is designed to promote personalized and precision patient care, with enhancement of diagnosis and treatment planning. In this book, readers will find up-to-date information on different machine learning tools and their applicability in various dental specialties. The selected examples amply illustrate the opportunities to employ a machine learning approach within dentistry while also serving to highlight the associated challenges. Machine Learning in Dentistry will be of value for all dental practitioners and researchers who wish to learn more about the potential benefits of using machine learning techniques in their work.

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning
Author: Wojciech Samek
Publisher: Springer Nature
Total Pages: 435
Release: 2019-09-10
Genre: Computers
ISBN: 3030289540

The development of “intelligent” systems that can take decisions and perform autonomously might lead to faster and more consistent decisions. A limiting factor for a broader adoption of AI technology is the inherent risks that come with giving up human control and oversight to “intelligent” machines. For sensitive tasks involving critical infrastructures and affecting human well-being or health, it is crucial to limit the possibility of improper, non-robust and unsafe decisions and actions. Before deploying an AI system, we see a strong need to validate its behavior, and thus establish guarantees that it will continue to perform as expected when deployed in a real-world environment. In pursuit of that objective, ways for humans to verify the agreement between the AI decision structure and their own ground-truth knowledge have been explored. Explainable AI (XAI) has developed as a subfield of AI, focused on exposing complex AI models to humans in a systematic and interpretable manner. The 22 chapters included in this book provide a timely snapshot of algorithms, theory, and applications of interpretable and explainable AI and AI techniques that have been proposed recently reflecting the current discourse in this field and providing directions of future development. The book is organized in six parts: towards AI transparency; methods for interpreting AI systems; explaining the decisions of AI systems; evaluating interpretability and explanations; applications of explainable AI; and software for explainable AI.

Color and Appearance in Dentistry

Color and Appearance in Dentistry
Author: Alvaro Della Bona
Publisher: Springer Nature
Total Pages: 149
Release: 2020-04-03
Genre: Medical
ISBN: 3030426262

This book presents the state of the art in color science and explains its application to dental structures and materials, using high-quality illustrations to ensure ease of learning. Most people seek a bright smile with a natural appearance. This goal often poses a great clinical challenge for the dentist, and its achievement is dependent on a good knowledge of color science and optical properties relevant to dentistry. Further, if a smile is to be esthetically improved to the patient’s satisfaction, the dentist must be able to extract the best from dental materials and techniques, must understand all aspects of facial harmony, and must communicate effectively with both the patient and lab technicians. All of these aspects are thoroughly explored in the book, with detailed coverage of such topics as visual and instrumental shade matching, color management, and avoidance of complications and pitfalls. Color and Appearance in Dentistry will be of high value to all who are engaged in the daily practice of esthetic dentistry.

Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices

Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices
Author: Kang-Ping Lin
Publisher: Springer
Total Pages: 439
Release: 2019-09-28
Genre: Technology & Engineering
ISBN: 9783030306359

This book gathers the proceedings of the IV International Conference on Biomedical and Health Informatics (ICBHI 2019), held on 17-20 April, 2019, in Taipei, Taiwan. Contributions span a range of topics, including medical imaging, biosignal processing, biodata management and analytics, public and personalized health systems, mobile health applications and many more. The IV conference edition gave a special emphasis to cybersecurity issues and cutting-edge medical devices, as it is reflected in this book, which provides academics and professionals with extensive knowledge on and a timely snapshot of cutting-edge research and developments in the field of biomedical and health informatics.

Treatment Planning in Dentistry - E-Book

Treatment Planning in Dentistry - E-Book
Author: Stephen J. Stefanac
Publisher: Elsevier Health Sciences
Total Pages: 513
Release: 2006-08-29
Genre: Medical
ISBN: 0323078230

This book provides essential knowledge for creating treatment plans for adult dental patients. Treatment planning strategies are presented to help with balancing the ideal with the practical, with emphasis placed on the central role of the patient — whose needs should drive the treatment planning process. The focus is on planning of treatment, not on the comprehensive details of every treatment modality in dentistry. CD-ROM bound into book presents five cases of varying difficulty with interactive exercises that allow users to plan treatment. What's the Evidence? boxes link clinical decision-making and treatment planning strategies to current research. In Clinical Practice boxes highlight specific clinical situations faced by the general dentist. Review Questions and Suggested Projects, located at the end of each chapter, summarize and reinforce important concepts presented in the book. Key Terms and Glossary highlights the terms that are most important to the reader. Suggested Readings lists included at the end of most chapters provide supplemental resources. Chapter on Treatment Planning for Smokers and Patients with Oral Cancer addresses the dentist's role in managing patients with oral cancer, recognizing oral cancer and differential diagnosis of oral lesions, planning treatment for patients undergoing cancer therapy, and smoking cessation strategies. Chapter on Treatment Planning for the Special Care/Special Needs Patient examines the role of the general dentist in the management of patients with a variety of conditions including physical handicaps, mental handicaps, head trauma, hemophilia, and patients' needs before, during, or after major surgery. Chapter on Treatment Planning for the Alcohol and Substance Abuser discusses the challenges of treating this patient population, as well as how to recognize the problem, delivery of care, scope of treatment, and behavioral/compliance issues. Expanded content on Ethical and Legal Issues in Treatment Planning reflects new accreditation guidelines. Dental Team Focus boxes highlight the relevance of chapter content to the dental team. Ethics Topics boxes emphasize the ethical topics found within each chapter. International Tooth Numbering is listed alongside the U.S. tooth numbers in examples and illustrations.

