Modeling In Medical Decision Making

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Modeling in Medical Decision Making

Author : Giovanni Parmigiani
Publisher : John Wiley & Sons
ISBN 13 :
Total Pages : 288 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Modeling in Medical Decision Making by : Giovanni Parmigiani

Download or read book Modeling in Medical Decision Making written by Giovanni Parmigiani and published by John Wiley & Sons. This book was released on 2002-03 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical decision making has evolved in recent years, as more complex problems are being faced and addressed based on increasingly large amounts of data. In parallel, advances in computing power have led to a host of new and powerful statistical tools to support decision making. Simulation-based Bayesian methods are especially promising, as they provide a unified framework for data collection, inference, and decision making. In addition, these methods are simple to implement and can help to address the most pressing practical and ethical concerns arising in medical decision making. * Provides an overview of the necessary methodological background, including Bayesian inference, Monte Carlo simulation, and utility theory. * Driven by three real applications, presented as extensively detailed case studies. * Case studies include simplified versions of the analysis, to approach complex modelling in stages. * Features coverage of meta-analysis, decision analysis, and comprehensive decision modeling. * Accessible to readers with only a basic statistical knowledge. Primarily aimed at students and practitioners of biostatistics, the book will also appeal to those working in statistics, medical informatics, evidence-based medicine, health economics, health service research and health policy.

Encyclopedia of Medical Decision Making

Author : Michael W. Kattan
Publisher : SAGE
ISBN 13 : 1412953723
Total Pages : 1281 pages
Book Rating : 4.4/5 (129 download)

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Book Synopsis Encyclopedia of Medical Decision Making by : Michael W. Kattan

Download or read book Encyclopedia of Medical Decision Making written by Michael W. Kattan and published by SAGE. This book was released on 2009-08-18 with total page 1281 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Encyclopedia of Medical Decision Making presents state-of-the-art research and ready-to-use facts sorting out findings on medical decision making and their applications.

Decision Modelling for Health Economic Evaluation

Author : Andrew Briggs
Publisher : OUP Oxford
ISBN 13 : 0191004952
Total Pages : 269 pages
Book Rating : 4.1/5 (91 download)

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Book Synopsis Decision Modelling for Health Economic Evaluation by : Andrew Briggs

Download or read book Decision Modelling for Health Economic Evaluation written by Andrew Briggs and published by OUP Oxford. This book was released on 2006-08-17 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: In financially constrained health systems across the world, increasing emphasis is being placed on the ability to demonstrate that health care interventions are not only effective, but also cost-effective. This book deals with decision modelling techniques that can be used to estimate the value for money of various interventions including medical devices, surgical procedures, diagnostic technologies, and pharmaceuticals. Particular emphasis is placed on the importance of the appropriate representation of uncertainty in the evaluative process and the implication this uncertainty has for decision making and the need for future research. This highly practical guide takes the reader through the key principles and approaches of modelling techniques. It begins with the basics of constructing different forms of the model, the population of the model with input parameter estimates, analysis of the results, and progression to the holistic view of models as a valuable tool for informing future research exercises. Case studies and exercises are supported with online templates and solutions. This book will help analysts understand the contribution of decision-analytic modelling to the evaluation of health care programmes. ABOUT THE SERIES: Economic evaluation of health interventions is a growing specialist field, and this series of practical handbooks will tackle, in-depth, topics superficially addressed in more general health economics books. Each volume will include illustrative material, case histories and worked examples to encourage the reader to apply the methods discussed, with supporting material provided online. This series is aimed at health economists in academia, the pharmaceutical industry and the health sector, those on advanced health economics courses, and health researchers in associated fields.

