Evaluation of diagnostic tests when there is no gold standard. A review of methods

Rutjes AWS, Reitsma JB, Coomarasamy A, Khan KS, Bossuyt PMM
Record ID 32008000002
English
Authors' objectives:

"We systematically searched the literature for methods that have been proposed and/or applied in situations without a 'gold' standard, that is, a reference standard that is without error. Our project had the following aims: To generate an overview and classification of methods that have been proposed To evaluate medical tests when there is no gold standard. To describe the main methods discussing rationale, assumptions, strengths and weaknesses. To describe and explain examples from the literature that applied one or more of the methods in our overview. To provide general guidance to researchers facing research situations where there is no gold standard." (from executive summary)

Authors' recommendations: Conclusions The majority of methods try to impute, adjust or construct a reference standard in an effort to obtain the familiar diagnostic accuracy statistics such as pairs of sensitivity and specificity or likelihood ratios. In situations that deviate only marginally from the classical diagnostic accuracy paradigm, for example where there are few missing values on an otherwise acceptable reference standard or where the magnitude and type of imperfection in a reference standard is well documented, these are valuable methods. However, in situations where an acceptable reference standard does not exist, holding on to the accuracy paradigm is less fruitful. In these situations, applying the concept of clinical test validation can provide a significant methodological advance. Validating a test means that scientists and practitioners examine, using a number of different methods, whether the results of an index test are meaningful in practice. Validation will always be a gradual process. It will involve the scientific and clinical community defining a threshold, a point in the validation process, whereby the information gathered would be considered sufficient to allow clinical use of the test with confidence.
Authors' methods: Review
Details
Project Status: Completed
URL for project: http://www.hta.ac.uk/1573
Year Published: 2007
English language abstract: An English language summary is available
Publication Type: Not Assigned
Country: England, United Kingdom
MeSH Terms
  • Diagnostic Tests, Routine
Contact
Organisation Name: NIHR Health Technology Assessment programme
Contact Address: NIHR Journals Library, National Institute for Health and Care Research, Evaluation, Trials and Studies Coordinating Centre, Alpha House, University of Southampton Science Park, Southampton SO16 7NS, UK
Contact Name: journals.library@nihr.ac.uk
Contact Email: journals.library@nihr.ac.uk
Copyright: 2009 Queen's Printer and Controller of HMSO
This is a bibliographic record of a published health technology assessment from a member of INAHTA or other HTA producer. No evaluation of the quality of this assessment has been made for the HTA database.