rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Clinical data mining for physician decision making and investigating health outcomes
    sub title: methods for prediction and analysis
  name:
    name part: Cerrito, Patricia B.
    role:
      role term: creator
  name:
    name part: Cerrito, John
    name part: 1954-
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: pau
    date issued: 2010
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: print
    extent: xiv, 356 pages : illustrations ; 29 cm.
  abstract: "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.
  table of contents: 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
  note: Patricia Cerrito, John Cerrito.
  note: Includes bibliographical references and index.
  subject:
    topic: Medical informatics
  subject:
    topic: Data mining
  subject:
    topic: Evidence-based medicine
    topic: Data processing
  subject:
    topic: Data Mining
  subject:
    topic: Medical Informatics Computing
  subject:
    topic: Database Management Systems
  subject:
    topic: Decision Making
  subject:
    topic: Evidence-Based Medicine
  classification: R859.7.D36 C47 2010
  classification: 610.285
  classification: W 26.55.I4 C6415 2010
  classification: W 26.55.I4 C417c 2010
  identifier: 9781615209057 (h/c)
  identifier: 1615209050 (h/c)
  identifier: 2010006306
  record info:
    record content source: DNLM/DLC
    record creation date: 100302
    record change date: 20191204153750.0
    record identifier: in00004513676