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Data Driven Approaches for Healthcare: Machine learning for Identifying High Utilizers
Paperback
Series: Chapman & Hall/CRC Big Data
Business GeneralGeneral ComputersProgramming
ISBN13: 9781032088686
Publisher: CRC Press
Published: Jun 30 2021
Pages: 120
Weight: 0.49
Height: 0.25 Width: 7.00 Depth: 10.00
Language: English
Health care utilization routinely generates vast amounts of data from sources ranging from electronic medical records, insurance claims, vital signs, and patient-reported outcomes. Predicting health outcomes using data modeling approaches is an emerging field that can reveal important insights into disproportionate spending patterns. This book presents data driven methods, especially machine learning, for understanding and approaching the high utilizers problem, using the example of a large public insurance program. It describes important goals for data driven approaches from different aspects of the high utilizer problem, and identifies challenges uniquely posed by this problem.
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