Book Image

Healthcare Analytics Made Simple

By : Vikas (Vik) Kumar, Shameer Khader
Book Image

Healthcare Analytics Made Simple

By: Vikas (Vik) Kumar, Shameer Khader

Overview of this book

In recent years, machine learning technologies and analytics have been widely utilized across the healthcare sector. Healthcare Analytics Made Simple bridges the gap between practising doctors and data scientists. It equips the data scientists’ work with healthcare data and allows them to gain better insight from this data in order to improve healthcare outcomes. This book is a complete overview of machine learning for healthcare analytics, briefly describing the current healthcare landscape, machine learning algorithms, and Python and SQL programming languages. The step-by-step instructions teach you how to obtain real healthcare data and perform descriptive, predictive, and prescriptive analytics using popular Python packages such as pandas and scikit-learn. The latest research results in disease detection and healthcare image analysis are reviewed. By the end of this book, you will understand how to use Python for healthcare data analysis, how to import, collect, clean, and refine data from electronic health record (EHR) surveys, and how to make predictive models with this data through real-world algorithms and code examples.
Table of Contents (11 chapters)

The End-Stage Renal Disease (ESRD) quality incentive program

The ESRD quality incentive program measures the quality of care received at dialysis centers by Medicare ESRD patients. There are a total of 16 measures: 11 clinical and 5 reporting, and they are detailed here:

  • NHSN bloodstream infection in hemodialysis outpatients: Infections may occur from hemodialysis when the improper sterilization technique is used. This measure examines the number of infections that occur (the numerator) and compares it to the expected amount (the denominator).
  • ICH CAHPS: This measure examines the quality of care received at the dialysis center through assessment of patient survey responses.
  • Standardized readmission ratio: The standardized readmission ratio is the number of actual unplanned 30-day readmissions divided by the expected unplanned 30-day readmissions.
  • Kt/V dialysis adequacy measure...