Literature DB >> 9082138

On the heuristic nature of medical decision-support systems.

C F Aliferis1, R A Miller.   

Abstract

In the realm of medical decision-support systems, the term "heuristic systems" is often considered to be synonymous with "medical artificial intelligence systems" or with "systems employing informal model(s) of problem solving". Such a view may be inaccurate and possibly impede the conceptual development of future systems. This article examines the nature of heuristics and the levels at which heuristic solutions are introduced during system design and implementation. The authors discuss why heuristics are ubiquitous in all medical decision-support systems operating at non-trivial domains, and propose a unifying definition of heuristics that encompasses formal and ad hoc systems. System developers should be aware of the heuristic nature of all problem solving done in complex real world domains, and characterize their own use of heuristics in describing system development and implementation.

Mesh:

Year:  1995        PMID: 9082138

Source DB:  PubMed          Journal:  Methods Inf Med        ISSN: 0026-1270            Impact factor:   2.176


  5 in total

1.  GLIF3: the evolution of a guideline representation format.

Authors:  M Peleg; A A Boxwala; O Ogunyemi; Q Zeng; S Tu; R Lacson; E Bernstam; N Ash; P Mork; L Ohno-Machado; E H Shortliffe; R A Greenes
Journal:  Proc AMIA Symp       Date:  2000

2.  Reference standards, judges, and comparison subjects: roles for experts in evaluating system performance.

Authors:  George Hripcsak; Adam Wilcox
Journal:  J Am Med Inform Assoc       Date:  2002 Jan-Feb       Impact factor: 4.497

3.  An experiment comparing lexical and statistical methods for extracting MeSH terms from clinical free text.

Authors:  G F Cooper; R A Miller
Journal:  J Am Med Inform Assoc       Date:  1998 Jan-Feb       Impact factor: 4.497

4.  Relationships among performance scores of four diagnostic decision support systems.

Authors:  E S Berner; J R Jackson; J Algina
Journal:  J Am Med Inform Assoc       Date:  1996 May-Jun       Impact factor: 4.497

5.  A temporal analysis of QMR.

Authors:  C F Aliferis; G F Cooper; R A Miller; B G Buchanan; R Bankowitz; N Giuse
Journal:  J Am Med Inform Assoc       Date:  1996 Jan-Feb       Impact factor: 4.497

  5 in total

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