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)

Introduction to healthcare measures

A healthcare measure is a calculation made on the care activities of a provider that indicates the level of quality provided by the caregiver. As providers are increasingly being rewarded based on the quality rather than the quantity of services they provide, healthcare measures are playing a more important role in determining which care providers are rewarded or penalized. The Centers for Medicare and Medicaid Services (CMS) is just one of the federal-level agencies in the United States that publishes standardized measures; in addition, states publish measures as well. Providers calculate the measures using the data of their own patients and then submit their calculations to be audited by the issuing agency. The results partially determine how the providers are reimbursed by the agency.

A typical measure in healthcare is usually a ratio or...