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Intelligent Systems in Medicine and Health The Role of AI [electronic resource]
Cohen, Trevor A
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| 자료유형 | 단행본 |
|---|---|
| 개인저자 | Cohen, Trevor A.,editor. Patel, Vimla L.,editor. Shortliffe, Edward H.,editor. |
| 단체저자명 | SpringerLink (Online service). |
| 서명/저자사항 | Intelligent Systems in Medicine and Health [electronic resource] : The Role of AI / edited by Trevor A. Cohen, Vimla L. Patel, Edward H. Shortliffe. |
| 판사항 | 1st ed. 2022. |
| 형태사항 | XXV, 598 p. 124 illus., 89 illus. in color:online resource. |
| 총서사항 | Cognitive Informatics in Biomedicine and Healthcare=2662-7299 |
| 총서부출표목 | Cognitive Informatics in Biomedicine and Healthcare, |
| 기본자료 저록 | Springer Nature eBook |
| 기타형태 저록 | Printed edition:9783031091070Printed edition:9783031091094Printed edition:9783031091100 |
| ISBN | 9783031091087 |
| 기타표준부호 | 10.1007/978-3-031-09108-7 |
| 내용주기 | Foreword -- Preface -- Section I: Introduction -- Introducing AI in Medicine -- AI in Medicine: A Historical Perspective -- Cognitive Informatics and AI in Medicine -- Data and Computation: A Contemporary Landscape -- Section II: Approaches -- Knowledge-Based Systems -- Clinical Cognition and AI in Medicine -- Machine Learning Systems -- Natural Language Processing -- Explainability in Medical AI -- Section III: Applications -- Integration of AI for Clinical Decision Support -- Predicting Clinical Outcomes -- Interpreting Medical Images -- Public Health Applications. |
| 요약 | This textbook comprehensively covers the latest state-of-the-art methods and applications of artificial intelligence (AI) in medicine, placing these developments into a historical context. Factors that assist or hinder a particular technique to improve patient care from a cognitive informatics perspective are identified and relevant methods and clinical applications in areas including translational bioinformatics and precision medicine are discussed. This approach enables the reader to attain an accurate understanding of the strengths and limitations of these emerging technologies and how they relate to the approaches and systems that preceded them. With topics covered including knowledge-based systems, clinical cognition, machine learning and natural language processing, Intelligent Systems in Medicine and Health: The Role of AI details a range of the latest AI tools and technologies within medicine. Suggested additional readings and review questions reinforce the key points covered and ensure readers can further develop their knowledge. This makes it an indispensable resource for all those seeking up-to-date information on the topic of AI in medicine, and one that provides a sound basis for the development of graduate and undergraduate course materials. |
| 일반주제명 | Medical informatics. Artificial intelligence. Public health. Health Informatics. Artificial Intelligence. Public Health. |
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