Fundamentals of Clinical Data Science PDF Download

Author: Pieter Kubben
Publisher: Springer
ISBN: 3319997130
Category : Medical
Languages : en
Pages : 219

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Book Description
This open access book comprehensively covers the fundamentals of clinical data science, focusing on data collection, modelling and clinical applications. Topics covered in the first section on data collection include: data sources, data at scale (big data), data stewardship (FAIR data) and related privacy concerns. Aspects of predictive modelling using techniques such as classification, regression or clustering, and prediction model validation will be covered in the second section. The third section covers aspects of (mobile) clinical decision support systems, operational excellence and value-based healthcare. Fundamentals of Clinical Data Science is an essential resource for healthcare professionals and IT consultants intending to develop and refine their skills in personalized medicine, using solutions based on large datasets from electronic health records or telemonitoring programmes. The book’s promise is “no math, no code”and will explain the topics in a style that is optimized for a healthcare audience.

Author: M.Michael Shabot
Publisher: Springer Science & Business Media
ISBN: 1461226988
Category : Medical
Languages : en
Pages : 430

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Book Description
Modern critical care is characterized by the collection of large volumes of data and the making of urgent patient care decisions. The two do not necessarily go together easily. For many years the hope has been that ICU data management systems could play a meaningful role in ICU decision support. These hopes now have a basis in fact, and this book details the history, methodology, current status, and future prospects for critical care decision support systems. By focusing on real and operational systems, the book demonstrates the importance of integrating data from diverse clinical data sources; the keys to implementing clinically usable systems; the pitfalls to avoid in implementation; and the development of effective evaluation methods.

Author: M.Michael Shabot
Publisher: Springer
ISBN: 9780387977997
Category : Medical
Languages : en
Pages : 420

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Book Description
Modern critical care is characterized by the collection of large volumes of data and the making of urgent patient care decisions. The two do not necessarily go together easily. For many years the hope has been that ICU data management systems could play a meaningful role in ICU decision support. These hopes now have a basis in fact, and this book details the history, methodology, current status, and future prospects for critical care decision support systems. By focusing on real and operational systems, the book demonstrates the importance of integrating data from diverse clinical data sources; the keys to implementing clinically usable systems; the pitfalls to avoid in implementation; and the development of effective evaluation methods.

Author: Fang Gao Smith
Publisher: Cambridge University Press
ISBN: 1139489682
Category : Medical
Languages : en
Pages : 409

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Book Description
The critical care unit manages patients with a vast range of disease and injuries affecting every organ system. The unit can initially be a daunting environment, with complex monitoring equipment producing large volumes of clinical data. Core Topics in Critical Care Medicine is a practical, comprehensive, introductory-level text for any clinician in their first few months in the critical care unit. It guides clinicians in both the initial assessment and the clinical management of all CCU patients, demystifying the critical care unit and providing key knowledge in a concise and accessible manner. The full spectrum of disorders likely to be encountered in critical care are discussed, with additional chapters on transfer and admission, imaging in the CCU, structure and organisation of the unit, and ethical and legal issues. Written by Critical Care experts, Core Topics in Critical Care Medicine provides comprehensive, concise and easily accessible information for all trainees.

Author: John E. Arbo
Publisher: Lippincott Williams & Wilkins
ISBN: 1469884992
Category : Medical
Languages : en
Pages : 832

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Book Description
Looking for a brief but authoritative resource to help you manage the types of complex cardiac, pulmonary, and neurological emergencies you encounter as a resident or attending emergency room physician? Look no further than Decision Making in Emergency Critical Care: An Evidence-Based Handbook. This portable guide to rational clinical decision-making in the challenging – and changing – world of emergency critical care provides in every chapter a streamlined review of a common problem in critical care medicine, along with evidence-based guidelines and summary tables of landmark literature. Features Prepare for effective critical care practice in the emergency room’s often chaotic and resource-limited environment with expert guidance from fellows and attending physicians in the fields of emergency medicine, pulmonary and critical care medicine, cardiology, gastroenterology, and neurocritical care. Master critical care fundamentals as experts guide you through the initial resuscitation and the continued management of critical care patients during their first 24 hours of intensive care. Confidently make sustained, data-driven decisions for the critically ill patient using expert information on everything from hemodynamic monitoring and critical care ultrasonography to sepsis and septic shock to the ED-ICU transfer of care.

Author: Jerome. A Osheroff
Publisher: CRC Press
ISBN: 1498757464
Category : Business & Economics
Languages : en
Pages : 348

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Book Description
Winner of the 2012 HIMSS Book of the Year Award! Co-published by HIMSS, the Scottsdale Institute, AMIA, AMDIS and SHM, this second edition of the authoritative guide to CDS implementation has been substantially enhanced with expanded and updated guidance on using CDS interventions to improve care delivery and outcomes. This edition has been reorganized into parts that help readers set up (or refine) a successful CDS program in a hospital, health system or physician practice; and configure and launch specific CDS interventions. Two detailed case studies illustrate how a "real-life" CDS program and specific CDS interventions might evolve in a hypothetical community hospital and small physician practice. This updated edition includes enhanced worksheets--with sample data--that help readers to document and use information needed for their CDS program and interventions. Sections in each chapter present considerations for health IT software suppliers to effectively support their CDS implementer clients.

