methods for prediction and analysis Cerrito, Patricia B. Cerrito, John 1954- text bibliography pau Hershey, PA Medical Information Science Reference c2010 2010 monographic eng

print

xiv, 356 p. ill. 29 cm. "This book shows how the investigation of healthcare databases can be used to examine physician decisions to develop evidence-based treatment guidelines that optimize patient outcomes"--Provided by publisher. Preprocessing the data -- Errors and missing values in the dataset -- Introduction to the use of MEPS (medical expenditure panel survey) -- Preprocessing Medpar data -- Extracting data from the national inpatient sample -- Creating a one-to-one relationship in the data from a many-to-many -- Merging different datasets to allow for a complete analysis (inpatient, outpatient, physician visits, medications) -- Introduction to analysis using time components -- More survival data mining of multiple time of endpoints -- Using the data to define patient compliance -- Compression of diagnosis and procedure codes -- Comparisons of patient severity indices -- Decision trees and their development : use of data to determine the quality of care -- Example of diabetes using CMS data -- Example of breathing illness, asthma and COPD using MEPS data -- Example of wound care using Medpar data. Patricia Cerrito, John Cerrito, editors. "Premier Reference Source" --Cover. Includes bibliographical references and index. Medical informatics Evidence-Based Medicine Data processing Data mining R859.7.D36 C47 2010 610.285 C6413 W 26.55.I4 C6415 2010 9781615209057 (h/c) 1615209050 (h/c) 2010006306 DNLM/DLC 130316 20160527190835.0 313090