Development of a clinical pathways analysis system with adaptive Bayesian Nets and data mining techniques

Studies in Health Technology and Informatics

Volumn 103, Issue , 2004, Pages 70-80

  Kopec, D ^a   Shagas, G ^a   Reinharth, D ^b   Tamang, S ^a  

^a CITY UNIVERSITY OF NEW YORK   (United States)

^b ALBERT EINSTEIN COLLEGE OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS;

ANALYSIS SYSTEM; BAYESIAN NETS; CLINICAL PATHWAYS; ERROR PRONES; MEDICAL FIELDS;

DATA MINING;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BAYES THEOREM; CLINICAL PATHWAY; COMPUTER PROGRAM; HUMAN; INFORMATION RETRIEVAL; INSTRUMENTATION; MEDICAL RECORD; METHODOLOGY; ORGANIZATION AND MANAGEMENT;

BAYES THEOREM; CRITICAL PATHWAYS; HUMANS; INFORMATION STORAGE AND RETRIEVAL; MEDICAL RECORDS SYSTEMS, COMPUTERIZED; NEURAL NETWORKS (COMPUTER); SOFTWARE DESIGN;

EID: 15544373917     PISSN: 09269630     EISSN: 18798365     Source Type: Book Series    
DOI: 10.3233/978-1-60750-946-2-70     Document Type: Conference Paper

References (19)

1. Ramoni, M, Sebastiani, P., Dybowski, R. Robust Outcome Prediction for Intensive-Care Patients. Methods of Information in Medicine 2001; 40: 39-45.
2. Niedermayer, D., I.S.P., B.Sc, B.A., M.Div. An Introduction to Bayesian Networks and their Contemporary Applications (1998). Available: http://www.niedermaver.ca/papers/bayesian/baves.html.
3. th edition. Harlow, England, Addison Wesley, 2002.
4. Belluck, P. Prosecutors Say Greed Drove Pharmacist to Dilute Drugs. The New York Times Newspaper. August 18, 2001.
5. Henderson, M. Health Care Fraud and Abuse: Diagnosis Related Group (DRG) Creep. 2003 Pricewaterhouse Coopers. Available: http://www.pwcglobal.com/extweb/ manissue.nsf/.
6. nd edition. Boston, MA, Addison-Wesley Pub Co., 1999.
7. Intelligent Business Machines Corp. Software. DB2 Information Management. DB2 Product Family. DB2 Intelligent Miner (2003). Available: http://www-3.ibm.com/software/data/iminer/
8. Dlugacz, Y., Stier, L., Greenwood, A. Changing the System: A Quality Management Approach to Pressure Injuries. Article: Journal of Health Care Quality 107 (September/October 2001). Available:http://www.allenpress.com/jhq/ 107/107.htm
9. Leo, J., M.D. APACHE Medical Systems, Inc. Mission Critical: Shopping for the Right Outcomes Management Systems. Available: http://www.apache-msi.com/ ttdx.shtml. [August 20, 2003].
10. Cerner Corp. Outcomes Management: Committed to Critical Care. Available:http://www.cerner.com/products/products4a.asp'?id=277 [August 20, 2003].
11. American Nurses Association. (1995). Nursing report card for acute care settings. Fairfax, VA: Lewin-VHI, Inc.
12. Westra, B. Standardized Data: The Foundation for Home Care Report Cards. The Quality Messenger, 1(3), 5, 7, 8, 1994. Available: http://www.carefacts.com/ artll.htm.
13. 2002b Data Mining Concepts. Release 9.2.0.2. Part # A95961-02 (March 2002).
14. JCAHO (Joint Commission on Accreditation of Healthcare Organizations), Performance Measurement in Health Care. Available:http://www.icaho.org/pms/ index.htm [August 20, 2003].
15. Microsoft Corp. Microsoft SQL Server. Powerful and Accessible Analysis for Business White Paper (May31, 2001). Available: http://www.microsoft.com/sql/ evaluation/BI/AnalysisSvcWP.asp.
16. 2002a Oracle9i Database Administrator's Guide. Release 2 (9.2). Part # A96521-01 (March 2002).
17. 2002e Oracle9i Database Installation Guide. Release 2 (9.2.0.1.0) for Windows. Part # A95493-01 (May2002).
18. Posey, M. Quality Indicators: Skin Care. American Society of Consultant Pharmacists, (Feb 2004). Available: http://www.ascp.com/public/pubs/tcp/1996/ iul/mds2.html.
19. Shankle, R., Mani, S., Dick, M and Pazzani, M. Simple Models for Estimating Dementia Severity Using Machine Learning. Medlnfo'98: 9th World Congress on Medical Informatics, Seoul, Korea, August 1998 Available: http://www.ics.uci.edu/~pazzani/Publications/medinfo98.pdf