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

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 categorie...

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Autor principal: Fosgate, GT
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2006
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1550225/
https://www.ncbi.nlm.nih.gov/pubmed/16846512
http://dx.doi.org/10.1186/1742-7622-3-7
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author Fosgate, GT
author_facet Fosgate, GT
author_sort Fosgate, GT
collection PubMed
description 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.
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spelling pubmed-15502252006-08-17 Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null Fosgate, GT Emerg Themes Epidemiol Analytic Perspective 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. BioMed Central 2006-07-17 /pmc/articles/PMC1550225/ /pubmed/16846512 http://dx.doi.org/10.1186/1742-7622-3-7 Text en Copyright © 2006 Fosgate; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Analytic Perspective
Fosgate, GT
Non-differential measurement error does not always bias diagnostic likelihood ratios towards the null
title 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_short 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
topic Analytic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1550225/
https://www.ncbi.nlm.nih.gov/pubmed/16846512
http://dx.doi.org/10.1186/1742-7622-3-7
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