Artificial intelligence in healthcare:
Gespeichert in:
Bibliographische Detailangaben
Weitere Verfasser: Bohr, Adam (HerausgeberIn), Memarzadeh, Kaveh (HerausgeberIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: London, United Kingdom ; San Diego, CA, United States ; Cambridge, MA, United States ; Kidlington, Oxford, United Kingdom Academic Press, an imprint of Elsevier [2020]
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Beschreibung:Front Cover -- Artificial Intelligence in Healthcare -- Copyright Page -- Endorsement -- Contents -- List of contributors -- About the editors -- Biographies -- Preface -- About this book -- Intended audience -- How is this book organized -- Introduction -- The promise of an intelligent machine -- Current applications and challenges in healthcare -- 1 Current healthcare, big data, and machine learning -- 1.1 Current healthcare practice -- 1.1.1 The rising need for technology -- 1.1.2 New models in healthcare -- 1.2 Value-based treatments and healthcare services -- 1.2.1 Value-based healthcare
1.2.2 Increasing health outcomes -- 1.2.3 Patient-centered care (the patient will see you now) -- 1.2.4 Personalized medicine -- 1.3 Increasing data volumes in healthcare -- 1.3.1 Big data and data accumulation -- 1.3.2 Data generation sources -- 1.3.3 Big data types -- 1.4 Analytics of healthcare data (machine learning and deep learning) -- 1.4.1 Machine learning -- 1.4.2 Deep learning -- 1.5 Conclusions/summary -- References -- 2 The rise of artificial intelligence in healthcare applications -- 2.1 The new age of healthcare -- 2.1.1 Technological advancements
2.1.2 Artificial intelligence applications in healthcare -- 2.2 Precision medicine -- 2.2.1 Genetics-based solutions -- 2.2.2 Drug discovery and development -- 2.2.2.1 Drug property and activity prediction -- 2.2.2.2 De novo design through deep learning -- 2.2.2.3 Drug-target interactions -- 2.3 Artificial intelligence and medical visualization -- 2.3.1 Machine vision for diagnosis and surgery -- 2.3.1.1 Computer vision for diagnosis and surgery -- 2.3.2 Deep learning and medical image recognition -- 2.3.3 Augmented reality and virtual reality in the healthcare space
2.3.3.1 Education and exploration -- 2.3.3.2 Patient experience -- 2.4 Intelligent personal health records -- 2.4.1 Health monitoring and wearables -- 2.4.2 Natural language processing -- 2.4.3 Integration of personal records -- 2.5 Robotics and artificial intelligence-powered devices -- 2.5.1 Minimally invasive surgery -- 2.5.2 Neuroprosthetics -- 2.6 Ambient assisted living -- 2.6.1 Smart home -- 2.6.2 Assistive robots -- 2.6.3 Cognitive assistants -- 2.6.4 Social and emotional stimulation -- 2.7 The artificial intelligence can see you now
2.7.1 Artificial intelligence in the near and the remote -- 2.7.2 Success factors for artificial intelligence in healthcare -- 2.7.2.1 Assessment of condition -- 2.7.2.2 Managing complications -- 2.7.2.3 Patient-care assistance -- 2.7.2.4 Medical research -- 2.7.3 The digital primary physician -- 2.7.3.1 Artificial intelligence prequalification (triage) -- 2.7.3.2 Remote digital visits -- 2.7.3.3 The future of primary care -- References -- 3 Drug discovery and molecular modeling using artificial intelligence -- 3.1 Introduction. The scope of artificial intelligence in drug discovery
Beschreibung:1 Online-Ressource (XXVII, 355 Seiten) Illustrationen, Diagramme
ISBN:9780128184394

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