Author: Michael James Murray
Publisher: Lippincott Williams & Wilkins
ISBN: 9780781729680
Category : Medical
Languages : en
Pages : 936

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Book Description
This authoritative reference published under the auspices of the American Society of Critical Care Anesthesiologists (ASCCA) is now in its Second Edition. More than 100 internationally recognized experts present state-of-the-art strategies for successful, cost-effective perioperative care and management of acutely ill patients.This thoroughly revised edition features many distinguished new contributors from anesthesiology, critical care medicine, internal medicine, surgery, and pediatrics. Timely new chapters cover medical informatics, evidence-based medicine, human genomics, research in critical care medicine, and imaging in the ICU. Chapters on acute respiratory distress syndrome, sepsis, and other diseases have been rewritten to reflect recent technological and therapeutic breakthroughs.

Author: Webb
Publisher: Oxford University Press
ISBN: 0198855435
Category : Medical
Languages : en
Pages : 1961

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Book Description
Now in paperback, the second edition of the Oxford Textbook of Critical Care is a comprehensive multi-disciplinary text covering all aspects of adult intensive care management. Uniquely this text takes a problem-orientated approach providing a key resource for daily clinical issues in the intensive care unit. The text is organized into short topics allowing readers to rapidly access authoritative information on specific clinical problems. Each topic refers to basic physiological principles and provides up-to-date treatment advice supported by references to the most vital literature. Where international differences exist in clinical practice, authors cover alternative views. Key messages summarise each topic in order to aid quick review and decision making. Edited and written by an international group of recognized experts from many disciplines, the second edition of the Oxford Textbook of Critical Careprovides an up-to-date reference that is relevant for intensive care units and emergency departments globally. This volume is the definitive text for all health care providers, including physicians, nurses, respiratory therapists, and other allied health professionals who take care of critically ill patients.

Author: José Besso
Publisher: Springer Science & Business Media
ISBN: 8847014360
Category : Medical
Languages : en
Pages : 573

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Book Description
The World Federation of Societies of Intensive and Critical Care Medicine (WFSIC- CM) has reached the age of maturity. Physicians, nurses, and many others associated with the field of Intensive and Critical Care Medicine will be coming from all corners of the world to Florence, Italy in August, 2009 to celebrate the 10th quadrennial congress. Every 4 years for the last 36 years, congresses in the magnificent venues of London (1973), Paris (1977), Washington (1981), Jerusalem (1985), Kyoto (1989), Madrid (1993), Ottawa (1997), Sydney (2001), and Buenos Aires (2005) have sig- fied an ever-developing process which has resulted in the four pillars of the field of Intensive and Critical Care Medicine, namely partnership, ethics, professionalism, and competence. The first pillar is based on a stronger interdisciplinary collaboration and a mul- professional partnership in the field of Intensive and Critical Care Medicine. In recent decades, professional activity in medicine has been regulated by well-defined, universal principles, such as the welfare of the patient, autonomy, social justice, and the patient–physician relationship. The second pillar, ethics, has offered welcomed assistance to all these principles in establishing an ethics curriculum.

Author: Damon C. Scales
Publisher: Springer
ISBN: 1493908111
Category : Medical
Languages : en
Pages : 284

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Book Description
The origin of modern intensive care units (ICUs) has frequently been attributed to the widespread provision of mechanical ventilation within dedicated hospital areas during the 1952 Copenhagen polio epidemic. However, modern ICUs have developed to treat or monitor patients who have any severe, life-threatening disease or injury. These patients receive specialized care and vital organ assistance such as mechanical ventilation, cardiovascular support, or hemodialysis. ICU patients now typically occupy approximately 10% of inpatient acute care beds, yet the structure and organization of these ICUs can be quite different across hospitals. In The Organization of Critical Care: An Evidence-Based Approach to Improving Quality, leaders provide a concise, evidence-based review of ICU organizational factors that have been associated with improved patient (or other) outcomes. The topics covered are grouped according to four broad domains: (1) the organization, structure, and staffing of an ICU; (2) organizational approaches to improving quality of care in an ICU; (3) integrating ICU care with other healthcare provided within the hospital and across the broader healthcare system; and (4) international perspectives on critical care delivery. Each chapter summarizes a different aspect of ICU organization and targets individual clinicians and healthcare decision makers. A long overdue contribution to the field, The Organization of Critical Care: An Evidence-Based Approach to Improving Quality is an indispensable guide for all clinicians and health administrators concerned with achieving state-of-the-art outcomes for intensive care.