Modelling in Healthcare

Modelling in Healthcare
Author:
Publisher: American Mathematical Soc.
Total Pages: 238
Release: 2010
Genre: Artificial intelligence
ISBN: 0821849697

A model is a simplified representation of a real-world situation used to help answer a specific question. This book provides a look into the world of modelling with the focus on modelling in healthcare.--[from preface]

Decision Modelling for Health Economic Evaluation

Decision Modelling for Health Economic Evaluation
Author: Andrew Briggs
Publisher: OUP Oxford
Total Pages: 269
Release: 2006-08-17
Genre: Medical
ISBN: 0191004952

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.

Patient Flow

Patient Flow
Author: Randolph Hall
Publisher: Springer Science & Business Media
Total Pages: 547
Release: 2013-12-11
Genre: Business & Economics
ISBN: 1461495121

This book is dedicated to improving healthcare through reducing delays experienced by patients. With an interdisciplinary approach, this new edition, divided into five sections, begins by examining healthcare as an integrated system. Chapter 1 provides a hierarchical model of healthcare, rising from departments, to centers, regions and the “macro system.” A new chapter demonstrates how to use simulation to assess the interaction of system components to achieve performance goals, and Chapter 3 provides hands-on methods for developing process models to identify and remove bottlenecks, and for developing facility plans. Section 2 addresses crowding and the consequences of delay. Two new chapters (4 and 5) focus on delays in emergency departments, and Chapter 6 then examines medical outcomes that result from waits for surgeries. Section 3 concentrates on management of demand. Chapter 7 presents breakthrough strategies that use real-time monitoring systems for continuous improvement. Chapter 8 looks at the patient appointment system, particularly through the approach of advanced access. Chapter 9 concentrates on managing waiting lists for surgeries, and Chapter 10 examines triage outside of emergency departments, with a focus on allied health programs Section 4 offers analytical tools and models to support analysis of patient flows. Chapter 11 offers techniques for scheduling staff to match patterns in patient demand. Chapter 12 surveys the literature on simulation modeling, which is widely used for both healthcare design and process improvement. Chapter 13 is new and demonstrates the use of process mapping to represent a complex regional trauma system. Chapter 14 provides methods for forecasting demand for healthcare on a region-wide basis. Chapter 15 presents queueing theory as a method for modeling waits in healthcare, and Chapter 16 focuses on rapid delivery of medication in the event of a catastrophic event. Section 5 focuses on achieving change. Chapter 17 provides a diagnostic for assessing the state of a hospital and using the state assessment to select improvement strategies. Chapter 18 demonstrates the importance of optimizing care as patients transition from one care setting to the next. Chapter 19 is new and shows how to implement programs that improve patient satisfaction while also improving flow. Chapter 20 illustrates how to evaluate the overall portfolio of patient diagnostic groups to guide system changes, and Chapter 21 provides project management tools to guide the execution of patient flow projects.

Brilliant Business Models in Healthcare

Brilliant Business Models in Healthcare
Author: Jeroen Kemperman
Publisher: Springer
Total Pages: 438
Release: 2016-11-18
Genre: Medical
ISBN: 3319264400

This exciting resource examines pioneering, successful business models in healthcare services, emphasizing bold and innovative entrepreneurship in creating care delivery that is accessible, affordable, and effective. Expert contributors supply fascinating case studies of visionary principles at work in hospitals, specialist care, eHealth providers, and insurers along with practical guidance on building and sustaining a vision, a brand, an organization, and a loyal base of clients, employees, and investors. Featured companies demonstrate how moving beyond conventional patient/provider, service/cost, and other relationships can translate into improvements that benefit clients’ health and stakeholders’ bottom line as well as the larger community and potentially the world. Coverage analyzes key attributes of these successful entities, detailing key challenges, funding issues, and especially breakthrough goals, including: Strengthening mutual caring and sharing. Letting prevention and self-management work. Patient-centered organization of information and everyday care. Deploying services and instruments to help customers take control. Implementing differentiation in specialized healthcare. The result is crucial takeaways for creating transformational business models in health fields. Approachably written and brimming with infographics, Brilliant Business Models in Healthcare provides inspiring role models for entrepreneurs, managers, consultants, and professionals in the healthcare sector, including providers, insurers, technology suppliers, and pharmacists.

Patient Safety and Quality

Patient Safety and Quality
Author: Ronda Hughes
Publisher: Department of Health and Human Services
Total Pages: 592
Release: 2008
Genre: Medical
ISBN:

"Nurses play a vital role in improving the safety and quality of patient car -- not only in the hospital or ambulatory treatment facility, but also of community-based care and the care performed by family members. Nurses need know what proven techniques and interventions they can use to enhance patient outcomes. To address this need, the Agency for Healthcare Research and Quality (AHRQ), with additional funding from the Robert Wood Johnson Foundation, has prepared this comprehensive, 1,400-page, handbook for nurses on patient safety and quality -- Patient Safety and Quality: An Evidence-Based Handbook for Nurses. (AHRQ Publication No. 08-0043)." - online AHRQ blurb, http://www.ahrq.gov/qual/nurseshdbk/

