000 02294nam a2200325Ia 4500
001 313090
005 20160527190835.0
008 130316s2010 paua b 001 0 eng
010 _a 2010006306
020 _a9781615209057 (h/c)
020 _a1615209050 (h/c)
035 _a(OCoLC)ocn540015684
040 _aDNLM/DLC
_cDLC
_dYDX
_dBTCTA
_dYDXCP
_dNLM
_dDLC
042 _apcc
050 0 0 _aR859.7.D36
_bC47 2010
060 1 0 _aW 26.55.I4
_bC6415 2010
082 0 0 _a610.285
_bC6413
_222
245 0 0 _aClinical data mining for physician decision making and investigating health outcomes
_bmethods for prediction and analysis
_cPatricia Cerrito, John Cerrito, editors.
260 _aHershey, PA
_bMedical Information Science Reference
_cc2010.
300 _axiv, 356 p.
_bill.
_c29 cm.
500 _a"Premier Reference Source" --Cover.
504 _aIncludes bibliographical references and index.
505 0 _aPreprocessing 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.
520 _a"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.
650 0 _aMedical informatics
_9134402
_2Local
650 0 _aEvidence-Based Medicine
_xData processing.
_993893
_2Local
650 0 _aData mining
_9215550
_2Local
700 1 _aCerrito, Patricia B.
_9209099
_2Local
700 1 _aCerrito, John
_d1954-
_9209098
_2Local
999 _c230880
_d230880