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)

US Medicare value-based programs

In Chapter 2, Healthcare Foundations, we discussed that a fee-for-service (FFS) reimbursement model has been used in medicine, in which physicians are reimbursed by the volume of care they provided rather than the value of that care. More recently, there has been a push toward rewarding providers based on the quality of care rather than the quantity of care given.

In order to facilitate the movement from FFS reimbursement to value-based reimbursement, the CMS has implemented value-based programs. These programs reward or penalize providers for the quality of care that they provide to Medicare patients. In 2018, there are a total of eight such programs. They are the following:

  • The Hospital Value-Based Purchasing (HVBP) program
  • The Hospital Readmission Reduction (HRR) program
  • The Hospital Acquired Conditions (HAC) program
  • The End-Stage Renal...