Cost Effectiveness Modelling for Health Technology Assessment

Cost Effectiveness Modelling for Health Technology Assessment
Author: Richard Edlin
Publisher: Springer
Total Pages: 217
Release: 2015-08-11
Genre: Medical
ISBN: 3319157442

This book provides an introduction to decision analytic cost-effectiveness modelling, giving the theoretical and practical knowledge required to design and implement analyses that meet the methodological standards of health technology assessment organisations. The book guides you through building a decision tree and Markov model and, importantly, shows how the results of cost-effectiveness analyses are interpreted. Given the complex nature of cost-effectiveness modelling and the often unfamiliar language that runs alongside it, we wanted to make this book as accessible as possible whilst still providing a comprehensive, in-depth, practical guide that reflects the state of the art – that includes the most recent developments in cost-effectiveness modelling. Although the nature of cost effectiveness modelling means that some parts are inevitably quite technical, across the 13 chapters we have broken down explanations of theory and methods into bite-sized pieces that you can work through at your own pace; we have provided explanations of terms and methods as we use them. Importantly, the exercises and online workbooks allow you to test your skills and understanding as you go along.

Health Communication Models and Practices in Interpersonal and Media Contexts: Emerging Research and Opportunities

Health Communication Models and Practices in Interpersonal and Media Contexts: Emerging Research and Opportunities
Author: Belim, Célia
Publisher: IGI Global
Total Pages: 277
Release: 2021-08-13
Genre: Medical
ISBN: 1799843971

Successful communication can help to prevent health problems, promote healthy behaviors and lifestyles, and overcome health challenges. However, various issues have created obstacles for the promotion of health communication, including low health literacy, the reluctance of patients to admit their lack of understanding, the overestimation by health professionals of a patient’s level of understanding, and insufficient health literacy tools, to name a few. It is thus essential to convey the latest communication models and practices being used to increase health literacy and provide adequate health information to society. Health Communication Models and Practices in Interpersonal and Media Contexts: Emerging Research and Opportunities explores and analyzes the fundamentals, models, and dimensions of health communication and offers practical solutions for better communications with direct outcomes in the optimization of citizens’ health literacy. The book also discusses and proposes more effective health communication models and practices as a tool for the construction of more solid and evident health outcomes. Covering topics such as cancer prevention, health professionals’ communication, and models of health communication, this text is essential for health professionals, communication professionals, professors, teachers, researchers, academicians, and students.

Clinical Prediction Models

Clinical Prediction Models
Author: Ewout W. Steyerberg
Publisher: Springer
Total Pages: 574
Release: 2019-07-22
Genre: Medical
ISBN: 3030163997

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

Healthcare Risk Adjustment and Predictive Modeling

Healthcare Risk Adjustment and Predictive Modeling
Author: Ian G. Duncan
Publisher: ACTEX Publications
Total Pages: 350
Release: 2011
Genre: Business & Economics
ISBN: 1566987695

This text is listed on the Course of Reading for SOA Fellowship study in the Group & Health specialty track. Healthcare Risk Adjustment and Predictive Modeling provides a comprehensive guide to healthcare actuaries and other professionals interested in healthcare data analytics, risk adjustment and predictive modeling. The book first introduces the topic with discussions of health risk, available data, clinical identification algorithms for diagnostic grouping and the use of grouper models. The second part of the book presents the concept of data mining and some of the common approaches used by modelers. The third and final section covers a number of predictive modeling and risk adjustment case-studies, with examples from Medicaid, Medicare, disability, depression diagnosis and provider reimbursement, as well as the use of predictive modeling and risk adjustment outside the U.S. For readers who wish to experiment with their own models, the book also provides access to a test dataset.

Handbook of Healthcare Operations Management

Handbook of Healthcare Operations Management
Author: Brian T. Denton
Publisher: Springer Science & Business Media
Total Pages: 542
Release: 2013-02-28
Genre: Business & Economics
ISBN: 1461458854

From the Preface: Collectively, the chapters in this book address application domains including inpatient and outpatient services, public health networks, supply chain management, and resource constrained settings in developing countries. Many of the chapters provide specific examples or case studies illustrating the applications of operations research methods across the globe, including Africa, Australia, Belgium, Canada, the United Kingdom, and the United States. Chapters 1-4 review operations research methods that are most commonly applied to health care operations management including: queuing, simulation, and mathematical programming. Chapters 5-7 address challenges related to inpatient services in hospitals such as surgery, intensive care units, and hospital wards. Chapters 8-10 cover outpatient services, the fastest growing part of many health systems, and describe operations research models for primary and specialty care services, and how to plan for patient no-shows. Chapters 12 – 16 cover topics related to the broader integration of health services in the context of public health, including optimizing the location of emergency vehicles, planning for mass vaccination events, and the coordination among different parts of a health system. Chapters 17-18 address supply chain management within hospitals, with a focus on pharmaceutical supply management, and the challenges of managing inventory for nursing units. Finally, Chapters 19-20 provide examples of important and emerging research in the realm of humanitarian logistics.