Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. II. Evaluation of diagnostic performance

B. Middleton, M. A. Shwe, D. E. Heckerman, M. Henrion, E. J. Horvitz, Harold P Lehmann, G. F. Cooper

Research output: Contribution to journalArticle

Abstract

We have developed a probabilistic reformulation of the Quick Medical Reference (QMR) system. In Part I of this two-part series, we described a two-level, multiply connected belief-network representation of the QMR knowledge base and a simulation algorithm to perform probabilistic inference on the reformulated knowledge base. In Part II of this series, we report on an evaluation of the probabilistic QMR, in which we compare the performance of QMR to that of our probabilistic system on cases abstracted from continuing medical education materials from Scientific American Medicine. In addition, we analyze empirically several components of the probabilistic model and simulation algorithm.

Original languageEnglish (US)
Pages (from-to)256-267
Number of pages12
JournalMethods of Information in Medicine
Volume30
Issue number4
StatePublished - 1991
Externally publishedYes

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Knowledge Bases
Continuing Medical Education
Statistical Models
Medicine

ASJC Scopus subject areas

  • Health Informatics
  • Nursing(all)
  • Health Information Management

Cite this

Middleton, B., Shwe, M. A., Heckerman, D. E., Henrion, M., Horvitz, E. J., Lehmann, H. P., & Cooper, G. F. (1991). Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. II. Evaluation of diagnostic performance. Methods of Information in Medicine, 30(4), 256-267.

Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. II. Evaluation of diagnostic performance. / Middleton, B.; Shwe, M. A.; Heckerman, D. E.; Henrion, M.; Horvitz, E. J.; Lehmann, Harold P; Cooper, G. F.

In: Methods of Information in Medicine, Vol. 30, No. 4, 1991, p. 256-267.

Research output: Contribution to journalArticle

Middleton, B, Shwe, MA, Heckerman, DE, Henrion, M, Horvitz, EJ, Lehmann, HP & Cooper, GF 1991, 'Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. II. Evaluation of diagnostic performance', Methods of Information in Medicine, vol. 30, no. 4, pp. 256-267.
Middleton, B. ; Shwe, M. A. ; Heckerman, D. E. ; Henrion, M. ; Horvitz, E. J. ; Lehmann, Harold P ; Cooper, G. F. / Probabilistic diagnosis using a reformulation of the INTERNIST-1/QMR knowledge base. II. Evaluation of diagnostic performance. In: Methods of Information in Medicine. 1991 ; Vol. 30, No. 4. pp. 256-267.
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