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Boca Raton, FL : Auerbach Publications, an imprint of Taylor and Francis, 2017.

1 online zdroj : 84 illustrací

ISBN 9781315208442 (e-kniha : PDF)

ISBN 9781498779944 (e-kniha)

ISBN !9781498779937 (chyb.) (vázáno)

Data analytics applications

This book shows healthcare professionals how to turn data points into meaningful knowledge upon which they can take effective action. Actionable intelligence can take many forms, from informing health policymakers on effective strategies for the population to providing direct and predictive insights on patients to healthcare providers so they can achieve positive outcomes. It can assist those performing clinical research where relevant statistical methods are applied to both identify the eficacy of treatments and improve clinical trial design. It also benefits healthcare data standards groups through which pertinent data governance policies are implemented to ensure quality data are obtained, measured, and evaluated for the benefit of all involved. Although the obvious constant thread among all of these important healthcare use cases of actionable intelligence is the data at hand, such data in and of itself merely represents one element of the full structure of healthcare data analytics. This book examines the structure for turning data into actionable knowledge and discusses: The importance of establishing research questions Data collection policies and data governance Principle-centered data analytics to transform data into information Understanding the why of classified causes and effects Narratives and visualizations to inform all interested parties Actionable Intelligence in Healthcare is an important examination of how proper healthcare-related questions should be formulated, how relevant data must be transformed to associated information, and how the processing of information relates to knowledge. It indicates to clinicians and researchers why this relative knowledge is meaningful and how best to apply such newfound understanding for the betterment of all..

001478182

Foreword -- Editors -- Contributors -- 1 Empowering Clinician-Scientists in the Information Age of Omics and Data Science / PAMELA A. TAMEZ AND MARY B. ENGLER -- 2 Making Data Matter: Identifying Care Opportunities for US Healthcare Transformation / MARKA. CARON -- 3 Turning Data into Enhanced Value for Patients / KYUN HEE (KEN) LEE -- 4 Data Analytics for the Clinical Researcher / MINJAE KIM -- 5 Intelligent Healthcare: The Case of the Emergency Department / SHIVARAM POIGAI ARUNACHALAM, MUSTAFA SIR, AND KALYAN S. PASUPATHY -- 6 Network Analytics to Enable Decisions in Healthcare Management / UMA SRINIVASAN, ARIF KHAN, AND SHAHADAT UDDIN -- 7 Modeling and Analysis of Behavioral Health Data Using Graph Analytics / ROSE YESHA AND ARYYA GANGOPADHYAY -- 8 The Heart of the Digital Workplace: Intelligent Search Moves the Measure from Efficiency to Proficiency for a Fortune 50 Healthcare Company / JAY LIEBOWITZ AND DIANE BERRY -- 9 The Promise of Big Data Analytics Transcending K no ledge -- Discovery through Point-of-Care Applications / LAVI OUD -- 10 Predictive Analytics and Mac hine Learning in Medicine / L. NELSON SANCHEZ-PINTO AND MATTHEW M. CHURPEK -- 11 High-Dimensional Models and Analytics in Large Database Applications / MICHAEL BRIMACOMBE -- 12 Learning to Extract Actionable Evidence from Medical Insurance Claims Data / JIESHI CHEN AND ARTUR DUBRAWSKI -- 13 The Role of Unstructured Data in Healthcare Analytics 41 / AMANDA DAWSON AND SERGEI ANANYAN -- Index

(OCoLC)982122089