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Statistical Methods for Hospital Monitoring with R

Book Hero Magic crafted this summary to help describe this book. While it's new and still learning, it may not be perfect - your feedback is welcome! Summary
Statistical Methods for Hospital Monitoring with R equips hospital scientists and data analysts with specialised R functions to tackle the complex data challenges in infection management and quality improvement. The book addresses the analysis of non-independent, often trended and over-dispersed time series data, which standard office tools struggle to handle.

It also delves into complex system characteristics like self-organisation and emergent behaviour, providing insights on their implications for root-cause analysis and identifying key factors in hospital safety. Readers gain both statistical and practical knowledge, supported by accessible R scripts available online for hands-on learning.
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Format: Hardback
$15299
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Book Hero Magic created this recommendation. While it's new and still learning, it may not be perfect - your feedback is welcome! IS THIS YOUR NEXT READ?

This book is ideal for hospital-based scientists and quality improvement professionals who produce data reports and have varying levels of statistical background. Healthcare quality and safety practitioners will also benefit from its applied focus and detailed R resources.

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Hospitals monitoring is becoming more complex and is increasing both because staff want their data analysed and because of increasing mandated surveillance.

Book Hero Magic formatted this description to make it easier to read. While it's new and still learning, it may not be perfect - your feedback is welcome! Description

Hospitals monitoring is becoming more complex and is increasing both because staff want their data analysed and because of increasing mandated surveillance. This book provides a suite of functions in R, enabling scientists and data analysts working in infection management and quality improvement departments in hospitals to analyse their often non-independent data, which is frequently in the form of trended, over-dispersed, and sometimes auto-correlated time series; this is often difficult to analyse using standard office software.

It provides much-needed guidance on data analysis using R for the growing number of scientists in hospital departments who are responsible for producing reports, and who may have limited statistical expertise.

The book explores data analysis using R and is aimed at scientists in hospital departments who are responsible for producing reports and who are involved in improving safety. Professionals working in the healthcare quality and safety community will also find this book of interest.

Statistical Methods for Hospital Monitoring with R:

  • Provides functions to perform quality improvement and infection management data analysis.
  • Explores the characteristics of complex systems, such as self-organisation and emergent behaviour, along with their implications for such activities as root-cause analysis and the Pareto principle that seek few key causes of adverse events.
  • Provides a summary of key non-statistical aspects of hospital safety and easy-to-use functions.
  • Offers R scripts on an accompanying website enabling analyses to be performed by the reader: http://www.wiley.com/go/hospital_monitoring
  • Covers issues that will be of increasing importance in the future, such as generalised additive models, and complex systems, networks, and power laws.

Series: Statistics in Practice

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Book Details

INFORMATION

ISBN: 9781118596302

Publisher: John Wiley & Sons Inc

Format: Hardback

Date Published: 23 August 2013

Country: United States

Imprint: John Wiley & Sons Inc

Audience: Professional and scholarly

DIMENSIONS

Spine width: 25.0mm

Width: 175.0mm

Height: 252.0mm

Weight: 826g

Pages: 432

About the Author

Anthony Morton and Geoffrey Playford, Princess Alexandra Hospital, Brisbane, Australia Kerrie Mengersen, Science and Engineering Faculty, Queensland University of Technology, Australia Michael Whitby, Greenslopes Specialist Centre, Queensland, Australia

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