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Deep Learning. --- Precision Medicine. --- Patient-Specific Modeling. --- Decision Support Systems, Clinical. --- Clinical Decision Support --- Decision Support, Clinical --- Clinical Decision Support System --- Clinical Decision Support Systems --- Clinical Decision Supports --- Decision Supports, Clinical --- Support, Clinical Decision --- Supports, Clinical Decision --- Clinical Decision-Making --- Patient-Specific Computational Modeling --- Physiome --- Computational Modeling, Patient-Specific --- Modeling, Patient-Specific --- Patient Specific Computational Modeling --- Patient Specific Modeling --- Physiomes --- Models, Biological --- Precision Medicine --- P Health --- P-Health --- Personalized Medicine --- Theranostics --- Individualized Medicine --- Predictive Medicine --- Medicine, Individualized --- Medicine, Personalized --- Medicine, Precision --- Medicine, Predictive --- Theranostic --- Pharmacogenomic Variants --- Pharmacogenetics --- Patient-Specific Modeling --- Hierarchical Learning --- Learning, Deep --- Learning, Hierarchical --- Precision medicine --- Deep learning (Machine learning) --- Artificial intelligence --- Data processing. --- Medical applications.
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This edited book contains twelve studies, large and pilots, in five main categories: (i) adaptive imputation to increase the density of clinical data for improving downstream modeling; (ii) machine-learning-empowered diagnosis models; (iii) machine learning models for outcome prediction; (iv) innovative use of AI to improve our understanding of the public view; and (v) understanding of the attitude of providers in trusting insights from AI for complex cases. This collection is an excellent example of how technology can add value in healthcare settings and hints at some of the pressing challenges in the field. Artificial intelligence is gradually becoming a go-to technology in clinical care; therefore, it is important to work collaboratively and to shift from performance-driven outcomes to risk-sensitive model optimization, improved transparency, and better patient representation, to ensure more equitable healthcare for all.
machine learning-enabled decision support system --- improving diagnosis accuracy --- Bayesian network --- bariatric surgery --- health-related quality of life --- comorbidity --- voice change --- larynx cancer --- machine learning --- deep learning --- voice pathology classification --- imputation --- electronic health records --- EHR --- laboratory measures --- medical informatics --- inflammatory bowel disease --- C. difficile infection --- osteoarthritis --- complex diseases --- healthcare --- artificial intelligence --- interpretable machine learning --- explainable machine learning --- septic shock --- clinical decision support system --- electronic health record --- cerebrovascular disorders --- stroke --- SARS-CoV-2 --- COVID-19 --- cluster analysis --- risk factors --- ischemic stroke --- outcome prediction --- recurrent stroke --- cardiac ultrasound --- echocardiography --- portable ultrasound --- aneurysm surgery --- temporary artery occlusion --- clipping time --- artificial neural network --- digital imaging --- monocytes --- promonocytes and monoblasts --- chronic myelomonocytic leukemia (CMML) and acute myeloid leukemia (AML) for acute monoblastic leukemia and acute monocytic leukemia --- concordance between hematopathologists --- mechanical ventilation --- respiratory failure --- ADHD --- social media --- Twitter --- pharmacotherapy --- stimulants --- alpha-2-adrenergic agonists --- non-stimulants --- trust --- passive adherence --- human factors
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This book provides a comprehensive and timely introduction to clinical decision support systems, coming at a time when electronic health records are being routinely used in clinical practice, and clinical decision support systems are seeing more use. Building on the success of the previous editions, Clinical Decision Support Systems: Theory and Practice, Third Edition, once again brings together worldwide experts to illustrate the underlying science and day-to-day use of decision support systems in clinical and educational settings. This fully revised and updated edition is essential reading for informatics specialists, teachers and students in health or medical informatics training programs, and clinicians, with or without expertise in the applications of computers in medicine, who are interested in learning about current developments in computer-based clinical decision support systems.
