Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null

<p>Abstract</p> <p>Diagnostic test evaluations are susceptible to random and systematic error. Simulated non-differential random error for six different error distributions was evaluated for its effect on measures of diagnostic accuracy for a brucellosis competitive ELISA. Test res...

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Main Author: Fosgate GT
Format: Article
Language:English
Published: BMC 2006-07-01
Series:Emerging Themes in Epidemiology
Online Access:http://www.ete-online.com/content/3/1/7
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spelling doaj-76fd0acfe1fa4b0db6edde3014cd077b2020-11-25T00:26:47ZengBMCEmerging Themes in Epidemiology1742-76222006-07-0131710.1186/1742-7622-3-7Non-differential measurement error does not always bias diagnostic likelihood ratios towards the nullFosgate GT<p>Abstract</p> <p>Diagnostic test evaluations are susceptible to random and systematic error. Simulated non-differential random error for six different error distributions was evaluated for its effect on measures of diagnostic accuracy for a brucellosis competitive ELISA. Test results were divided into four categories: <0.25, 0.25 – 0.349, 0.35 – 0.499, and ≥ 0.50 proportions inhibition for calculation of likelihood ratios and diagnostic odds ratios. Larger variance components of the error structure resulted in larger accuracy attenuations as measured by the area under the receiver-operating characteristic curve and systematic components appeared to cause little bias. Added error caused point estimates of likelihood ratios to be biased towards the null value (1.0) for all categories except 0.25 – 0.349. Results for the 0.35 – 0.499 category also extended beyond the null value for some error structures. Diagnostic odds ratios were consistently biased towards the null when the <0.25 category was considered the reference level. Non-differential measurement error can lead to biased results in the quantitative evaluation of ELISA and the direction is not always towards the null value.</p> http://www.ete-online.com/content/3/1/7
collection DOAJ
language English
format Article
sources DOAJ
author Fosgate GT
spellingShingle Fosgate GT
Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
Emerging Themes in Epidemiology
author_facet Fosgate GT
author_sort Fosgate GT
title Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title_short Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title_full Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title_fullStr Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title_full_unstemmed Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title_sort non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
publisher BMC
series Emerging Themes in Epidemiology
issn 1742-7622
publishDate 2006-07-01
description <p>Abstract</p> <p>Diagnostic test evaluations are susceptible to random and systematic error. Simulated non-differential random error for six different error distributions was evaluated for its effect on measures of diagnostic accuracy for a brucellosis competitive ELISA. Test results were divided into four categories: <0.25, 0.25 – 0.349, 0.35 – 0.499, and ≥ 0.50 proportions inhibition for calculation of likelihood ratios and diagnostic odds ratios. Larger variance components of the error structure resulted in larger accuracy attenuations as measured by the area under the receiver-operating characteristic curve and systematic components appeared to cause little bias. Added error caused point estimates of likelihood ratios to be biased towards the null value (1.0) for all categories except 0.25 – 0.349. Results for the 0.35 – 0.499 category also extended beyond the null value for some error structures. Diagnostic odds ratios were consistently biased towards the null when the <0.25 category was considered the reference level. Non-differential measurement error can lead to biased results in the quantitative evaluation of ELISA and the direction is not always towards the null value.</p>
url http://www.ete-online.com/content/3/1/7
work_keys_str_mv AT fosgategt nondifferentialmeasurementerrordoesnotalwaysbiasdiagnosticlikelihoodratiostowardsthenull
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