Holistic Dental Care

Holistic Dental Care
Author: Nadine Artemis
Publisher: North Atlantic Books
Total Pages: 153
Release: 2013-10-08
Genre: Health & Fitness
ISBN: 1583947205

The essential guide to integrative dental health—safe, effective, and toxin-free steps to all-natural oral care and a vibrant, healthy smile Bestselling author Nadine Artemis reveals the 8 steps to successful self-dentistry Holistic Dental Care introduces simple, at-home dental techniques that anyone can do. With more than 50 full-color photos and illustrations, this book offers oral self-care strategies to address every dental concern—from everyday maintenance to bite and alignment, gum health to heavy metal detox. Bestselling author Nadine Artemis also shares the 8 Steps to Successful Self-Dentistry, 8 holistic oral care guidelines. You’ll also learn: The truth about toothpaste, toothbrushes, and mouthwash All-natural techniques for keeping your teeth healthy, clean, and strong Proper flossing for healthy gums What questions to ask your dentist—and when it’s time to find a new one Pure, organic ways to prevent plaque, decay, inflammation, and bleeding gums The connection between tooth health and alkaline diets Offering an integrative approach to treat the real cause of your dental concerns—not just the symptoms—Holistic Dental Care helps bring your entire being back into balance and whole-body health, starting with all-natural biological dentistry and chemical-free oral care.

Artificial Intelligence in Dentistry

Artificial Intelligence in Dentistry
Author: Kaan Orhan
Publisher: Springer Nature
Total Pages: 363
Release: 2024-02-11
Genre: Medical
ISBN: 3031438272

This comprehensive book focuses on various aspects of artificial intelligence in dentistry, assisting dentists, specialists, and scientists in advancing their understanding, knowledge, training, and expertise in this field of artificial intelligence. Readers will learn about AI-supported pathways for the diagnosis and treatment of dental caries, periodontal bone loss, impacted teeth, periapical lesions, crown, and root fractures, working length determination, and detecting root and canal morphology, TMJ disorders, detection of obstructive sleep apnea, oral mucosal lesions, and many more. Prediction tasks include the estimation of retreatment needs and third molar eruption. Critical information on applications of AI in the field of Oral and Maxillofacial Radiology, Implants, Endodontics, Prosthodontics, Restorative dentistry, Oral surgery, Periodontics, and Orthodontics. Gain valuable insight into studies applying machine learning based on Machine Learning (ML), Deep Learning (DL), and Artificial Neural Networks (ANN). Explore the technical aspects and medical applications of AI in dentistry. Additionally, discover cutting-edge topics like 3D and bioprinting applications of AI and its integration into dental education. All the chapters provide thorough, evidence-based data on AI and its implications in oral health, bridging the gap between knowledge and practical application. The book explains the advantages, disadvantages, and limitations of AI in dental health. Delve into the medico-legal aspects of AI to navigate this cutting-edge landscape responsibly. Learn about applications of Machine Learning and Artificial Intelligence in the Covid-19 Pandemic. Extensive information on deep learning in image processing, including various types of neural networks, image segmentation, enhancement, reconstruction, and registration. This book concludes with an exploration of AI's exciting potential and future perspectives in the dental field, paving the way for a new era of oral healthcare. Don't miss out on this unique resource for AI in Dentistry, which empowers you to stay at the forefront of innovation and embrace the AI revolution in Dentistry. Be prepared for the future of dentistry.

Behavioral Dentistry

Behavioral Dentistry
Author: David I. Mostofsky
Publisher: John Wiley & Sons
Total Pages: 455
Release: 2013-10-07
Genre: Medical
ISBN: 1118764579

Behavioral Dentistry, Second Edition, surveys the vast and absorbing topic of the role of behavioral science in the study and clinical practice of dentistry. An understanding of social sciences has long been a central part of dental education, and essential for developing a clinician’s appreciation of human behavior as it affects efficient dental treatment. This book gathers together contributions from leading experts in each of the major subspecialties of behavioral dentistry. Its aim is not merely to provide the student and clinician with a comprehensive review of the impressive literature or discussion of the theoretical background to the subject, but also with a practical guide to adapting the latest techniques and protocols and applying them to day-to-day clinical practice. This second edition of Behavioral Dentistry discusses biobehavioral processes, including the psychobiology of inflammation and pain, oral health and quality of life, saliva health, and hypnosis in dentistry. The book goes on to examine anxiety, fear, and dental and chronic orofacial pain, and then reviews techniques for designing and managing behavior change. It concludes with a section on professional practice, including care of special needs, geriatric, and diabetic patients, and interpersonal communication in dental education.

Jaws

Jaws
Author: Sandra Kahn
Publisher: Stanford University Press
Total Pages: 267
Release: 2018-04-10
Genre: Science
ISBN: 1503606465

There's a silent epidemic in western civilization, and it is right under our noses. Our jaws are getting smaller and our teeth crooked and crowded, creating not only aesthetic challenges but also difficulties with breathing. Modern orthodontics has persuaded us that braces and oral devices can correct these problems. While teeth can certainly be straightened, what about the underlying causes of this rapid shift in oral evolution and the health risks posed by obstructed airways? Sandra Kahn and Paul R. Ehrlich, a pioneering orthodontist and a world-renowned evolutionist, respectively, present the biological, dietary, and cultural changes that have driven us toward this major health challenge. They propose simple adjustments that can alleviate this developing crisis, as well as a major alternative to orthodontics that promises more significant long-term relief. Jaws will change your life. Every parent should read this book.