<p>This book provides a review of advanced topics relating to the theory, research, analysis and implementation in the context of big data platforms and their applications, with a focus on methods, techniques, and performance evaluation. </p><p>The explosive growth in the volume, speed, and variety
Health Care Evaluation Using Computer Simulation: Concepts, Methods, and Applications
โ Scribed by Boris Sobolev, Victor Sanchez, Lisa Kuramoto (auth.)
- Publisher
- Springer US
- Year
- 2012
- Tongue
- English
- Leaves
- 419
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
The purpose of this book is to place computer simulation studies within the paradigm of intervention research that is concerned with comparing the outcomes of health care delivered under different policies. This book presents computer simulation as a tool for testing various policy alternatives that have been developed by decision-makers within health care systems. This approach differs from the use of computer simulation in operations research, where simulation helps determine the configurations of a system that will allow it to function optimally. Although simulation of health care processes is not new, few health care systems have used simulations as a basis for re-engineering the delivery of health services. There is growing appreciation that the complexity of health care processes exceeds the capacity of individual disciplinesโhealth services research, health economics, or operations researchโto guide health care reform. In this book, the authors focus on bringing the methodological rigor of evaluative research to the design and analysis of such simulation studies. The book is intended as a reference for health services researchers. It offers a comprehensive description of the methodology of conducting simulation studies in evaluation of service alternatives in surgical care using discrete-event models, including the steps for identifying the clinical and managerial activities of the perioperative process, determining the model requirements, implementing simulation models, designing simulation experiments and analyzing the experimental data, and interpreting and reporting results. The book also offers examples of specific aspects of conducting simulation experiments: how to determine the number of runs needed to estimate the effect of implementing a health care policy; how to allocate the number of runs to study groups in simulation experiments aiming to evaluate policy or management alternatives; and how to use statistical analysis to estimate, interpret, and report effect sizes.
โฆ Table of Contents
Front Matter....Pages i-xxv
Front Matter....Pages 1-1
Intervention Research in Health Care....Pages 3-18
Simulation Studies....Pages 19-29
Framing the Process of Care....Pages 31-51
Simulation Models....Pages 53-62
UML Diagrams for the Process of Care....Pages 63-81
Statecharts for Patient Flow....Pages 83-94
Front Matter....Pages 95-95
Design of a Simulation Study....Pages 97-113
Planning a Study at the Cluster Level....Pages 115-132
Planning a Study at the Individual Level....Pages 133-151
Reporting on a Simulation Study....Pages 153-176
Evaluations at the Cluster Level....Pages 177-191
Evaluations at the Individual Level....Pages 193-208
Front Matter....Pages 209-209
Simulation Model for Surgical Service....Pages 211-230
Booking Consultation Appointments....Pages 231-277
Managing Presurgical Screening....Pages 279-300
Booking Elective Surgery....Pages 301-322
Booking Anesthesiology Consultations....Pages 323-333
Managing Postoperative Care....Pages 335-346
Discharge Planning....Pages 347-358
Back Matter....Pages 385-406
โฆ Subjects
Public Health
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