Literature DB >> 33673466

A Software Tool for Calculating the Uncertainty of Diagnostic Accuracy Measures.

Theodora Chatzimichail1, Aristides T Hatjimihail1.   

Abstract

Screening and diagnostic tests are applied for the classification of people into diseased and non-diseased populations. Although diagnostic accuracy measures are used to evaluate the correctness of classification in clinical research and practice, there has been limited research on their uncertainty. The objective for this work was to develop a tool for calculating the uncertainty of diagnostic accuracy measures, as diagnostic accuracy is fundamental to clinical decision-making. For this reason, the freely available interactive program Diagnostic Uncertainty has been developed in the Wolfram language. The program provides six modules with nine submodules for calculating and plotting the standard measurement, sampling and combined uncertainty and the resultant confidence intervals of various diagnostic accuracy measures of screening or diagnostic tests, which measure a normally distributed measurand, applied at a single point in time in samples of non-diseased and diseased populations. This is done for differing sample sizes, mean and standard deviation of the measurand, diagnostic threshold and standard measurement uncertainty of the test. The application of the program is demonstrated with an illustrative example of glucose measurements in samples of diabetic and non-diabetic populations, that shows the calculation of the uncertainty of diagnostic accuracy measures. The presented interactive program is user-friendly and can be used as a flexible educational and research tool in medical decision-making, to calculate and explore the uncertainty of diagnostic accuracy measures.

Entities:  

Keywords:  confidence intervals; diagnostic accuracy measures; diagnostic tests; measurement uncertainty; sampling uncertainty; screening tests; uncertainty

Year:  2021        PMID: 33673466      PMCID: PMC7997227          DOI: 10.3390/diagnostics11030406

Source DB:  PubMed          Journal:  Diagnostics (Basel)        ISSN: 2075-4418


  28 in total

1.  Basics of estimating measurement uncertainty.

Authors:  Graham H White
Journal:  Clin Biochem Rev       Date:  2008-08

2.  Uncertainty of Measurement: A Review of the Rules for Calculating Uncertainty Components through Functional Relationships.

Authors:  Ian Farrance; Robert Frenkel
Journal:  Clin Biochem Rev       Date:  2012-05

3.  Interpreting diagnostic test accuracy studies.

Authors:  Patrick M M Bossuyt
Journal:  Semin Hematol       Date:  2008-07       Impact factor: 3.851

Review 4.  Toward a Framework for Outcome-Based Analytical Performance Specifications: A Methodology Review of Indirect Methods for Evaluating the Impact of Measurement Uncertainty on Clinical Outcomes.

Authors:  Alison F Smith; Bethany Shinkins; Peter S Hall; Claire T Hulme; Mike P Messenger
Journal:  Clin Chem       Date:  2019-08-23       Impact factor: 8.327

5.  Application of the stockholm hierarchy to defining the quality of reference intervals and clinical decision limits.

Authors:  Ken Sikaris
Journal:  Clin Biochem Rev       Date:  2012-11

6.  Sample size estimation in diagnostic test studies of biomedical informatics.

Authors:  Karimollah Hajian-Tilaki
Journal:  J Biomed Inform       Date:  2014-02-26       Impact factor: 6.317

Review 7.  2. Classification and Diagnosis of Diabetes: Standards of Medical Care in Diabetes-2019.

Authors: 
Journal:  Diabetes Care       Date:  2019-01       Impact factor: 19.112

8.  Potential preanalytical and analytical vulnerabilities in the laboratory diagnosis of coronavirus disease 2019 (COVID-19).

Authors:  Giuseppe Lippi; Ana-Maria Simundic; Mario Plebani
Journal:  Clin Chem Lab Med       Date:  2020-06-25       Impact factor: 3.694

9.  Measures of Diagnostic Accuracy: Basic Definitions.

Authors:  Ana-Maria Šimundić
Journal:  EJIFCC       Date:  2009-01-20
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