Medicine. --- Health informatics. --- Medicine & Public Health. --- Health Informatics. --- Diagnosis --- Clinical medicine --- Expert systems (Computer science) --- Decision making --- Data processing. --- Knowledge-based systems (Computer science) --- Systems, Expert (Computer science) --- Medicine, Clinical --- Diseases --- Examinations, Medical (Diagnosis) --- Medical diagnosis --- Medical examinations (Diagnosis) --- Medical tests (Diagnosis) --- Testing --- Artificial intelligence --- Computer systems --- Soft computing --- Medicine --- Prognosis --- Symptoms --- Medical records --- EHR systems --- EHR technology --- EHRs (Electronic health records) --- Electronic health records --- Electronic medical records --- EMR systems --- EMRs (Electronic medical records) --- Information storage and retrieval systems --- Medical care --- Clinical informatics --- Health informatics --- Medical information science --- Information science --- Data processing --- Decision Support Systems, Clinical. --- Diagnosis, Computer-Assisted. --- Expert Systems. --- MEDICAL --- HEALTH & FITNESS --- Laboratory Medicine. --- Diagnosis. --- Nursing --- Assessment & Diagnosis. --- Clinical Medicine. --- Diseases. --- General. --- Evidence-Based Medicine. --- Expert System --- System, Expert --- Systems, Expert --- Computer-Assisted Diagnosis --- Computer Assisted Diagnosis --- Computer-Assisted Diagnoses --- Diagnoses, Computer-Assisted --- Diagnosis, Computer Assisted --- Clinical Decision Support --- Decision Support, Clinical --- Clinical Decision Support System --- Clinical Decision Support Systems --- Clinical Decision Supports --- Decision Supports, Clinical --- Support, Clinical Decision --- Supports, Clinical Decision --- Clinical Decision-Making
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"Clinical Decision Support and Beyond: Progress and Opportunities in Knowledge-Enhanced Health and Healthcare, now in its third edition, discusses the underpinnings of effective, reliable, and easy-to-use clinical decision support systems at the point of care as a productive way of managing the flood of data, knowledge, and misinformation when providing patient care. Incorporating CDS into electronic health record systems has been underway for decades; however its complexities, costs, and user resistance have lagged its potential. Thus it is of utmost importance to understand the process in detail, to take full advantage of its capabilities. The book expands and updates the content of the previous edition, and discusses topics such as integration of CDS into workflow, context-driven anticipation of needs for CDS, new forms of CDS derived from data analytics, precision medicine, population health, integration of personal monitoring, and patient-facing CDS. In addition, it discusses population health management, public health CDS and CDS to help reduce health disparities. It is a valuable resource for clinicians, practitioners, students and members of medical and biomedical fields who are interested to learn more about the potential of clinical decision support to improve health and wellness and the quality of health care. Presents an overview and details of the current state of the art and usefulness of clinical decision support, and how to utilize these capabilities Explores the technological underpinnings for developing, managing, and sharing knowledge resources and deploying them as CDS or for other uses Discusses the current drivers and opportunities that are expanding the prospects for use of knowledge to enhance health and healthcare"-- From ProQuest Ebook Central.
Decision Support Systems, Clinical --- Clinical medicine --- Decision making --- Clinical Decision Support --- Decision Support, Clinical --- Clinical Decision Support System --- Clinical Decision Support Systems --- Clinical Decision Supports --- Decision Supports, Clinical --- Support, Clinical Decision --- Supports, Clinical Decision --- Clinical Decision-Making --- Diagnosis --- Problem solving. --- Data processing. --- Methodology --- Psychology --- Executive functions (Neuropsychology) --- Diseases --- Examinations, Medical (Diagnosis) --- Medical diagnosis --- Medical examinations (Diagnosis) --- Medical tests (Diagnosis) --- Prognosis --- Symptoms --- Medicine, Clinical --- Medicine --- Testing --- Problem Solving --- Electronic Health Records. --- Organizational Innovation. --- Automation. --- Medical Informatics --- Medical Informatics Applications --- trends. --- Application, Medical Informatics --- Applications, Medical Informatics --- Informatics Applications, Medical --- Informatics Application, Medical --- Medical Informatics Application --- Biomedical Engineering --- Computer Science, Medical --- Health Informatics --- Health Information Technology --- Informatics, Clinical --- Informatics, Medical --- Information Science, Medical --- Clinical Informatics --- Medical Computer Science --- Medical Information Science --- Health Information Technologies --- Informatics, Health --- Information Technology, Health --- Medical Computer Sciences --- Medical Information Sciences --- Science, Medical Computer --- Technology, Health Information --- Computational Biology --- Biomedical Technology --- American Recovery and Reinvestment Act --- Automations --- Change, Organizational --- Innovation, Organizational --- Organizational Change --- Changes, Organizational --- Innovations, Organizational --- Organizational Changes --- Organizational Innovations --- Computerized Medical Record --- Computerized Medical Records --- Electronic Health Record --- Medical Record, Computerized --- Medical Records, Computerized --- Electronic Health Record Data --- Electronic Medical Record --- Electronic Medical Records --- Health Record, Electronic --- Health Records, Electronic --- Medical Record, Electronic --- Medical Records, Electronic --- Medical Record Linkage --- Executive Function --- Organizational change.
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