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001451132 019__ $$a1350690099
001451132 020__ $$a9783031091087$$q(electronic bk.)
001451132 020__ $$a3031091086$$q(electronic bk.)
001451132 020__ $$z9783031091070
001451132 020__ $$z3031091078
001451132 0247_ $$a10.1007/978-3-031-09108-7$$2doi
001451132 035__ $$aSP(OCoLC)1350669287
001451132 040__ $$aYDX$$beng$$erda$$epn$$cYDX$$dGW5XE$$dEBLCP$$dUKAHL$$dOCLCQ
001451132 049__ $$aISEA
001451132 050_4 $$aR859.7.A78
001451132 08204 $$a610.285/63$$223/eng/20221122
001451132 24500 $$aIntelligent systems in medicine and health :$$bthe role of AI /$$cTrevor A. Cohen, Vimla L. Patel, Edward H. Shortliffe, editors.
001451132 264_1 $$aCham :$$bSpringer,$$c[2022]
001451132 264_4 $$c©2022
001451132 300__ $$a1 online resource (xxv, 598 pages) :$$billustrations (some color).
001451132 336__ $$atext$$btxt$$2rdacontent
001451132 337__ $$acomputer$$bc$$2rdamedia
001451132 338__ $$aonline resource$$bcr$$2rdacarrier
001451132 4901_ $$aCognitive informatics in biomedicine and healthcare
001451132 500__ $$aIncludes index.
001451132 5050_ $$aIntro -- Foreword -- Preface -- The State of AI in Medicine -- Introducing Intelligent Systems in Medicine and Health: The Role of AI -- Structure and Content -- Guide to Use of This Book -- Acknowledgments -- Contents -- Contributors -- Part I: Introduction -- Chapter 1: Introducing AI in Medicine -- The Rise of AIM -- Knowledge-Based Systems -- Neural Networks and Deep Learning -- Machine Learning and Medical Practice -- The Scope of AIM -- From Accurate Predictions to Clinically Useful AIM -- The Cognitive Informatics Perspective -- Why CI?
001451132 5058_ $$aThe Complementarity of Human and Machine Intelligence -- Mediating Safe and Effective Human Use of AI-Based Tools -- Concluding Remarks -- References -- Chapter 2: AI in Medicine: Some Pertinent History -- Introduction -- Artificial Intelligence: The Early Years -- Modern History of AI -- AI Meets Medicine and Biology: The 1960s and 1970s -- Emergence of AIM Research at Stanford University -- Three Influential AIM Research Projects from the 1970s -- INTERNIST-1/QMR -- CASNET -- MYCIN -- Cognitive Science and AIM -- Reflecting on the 1970s -- Evolution of AIM During the 1980s and 1990s
001451132 5058_ $$aAI Spring and Summer Give Way to AI Winter -- AIM Deals with the Tumult of the 80s and 90s -- The Last 20 Years: Both AI and AIM Come of Age -- References -- Chapter 3: Data and Computation: A Contemporary Landscape -- Understanding the World Through Data and Computation -- Types of Data Relevant to Biomedicine -- Knowing Through Computation -- Motivational Example -- Computational Landscape -- Knowledge Representation -- Machine Learning -- Data Integration to Better Understand Medicine: Multimodal, Multi-Scale Models -- Distributed/Networked Computing -- Data Federation Models
001451132 5058_ $$aInteroperability -- Computational Aspects of Privacy -- Trends and Future Challenges -- Ground Truth -- Open Science and Mechanisms for Open data -- Data as a Public Good -- References -- Part II: Approaches -- Chapter 4: Knowledge-Based Systems in Medicine -- What Is a Knowledge-Based System? -- How Is Knowledge Represented in a Computer? -- Rules: Inference Steps -- Patterns: Matching -- Probabilistic Models -- Naive Bayes -- Bayesian Networks -- Decision Analysis and Influence Diagrams -- Causal Mechanisms: How Things Work -- How Is Knowledge Acquired? -- Ontologies and Their Tools
001451132 5058_ $$aKnowledge in the Era of Machine Learning -- Incorporating Knowledge into Machine Learning Models -- Graph-Based Models -- Graph Representation Learning -- Biomedical Applications of Graph Machine Learning -- Text-Based Models -- Leveraging Expert Systems to Train Models -- Looking Forward -- References -- Chapter 5: Clinical Cognition and AI: From Emulation to Symbiosis -- Augmenting Human Expertise: Motivating Examples -- Cognitive Science and Clinical Cognition -- Symbolic Representations of Clinical Information -- Clinical Text Understanding
001451132 506__ $$aAccess limited to authorized users.
001451132 520__ $$aThis 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.
001451132 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed November 22, 2022).
001451132 650_0 $$aArtificial intelligence$$xMedical applications.
001451132 650_0 $$aMedical informatics.
001451132 655_0 $$aElectronic books.
001451132 7001_ $$aCohen, Trevor,$$eeditor.
001451132 7001_ $$aPatel, Vimla L.,$$eeditor.$$1https://isni.org/isni/0000000027355304
001451132 7001_ $$aShortliffe, Edward Hance,$$eeditor.$$1https://isni.org/isni/0000000115863173
001451132 77608 $$iPrint version: $$z3031091078$$z9783031091070$$w(OCoLC)1319074351
001451132 830_0 $$aCognitive informatics in biomedicine and healthcare.
001451132 852__ $$bebk
001451132 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-09108-7$$zOnline Access$$91397441.1
001451132 909CO $$ooai:library.usi.edu:1451132$$pGLOBAL_SET
001451132 980__ $$aBIB
001451132 980__ $$aEBOOK
001451132 982__ $$aEbook
001451132 983__ $$aOnline
001451132 994__ $$a92$$bISE