Medical Decision Making

Author : Harold C. Sox
Publisher : John Wiley & Sons
ISBN 13 : 1118341562
Total Pages : 330 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis Medical Decision Making by : Harold C. Sox

Download or read book Medical Decision Making written by Harold C. Sox and published by John Wiley & Sons. This book was released on 2013-05-08 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical Decision Making provides clinicians with a powerful framework for helping patients make decisions that increase the likelihood that they will have the outcomes that are most consistent with their preferences. This new edition provides a thorough understanding of the key decision making infrastructure of clinical practice and explains the principles of medical decision making both for individual patients and the wider health care arena. It shows how to make the best clinical decisions based on the available evidence and how to use clinical guidelines and decision support systems in electronic medical records to shape practice guidelines and policies. Medical Decision Making is a valuable resource for all experienced and learning clinicians who wish to fully understand and apply decision modelling, enhance their practice and improve patient outcomes. “There is little doubt that in the future many clinical analyses will be based on the methods described in Medical Decision Making, and the book provides a basis for a critical appraisal of such policies.” - Jerome P. Kassirer M.D., Distinguished Professor, Tufts University School of Medicine, US and Visiting Professor, Stanford Medical School, US

An Introduction to Medical Decision-Making

Author : Jonathan S. Vordermark II
Publisher : Springer Nature
ISBN 13 : 303023147X
Total Pages : 199 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis An Introduction to Medical Decision-Making by : Jonathan S. Vordermark II

Download or read book An Introduction to Medical Decision-Making written by Jonathan S. Vordermark II and published by Springer Nature. This book was released on 2019-10-16 with total page 199 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents novel concepts to help physicians and health care providers better understand the thought processes and approaches used in clinical decision-making and how we develop those skills as we transition from being a medical student to post-graduate trainee to independent practitioner. Approaches presented range from simple rules of thumb, pattern recognition, and heuristics, to more formulaic methods such as standard operating procedures, checklists, evidence-based medicine, mathematical modeling, and statistics. Ways to recognize and manage errors and how our decision-making can be improved, are also discussed. An Introduction to Medical Decision-Making presents several innovative techniques to allow the reader to use the principles presented and integrate the ethical, humanistic and social aspects of decision-making with the pragmatic and knowledge-based aspects of clinical medicine. It also highlights how our thinking processes, emotions, and biases affect decision-making. This invaluable resource will allow students and physicians to evaluate and critically discuss their decisions objectively to become more efficient and effective, and maximize the quality of care they provide.

Medical Device Data and Modeling for Clinical Decision Making

Author : John R. Zaleski
Publisher : Artech House
ISBN 13 : 1608070956
Total Pages : 357 pages
Book Rating : 4.6/5 (8 download)

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Book Synopsis Medical Device Data and Modeling for Clinical Decision Making by : John R. Zaleski

Download or read book Medical Device Data and Modeling for Clinical Decision Making written by John R. Zaleski and published by Artech House. This book was released on 2011 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This cutting-edge volume is the first book that provides you with practical guidance on the use of medical device data for bioinformatics modeling purposes. You learn how to develop original methods for communicating with medical devices within healthcare enterprises and assisting with bedside clinical decision making. The book guides in the implementation and use of clinical decision support methods within the context of electronic health records in the hospital environment.This highly valuable reference also teaches budding biomedical engineers and bioinformaticists the practical benefits of using medical device data. Supported with over 100 illustrations, this all-in-one resource discusses key concepts in detail and then presents clear implementation examples to give you a complete understanding of how to use this knowledge in the field.

Decision Making in Health and Medicine

Author : M. G. Myriam Hunink
Publisher : Cambridge University Press
ISBN 13 : 1107690471
Total Pages : 447 pages
Book Rating : 4.1/5 (76 download)

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Book Synopsis Decision Making in Health and Medicine by : M. G. Myriam Hunink

Download or read book Decision Making in Health and Medicine written by M. G. Myriam Hunink and published by Cambridge University Press. This book was released on 2014-10-16 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: A guide for everyone involved in medical decision making to plot a clear course through complex and conflicting benefits and risks.

