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Author: Miguel Mascarenhas Publisher: Elsevier ISBN: 0323996485 Category : Science Languages : en Pages : 298
Book Description
Artificial Intelligence in Capsule Endoscopy: A Gamechanger for a Groundbreaking Technique highlights the importance of Artificial Intelligence (AI) application in capsule endoscopy. AI will have a key role in the mid/long-term for gastrointestinal endoscopy and capsule endoscopy. This field is a prime area for the use of AI tools with over 50,000 images per endoscopy capsule video, making video analysis a time and resource consuming task and prone to error. With the application of AI image analysis tools (primarily Convolutional Neural Networks) we can decrease capsule endoscopy video reading time and resources and greatly benefit diagnostic accuracy and patient outcomes. In 15 chapters, this important reference provides a global and comprehensive perspective from the background information of AI, machine learning, deep learning and their implications in GI endoscopy. It showcases AI practical use in lesion detection and in relevant clinical indications (like obscure gastrointestinal bleeding and inflammatory bowel disease), and points to future applications of AI within the field. Provides the current and developing practical application of AI tools in capsule endoscopy Explains the disruptive nature of AI tools in capsule endoscopy video analysis to provide a better perspective on how AI will change the landscape of capsule endoscopy practice in the future Includes specific lesion detection, delivering key summaries and practical applications regarding AI tools use Bridges theorical foundations and practical utility of AI in capsule endoscopy
Author: Miguel Mascarenhas Publisher: Elsevier ISBN: 0323996485 Category : Science Languages : en Pages : 298
Book Description
Artificial Intelligence in Capsule Endoscopy: A Gamechanger for a Groundbreaking Technique highlights the importance of Artificial Intelligence (AI) application in capsule endoscopy. AI will have a key role in the mid/long-term for gastrointestinal endoscopy and capsule endoscopy. This field is a prime area for the use of AI tools with over 50,000 images per endoscopy capsule video, making video analysis a time and resource consuming task and prone to error. With the application of AI image analysis tools (primarily Convolutional Neural Networks) we can decrease capsule endoscopy video reading time and resources and greatly benefit diagnostic accuracy and patient outcomes. In 15 chapters, this important reference provides a global and comprehensive perspective from the background information of AI, machine learning, deep learning and their implications in GI endoscopy. It showcases AI practical use in lesion detection and in relevant clinical indications (like obscure gastrointestinal bleeding and inflammatory bowel disease), and points to future applications of AI within the field. Provides the current and developing practical application of AI tools in capsule endoscopy Explains the disruptive nature of AI tools in capsule endoscopy video analysis to provide a better perspective on how AI will change the landscape of capsule endoscopy practice in the future Includes specific lesion detection, delivering key summaries and practical applications regarding AI tools use Bridges theorical foundations and practical utility of AI in capsule endoscopy
Author: David N.L. Levy Publisher: Springer Science & Business Media ISBN: 1461387167 Category : Computers Languages : en Pages : 460
Book Description
Computer Games I is the first volume in a two part compendium of papers covering the most important material available on the development of computer strategy games. These selections range from discussions of mathematical analyses of games, to more qualitative concerns of whether a computer game should follow human thought processes rather than a "brute force" approach, to papers which will benefit readers trying to program their own games. Contributions include selections from the major players in the development of computer games: Claude Shannon whose work still forms the foundation of most contemporary chess programs, Edward O. Thorpe whose invention of the card counting method caused Las Vegas casinos to change their blackjack rules, and Hans Berliner whose work has been fundamental to the development of backgammon and chess games.
Author: Anastasios Koulaouzidis Publisher: MDPI ISBN: 3039438735 Category : Medical Languages : en Pages : 146
Book Description
Over the last few decades, remarkable progress has been made in understanding the aetiology and pathophysiology of diseases and many new theories emphasize the importance of the small bowel ‘ecosystem’ in the pathogenesis of acute and chronic illness. Emerging factors such as microbiome, stem cells, innate intestinal immunity and the enteric nervous system along with mucosal and endothelial barriers have key role in the development of gastrointestinal and extra-intestinal diseases. Therefore, the small intestine is considered key player in metabolic disease development, including diabetes mellitus, and other diet-related disorders such as celiac and non-celiac enteropathies. Another major field is drug metabolism and its interaction with microbiota. Moreover, the emergence of gut-brain, gut-liver and gut-blood barriers points toward the important role of small intestine in the pathogenesis of common disorders, such as liver disease, hypertension and neurodegenerative disease. However, the small bowel remains an organ that is difficult to fully access and assess and accurate diagnosis often poses a clinical challenge. Eventually, the therapeutic potential remains untapped. Therefore, it is due time to direct our interest towards the small intestine and unravel the interplay between small-bowel and other gastrointestinal (GI) and non-GI related maladies.
Author: David R. Cave Publisher: Elsevier Health Sciences ISBN: 0323796192 Category : Medical Languages : en Pages : 209
Book Description
Adoption of video capsule endoscopy has been slow, but there are now four FDA-approved devices and others available in China. It is now generally realized that there is an expanding role for these devices, not only in the small intestine but in the GI tract in general. In collaboration with Consulting Editor, Dr. Charles Lightdale, guest editor Dr. David Cave has assembled expert authors to provide clinical reviews that address where we are now, areas of controversy that still need resolution, and where the field is likely to develop over the next 5 to 10 years. Articles are specifically devoted to the following topics: Training, Reading and Reporting for Video Capsule Endoscopy; Indications and Contraindications: Complications of Capsule Endoscopy; Preparation, Prokinetics, and Surface Active Agents; Role of Capsule in Small Intestinal Bleeding; Role of Capsule Endoscopy in IBD; Role of Video Capsule Endoscopy in Liver Disease; Role of Video Capsule Endoscopy in Alternative Settings; Timing and Use of the Capsule Endoscopy in the Acute Care Setting; Role of Video Capsule Endoscopy as a Prelude to Deep Enteroscopy; Location of Capsule and Provocation Testing; Cost Effectiveness of Video Capsule Endoscopy; Artificial Intelligence in Capsule Endoscopy; and Novel Clinical Applications and Technical Developments in Video Capsule Endoscopy.
