Computer-aided medical diagnosis: Literature review

https://doi.org/10.1016/0020-7101(79)90001-1Get rights and content

Abstract

The difficulty of the medical diagnostic task and the advantages of the computer as an aid in this task are discussed. The general strategy and structure of any computer-aided system is presented, and the relationship of diagnostic accuracy to key variables involved in the development, test and use of a computer-aided diagnostic system is examined. These variables include: the computer algorithm, the source of the information used to develop the data base, the number and type of diseases under investigation, the number and type of indicants used, the source of the test sample, and the source of the validated diagnosis. A table of 58 empirically tested computer-aided medical diagnostic systems is presented; each system is summarised in relation to the variables mentioned above and diagnostic accuracy.

Résumé

On discute de la difficulté du travail de diagnostic médical et des avantages de l'ordinateur en tant qu'auxilliaire. On décrit la stratégie générale et la structure de tout système à ordinateur auxilliaire puis on examine la relation entre la précision du diagnostic, les variables fondamentales impliquées dans la conception, l'essai et l'utilisation d'un système à ordinateur auxilliaire. Ces variables comprennent: les algorithmes de calcul, la source d'information utilisée pour construire la base de données, le nombre et le type des maladies étudiées, le nombre et le type des indicateurs, la source de l'échantillon d'essai et celle des diagnostics confirmés. On présente un tableau de 58 systèmes de diagnostic médical à ordinateur auxilliaire; on décrit rapidement chaque système en tenant compte des variables signalées plus haut et de la précision du diagnostic.

References (79)

  • M.J. Norusis et al.

    Diagnosis. I. Symptom nonindependence in mathematical models for diagnosis

    Comput. Biomed. Res.

    (1975)
  • M.J. Norusis et al.

    Diagnosis. II. Diagnostic models based on attribute clusters: a proposal and comparisons

    Comput. Biomed. Res.

    (1975)
  • S.G. Pauker et al.

    Towards the simulation of clinical cognition

    Am. J. Med.

    (1976)
  • A. Reale et al.

    Computer diagnosis of congenital heart disease

    Comput. Biomed. Res.

    (1968)
  • A.L. Rector et al.

    Rules for sequential diagnosis

    Comput. Biomed. Res.

    (1975)
  • P.A. Scheinok et al.

    Symptom diagnosis

  • T.R. Taylor et al.

    Study of cost-conscious computer-assisted diagnosis in thyroid disease

    Lancet

    (1972)
  • P.M. Wortman

    Medical diagnosis: an information processing approach

    Comput. Biomed. Res.

    (1972)
  • A. Alperovitch et al.

    A suggestion for an effective use of a computer-aided diagnosis system in screening for hyperthroidism

    Method. Inf. Med.

    (1977)
  • R.E. Birk et al.

    Approach to a reliable program for computer-aided medical diagnosis

    Aerosp. Med.

    (1974)
  • J.A. Boyle et al.

    Construction of a model for computer-assisted diagnosis: application to the problem of non-toxic goitre

    Q. J. Med.

    (1966)
  • A.B. Bricetti et al.

    A computer program that evaluates patients with hypercalcemia

    J. Clin. Endocrinol. Metab.

    (1975)
  • K. Brodman et al.

    Computer-aided diagnostic screening for 100 common diseases

    J. Am. Med. Assoc.

    (1966)
  • R.A. Bruce et al.

    Computer diagnosis of heart disease

  • F.L. Coe

    The performance of a computer system for metabolic assessment of patients with nephrolithiasis

    Comput. Bio-Med. Res.

    (1974)
  • J. Cohen

    A coefficient of agreement for nominal scales

    Educ. Psychol. Meas.

    (1960)
  • J. Cohen

    Weighted Kappa: nominal scale agreement with provision for scaled disagreement or partial credit

    Psychol. Bull.

    (1968)
  • D.J. Croft et al.

    Mathematical methods in medical diagnosis

    Ann. Biomed. Eng.

    (1974)
  • J. Crooks et al.

    Statistical methods applied to the clinical diagnosis of thyrotoxicosis

    Q. J. Med.

    (1959)
  • F.T. de Dombal et al.

    Computer-aided diagnosis of acute abdominal pain

    Br. Med. J.

    (1972)
  • R.L. Engle et al.

    HEME: A computer aid to diagnosis of hematologic disease

    Bull. N.Y. Acad. Med.

    (1976)
  • S. Feldman et al.

    The reliability of a decision tree technique applied to psychiatric diagnosis

    Biometrics

    (1972)
  • M. Fischer

    Development and validity of a computerized method for diagnosis of functional psychoses (Diax)

    Acta Psychiatr. Scand.

    (1974)
  • R.A. Fisher

    The use of multiple measurements in taxonomic problems

    Ann. Eugen.

    (1936)
  • M. Fisher et al.

    Computer diagnosis of the acutely ill patient with fever and a rash

    Int. J. Dermatol.

    (1973)
  • L. Fisher et al.

    Mathematical aids to medical decision-making

  • L.T. Fitzgerald et al.

    A computer program for diagnosis of thyroid disease

    Am. J. Roentgenol.

    (1966)
  • J.L. Fleiss et al.

    Three computer diagnosis methods compared

    Arch. Gen. Psychiatry

    (1972)
  • F.R. Freemon

    Computer diagnosis of a headache

    Headache

    (1968)
  • Cited by (0)

    View full text