Predictive Models for Decision Support in the COVID-19 Crisis

Author : Joao Alexandre Lobo Marques
Publisher : Springer Nature
ISBN 13 : 3030619133
Total Pages : 103 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Predictive Models for Decision Support in the COVID-19 Crisis by : Joao Alexandre Lobo Marques

Download or read book Predictive Models for Decision Support in the COVID-19 Crisis written by Joao Alexandre Lobo Marques and published by Springer Nature. This book was released on 2020-11-30 with total page 103 pages. Available in PDF, EPUB and Kindle. Book excerpt: COVID-19 has hit the world unprepared, as the deadliest pandemic of the century. Governments and authorities, as leaders and decision makers fighting the virus, enormously tap into the power of artificial intelligence and its predictive models for urgent decision support. This book showcases a collection of important predictive models that used during the pandemic, and discusses and compares their efficacy and limitations. Readers from both healthcare industries and academia can gain unique insights on how predictive models were designed and applied on epidemic data. Taking COVID19 as a case study and showcasing the lessons learnt, this book will enable readers to be better prepared in the event of virus epidemics or pandemics in the future.

Decision Making in Health Care

Author : Gretchen B. Chapman
Publisher : Cambridge University Press
ISBN 13 : 9780521541244
Total Pages : 456 pages
Book Rating : 4.5/5 (412 download)

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Book Synopsis Decision Making in Health Care by : Gretchen B. Chapman

Download or read book Decision Making in Health Care written by Gretchen B. Chapman and published by Cambridge University Press. This book was released on 2000 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision Making in Health Care, first published in 2000, is a comprehensive overview of the field of medical decision making.

Expert systems research: modeling the medical decision making process

Author : Stanford University. Computer Science Dept
Publisher :
ISBN 13 :
Total Pages : 23 pages
Book Rating : 4.:/5 (912 download)

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Book Synopsis Expert systems research: modeling the medical decision making process by : Stanford University. Computer Science Dept

Download or read book Expert systems research: modeling the medical decision making process written by Stanford University. Computer Science Dept and published by . This book was released on 1982 with total page 23 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Medical Decision Making

Author : Stefan Felder
Publisher : Springer
ISBN 13 : 3662534320
Total Pages : 262 pages
Book Rating : 4.6/5 (625 download)

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Book Synopsis Medical Decision Making by : Stefan Felder

Download or read book Medical Decision Making written by Stefan Felder and published by Springer. This book was released on 2017-03-30 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook offers a comprehensive analysis of medical decision making under uncertainty by combining Test Information Theory with Expected Utility Theory. The book shows how the parameters of Bayes’ theorem can be combined with a value function of health states to arrive at informed test and treatment decisions. The authors distinguish between risk-neutral, risk-averse and prudent decision makers and demonstrate the effects of risk preferences on physicians’ decisions. They analyze individual tests, multiple tests and endogenous tests where the test outcome is chosen by the decision maker. Moreover, the topic is examined in the context of health economics by introducing a trade-off between enjoying health and consuming other goods, so that the extent of treatment and thus the potential improvement in the patient’s health becomes endogenous. Finally, non-expected utility models of choice under risk and uncertainty (i.e. ambiguity) are presented. While these models can explain observed test and treatment decisions, they are not suitable for normative analyses aimed at providing guidance on medical decision making.

Encyclopedia of Medical Decision Making

Author : Michael W. Kattan
Publisher : SAGE Publications
ISBN 13 : 1452261490
Total Pages : 1281 pages
Book Rating : 4.4/5 (522 download)

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Book Synopsis Encyclopedia of Medical Decision Making by : Michael W. Kattan