Author: David J. Hass Publisher: Springer ISBN: 3319491733 Category : Medical Languages : en Pages : 173
Book Description
This volume provides a comprehensive introduction and review of small bowel capsule endoscopy (SBCE). The book reviews the data regarding appropriate indications and contraindications for the implementation of small bowel capsule endoscopy, while discussing in detail the evolving role of SBCE in the treatment of obscure gastrointestinal bleeding, and the management of inflammatory bowel disease, small bowel polyposis syndromes, and refractory malabsorption. Topics such as complications of SBCE, methods to perform SBCE on patients with dysphagia or gastric emptying pathology, and understanding the normal anatomy of the gastrointestinal tract when viewed via SBCE are also discussed. In addition, an introduction to colon capsule technology and the next generation of small bowel capsule imaging is reviewed. The text is complemented by several illustrative cases that are demonstrated with both online full length videos as well as an online interactive companion that includes review questions to reinforce concepts learned in the text. Written by experts in the field, Capsule Endoscopy: A Guide to Becoming an Efficient and Effective Reader is an invaluable resource for novice capsule endoscopy readers, fellows in gastroenterology and hepatology, researchers, mid-level providers, residents, and medical students with an interest in learning how to implement and perform SBCE in the investigation of small bowel diseases.
Author: Bo Shen Publisher: Academic Press ISBN: 0128148128 Category : Science Languages : en Pages : 616
Book Description
Atlas of Endoscopy Imaging in Inflammatory Bowel Disease is a complete reference providing all aspects of endoscopy imaging in inflammatory bowel disease (IBD). Building on the etiology and pathogenesis of IBD and taking into account the wide range of clinical presentations and phenotypes that reflect a long list of endoscopic features, this book systematically and exclusively presents all IBD-related endoscopy imaging for optimal understanding, diagnosis and management. Provides systemic classification and characterization of endoscopy imaging in the surgically altered bowel and in healthy and diseased IBD patients Incorporates state-of-the-art research in the area of endoscopy imaging in CD and UC, from current literature and the vast experience of a panel of national and international experts Covers all possible aspects related to endoscopic imaging in Inflammatory bowel disease
Author: Richard Kozarek Publisher: Springer ISBN: 3319110772 Category : Medical Languages : en Pages : 337
Book Description
This book conjoins the latest advances on the use of endoscopy to diagnose, monitor, and treat patients with inflammatory bowel disease. Chapters include the historical use of rigid sigmoidoscopy, non-interventional imaging procedures, and the correlation of pathology and endoscopic visualization. This is the first book to include individual chapters in gastroenterology, colorectal surgery, and IBD texts, the preeminent role of endoscopic imaging in the management of chronic ulcerative colitis, and Crohn's disease. It also includes chapters on capsule endoscopy and balloon and overtube-assisted enteroscopy to define the presence and activity of Crohn's enteritis and additional chapters defining the use of random biopsies versus chromoendoscopy, and computer enhanced imaging to define possible dysplasia development. The book also includes access to online videos, making it the ultimate verbal and visual tool for all medical professionals interested in the advances in the field over the last several decades. Endoscopy in Inflammatory Bowel Disease is a concise text that is of great value to practicing endoscopists, gastroenterologists, general or colorectal surgeons, physicians in training, and all medical professionals caring for patients with inflammatory bowel disease.
Author: Martin Keuchel Publisher: Springer ISBN: 3662440628 Category : Medical Languages : en Pages : 569
Book Description
This book is simultaneously a superb atlas and a detailed guide to all aspects of video capsule endoscopy. History, technique, performance, reading, indications, contraindications, outcomes, complications and alternative methods are described systematically by a large panel of experts. In addition, the full range of small bowel diseases, from the common to the rare, are described and illustrated using a unique and exhaustive collection of capsule endoscopy images that are accompanied by corresponding images of enteroscopy, surgery, radiology and histology whenever possible. The newest technology of colon capsule endoscopy is included and exciting potential future developments are also considered. This book will be indispensable for all who use the technique or are considering establishing a video capsule endoscopy service.
Author: Vincent Francois-Lavet Publisher: Foundations and Trends (R) in Machine Learning ISBN: 9781680835380 Category : Languages : en Pages : 156
Book Description
Deep reinforcement learning is the combination of reinforcement learning (RL) and deep learning. This field of research has recently been able to solve a wide range of complex decision-making tasks that were previously out of reach for a machine. Deep RL opens up many new applications in domains such as healthcare, robotics, smart grids, finance, and many more. This book provides the reader with a starting point for understanding the topic. Although written at a research level it provides a comprehensive and accessible introduction to deep reinforcement learning models, algorithms and techniques. Particular focus is on the aspects related to generalization and how deep RL can be used for practical applications. Written by recognized experts, this book is an important introduction to Deep Reinforcement Learning for practitioners, researchers and students alike.