Healthcare Service Management

Healthcare Service Management
Author :
Publisher : Springer
Total Pages : 168
Release :
ISBN-10 : 9783030153854
ISBN-13 : 3030153851
Rating : 4/5 (851 Downloads)

Book Synopsis Healthcare Service Management by : Li Tao

Download or read book Healthcare Service Management written by Li Tao and published by Springer. This book was released on 2019-05-08 with total page 168 pages. Available in PDF, EPUB and Kindle. Book excerpt: Healthcare service systems are of profound importance in promoting the public health and wellness of people. This book introduces a data-driven complex systems modeling approach (D2CSM) to systematically understand and improve the essence of healthcare service systems. In particular, this data-driven approach provides new perspectives on health service performance by unveiling the causes for service disparity, such as spatio-temporal variations in wait times across different hospitals. The approach integrates four methods -- Structural Equation Modeling (SEM)-based analysis; integrated projection; service management strategy design and evaluation; and behavior-based autonomy-oriented modeling -- to address respective challenges encountered in performing data analytics and modeling studies on healthcare services. The thrust and uniqueness of this approach lies in the following aspects: Ability to explore underlying complex relationships between observed or latent impact factors and service performance. Ability to predict the changes and demonstrate the corresponding dynamics of service utilization and service performance. Ability to strategically manage service resources with the adaptation of unpredictable patient arrivals. Ability to figure out the working mechanisms that account for certain spatio-temporal patterns of service utilization and performance. To show the practical effectiveness of the proposed systematic approach, this book provides a series of pilot studies within the context of cardiac care in Ontario, Canada. The exemplified studies have unveiled some novel findings, e.g., (1) service accessibility and education may relieve the pressure of population size on service utilization; (2) functionally coupled units may have a certain cross-unit wait-time relationship potentially because of a delay cascade phenomena; (3) strategically allocating time blocks in operating rooms (ORs) based on a feedback mechanism may benefit OR utilization; (4) patients’ and hospitals’ autonomous behavior, and their interactions via wait times may bear the responsible for the emergence of spatio-temporal patterns observed in the real-world cardiac care system. Furthermore, this book presents an intelligent healthcare decision support (iHDS) system, an integrated architecture for implementing the data-driven complex systems modeling approach to developing, analyzing, investigating, supporting and advising healthcare related decisions. In summary, this book provides a data-driven systematic approach for addressing practical decision-support problems confronted in healthcare service management. This approach will provide policy makers, researchers, and practitioners with a practically useful way for examining service utilization and service performance in various ``what-if" scenarios, inspiring the design of effectiveness resource-allocation strategies, and deepening the understanding of the nature of complex healthcare service systems.


Healthcare Service Management Related Books

Healthcare Service Management
Language: en
Pages: 168
Authors: Li Tao
Categories: Computers
Type: BOOK - Published: 2019-05-08 - Publisher: Springer

DOWNLOAD EBOOK

Healthcare service systems are of profound importance in promoting the public health and wellness of people. This book introduces a data-driven complex systems
Data-driven Modeling and Interpretable Machine Learning with Applications in Healthcare
Language: en
Pages:
Authors: Ning Liu
Categories:
Type: BOOK - Published: 2019 - Publisher:

DOWNLOAD EBOOK

The promise of machine learning in transforming all aspects of healthcare ecosystemshas received global attention. Machine learning employs sophisticated algori
Data Driven Approaches for Healthcare
Language: en
Pages: 119
Authors: Chengliang Yang
Categories: Business & Economics
Type: BOOK - Published: 2019-10-01 - Publisher: CRC Press

DOWNLOAD EBOOK

Health care utilization routinely generates vast amounts of data from sources ranging from electronic medical records, insurance claims, vital signs, and patien
Improving Healthcare Decisions Through Data-driven Methods and Models
Language: en
Pages:
Authors: Christopher Favor Weyant
Categories:
Type: BOOK - Published: 2020 - Publisher:

DOWNLOAD EBOOK

This dissertation develops methods and models for personalized medicine. First, we develop a new modeling framework for personalizing medical treatment decision
Data-Driven Healthcare
Language: en
Pages: 224
Authors: Laura B. Madsen
Categories: Business & Economics
Type: BOOK - Published: 2014-10-27 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Healthcare is changing, and data is the catalyst Data is taking over in a powerful way, and it's revolutionizing the healthcare industry. You have more data ava