Download or read book Encyclopedia of Medical Decision Making written by Michael W. Kattan and published by SAGE Publications. This book was released on 2009-08-15 with total page 1281 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision making is a critical element in the field of medicine that can lead to life-or-death outcomes, yet it is an element fraught with complex and conflicting variables, diagnostic and therapeutic uncertainties, patient preferences and values, and costs. Together, decisions made by physicians, patients, insurers, and policymakers determine the quality of health care, quality that depends inherently on counterbalancing risks and benefits and competing objectives such as maximizing life expectancy versus optimizing quality of life or quality of care versus economic realities. Broadly speaking, concepts in medical decision making (MDM) may be divided into two major categories: prescriptive and descriptive. Work in the area of prescriptive MDM investigates how medical decisions should be done using complicated analyses and algorithms to determine cost-effectiveness measures, prediction methods, and so on. In contrast, descriptive MDM studies how decisions actually are made involving human judgment, biases, social influences, patient factors, and so on. The Encyclopedia of Medical Decision Making gives a gentle introduction to both categories, revealing how medical and healthcare decisions are actually made—and constrained—and how physician, healthcare management, and patient decision making can be improved to optimize health outcomes. Key Features Discusses very general issues that span many aspects of MDM, including bioethics; health policy and economics; disaster simulation modeling; medical informatics; the psychology of decision making; shared and team medical decision making; social, moral, and religious factors; end-of-life decision making; assessing patient preference and patient adherence; and more Incorporates both quantity and quality of life in optimizing a medical decision Considers characteristics of the decisionmaker and how those characteristics influence their decisions Presents outcome measures to judge the quality or impact of a medical decision Examines some of the more commonly encountered biostatistical methods used in prescriptive decision making Provides utility assessment techniques that facilitate quantitative medical decision making Addresses the many different assumption perspectives the decision maker might choose from when trying to optimize a decision Offers mechanisms for defining MDM algorithms With comprehensive and authoritative coverage by experts in the fields of medicine, decision science and cognitive psychology, and healthcare management, this two-volume Encyclopedia is a must-have resource for any academic library.

Clinical Prediction Models

Author : Ewout W. Steyerberg
Publisher : Springer
ISBN 13 : 3030163997
Total Pages : 558 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Clinical Prediction Models by : Ewout W. Steyerberg

Download or read book Clinical Prediction Models written by Ewout W. Steyerberg and published by Springer. This book was released on 2019-07-22 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of this volume provides insight and practical illustrations on how modern statistical concepts and regression methods can be applied in medical prediction problems, including diagnostic and prognostic outcomes. Many advances have been made in statistical approaches towards outcome prediction, but a sensible strategy is needed for model development, validation, and updating, such that prediction models can better support medical practice. There is an increasing need for personalized evidence-based medicine that uses an individualized approach to medical decision-making. In this Big Data era, there is expanded access to large volumes of routinely collected data and an increased number of applications for prediction models, such as targeted early detection of disease and individualized approaches to diagnostic testing and treatment. Clinical Prediction Models presents a practical checklist that needs to be considered for development of a valid prediction model. Steps include preliminary considerations such as dealing with missing values; coding of predictors; selection of main effects and interactions for a multivariable model; estimation of model parameters with shrinkage methods and incorporation of external data; evaluation of performance and usefulness; internal validation; and presentation formatting. The text also addresses common issues that make prediction models suboptimal, such as small sample sizes, exaggerated claims, and poor generalizability. The text is primarily intended for clinical epidemiologists and biostatisticians. Including many case studies and publicly available R code and data sets, the book is also appropriate as a textbook for a graduate course on predictive modeling in diagnosis and prognosis. While practical in nature, the book also provides a philosophical perspective on data analysis in medicine that goes beyond predictive modeling. Updates to this new and expanded edition include: • A discussion of Big Data and its implications for the design of prediction models • Machine learning issues • More simulations with missing ‘y’ values • Extended discussion on between-cohort heterogeneity • Description of ShinyApp • Updated LASSO illustration • New case studies

Operations Research and Health Care

Author : Margaret L. Brandeau
Publisher : Springer Science & Business Media
ISBN 13 : 1402080662
Total Pages : 870 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Operations Research and Health Care by : Margaret L. Brandeau

Download or read book Operations Research and Health Care written by Margaret L. Brandeau and published by Springer Science & Business Media. This book was released on 2006-04-04 with total page 870 pages. Available in PDF, EPUB and Kindle. Book excerpt: In both rich and poor nations, public resources for health care are inadequate to meet demand. Policy makers and health care providers must determine how to provide the most effective health care to citizens using the limited resources that are available. This chapter describes current and future challenges in the delivery of health care, and outlines the role that operations research (OR) models can play in helping to solve those problems. The chapter concludes with an overview of this book – its intended audience, the areas covered, and a description of the subsequent chapters. KEY WORDS Health care delivery, Health care planning HEALTH CARE DELIVERY: PROBLEMS AND CHALLENGES 3 1.1 WORLDWIDE HEALTH: THE PAST 50 YEARS Human health has improved significantly in the last 50 years. In 1950, global life expectancy was 46 years [1]. That figure rose to 61 years by 1980 and to 67 years by 1998 [2]. Much of these gains occurred in low- and middle-income countries, and were due in large part to improved nutrition and sanitation, medical innovations, and improvements in public health infrastructure.

EBOOK: Analytical Models for Decision-Making

Author : Colin Sanderson
Publisher : McGraw-Hill Education (UK)
ISBN 13 : 0335227732
Total Pages : 250 pages
Book Rating : 4.3/5 (352 download)

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Book Synopsis EBOOK: Analytical Models for Decision-Making by : Colin Sanderson

Download or read book EBOOK: Analytical Models for Decision-Making written by Colin Sanderson and published by McGraw-Hill Education (UK). This book was released on 2006-03-16 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Health care systems are complex and, as a result, it is often unclear what the effects of changes in policy or service provision might be. At the same time, resources for health care tend to be in short supply, which means that public health practitioners have to make difficult decisions. This book describes the quantitative and qualitative methods that can help decision-makers to structure and clarify difficult problems and to explore the implications of pursuing different options. The accompanying CD ROM provides the opportunity to try out some of the proposed solutions. The book examines: Models and decision-making in health care Methods for clarifying complex decisions Models for service planning and resource allocation Modelling for evaluating changes in systems Series Editors: Rosalind Plowman and Nicki Thorogood.

Medical Device Data and Modeling for Clinical Decision Making

Author : John Zaleski
Publisher : Artech House Publishers
ISBN 13 : 9781608070947
Total Pages : 344 pages
Book Rating : 4.0/5 (79 download)

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Book Synopsis Medical Device Data and Modeling for Clinical Decision Making by : John Zaleski

Download or read book Medical Device Data and Modeling for Clinical Decision Making written by John Zaleski and published by Artech House Publishers. This book was released on 2011 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: Annotation This cutting-edge volume is the first book that provides you with practical guidance on the use of medical device data for bioinformatics modeling purposes. You learn how to develop original methods for communicating with medical devices within healthcare enterprises and assisting with bedside clinical decision making. The book guides in the implementation and use of clinical decision support methods within the context of electronic health records in the hospital environment. This highly valuable reference also teaches budding biomedical engineers and bioinformaticists the practical benefits of using medical device data. Supported with over 100 illustrations, this all-in-one resource discusses key concepts in detail and then presents clear implementation examples to give you a complete understanding of how to use this knowledge in the field.

How Modeling Can Inform Strategies to Improve Population Health

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309378486
Total Pages : 121 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis How Modeling Can Inform Strategies to Improve Population Health by : National Academies of Sciences, Engineering, and Medicine

Download or read book How Modeling Can Inform Strategies to Improve Population Health written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-07-08 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: In April 2015, the Institute of Medicine convened a workshop to explore the potential uses of simulation and other types of modeling for the purpose of selecting and refining potential strategies, ranging from interventions to investments, to improve the health of communities and the nation's health. Participants worked to identify how modeling could inform population health decision making based on lessons learned from models that have been, or have not been, used successfully, opportunities and barriers to incorporating models into decision making, and data needs and opportunities to leverage existing data and to collect new data for modeling. This report summarizes the presentations and discussions from this workshop.