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Nested Group Testing Procedure
We investigated the false-negative, true-negative, false-positive, and true-positive predictive values from a general group testing procedure for a heterogeneous population. We show that its false (true)-negative predictive value of a specimen is larger (smaller), and the false (true)-positive predi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525165/ https://www.ncbi.nlm.nih.gov/pubmed/36213843 http://dx.doi.org/10.1007/s40304-021-00269-0 |
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author | Xiong, Wenjun Ding, Juan Zhang, Wei Liu, Aiyi Li, Qizhai |
author_facet | Xiong, Wenjun Ding, Juan Zhang, Wei Liu, Aiyi Li, Qizhai |
author_sort | Xiong, Wenjun |
collection | PubMed |
description | We investigated the false-negative, true-negative, false-positive, and true-positive predictive values from a general group testing procedure for a heterogeneous population. We show that its false (true)-negative predictive value of a specimen is larger (smaller), and the false (true)-positive predictive value is smaller (larger) than that from individual testing procedure, where the former is in aversion. Then we propose a nested group testing procedure, and show that it can keep the sterling characteristics and also improve the false-negative predictive values for a specimen, not larger than that from individual testing. These characteristics are studied from both theoretical and numerical points of view. The nested group testing procedure is better than individual testing on both false-positive and false-negative predictive values, while retains the efficiency as a basic characteristic of a group testing procedure. Applications to Dorfman’s, Halving and Sterrett procedures are discussed. Results from extensive simulation studies and an application to malaria infection in microscopy-negative Malawian women exemplify the findings. |
format | Online Article Text |
id | pubmed-9525165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-95251652022-10-03 Nested Group Testing Procedure Xiong, Wenjun Ding, Juan Zhang, Wei Liu, Aiyi Li, Qizhai Commun Math Stat Article We investigated the false-negative, true-negative, false-positive, and true-positive predictive values from a general group testing procedure for a heterogeneous population. We show that its false (true)-negative predictive value of a specimen is larger (smaller), and the false (true)-positive predictive value is smaller (larger) than that from individual testing procedure, where the former is in aversion. Then we propose a nested group testing procedure, and show that it can keep the sterling characteristics and also improve the false-negative predictive values for a specimen, not larger than that from individual testing. These characteristics are studied from both theoretical and numerical points of view. The nested group testing procedure is better than individual testing on both false-positive and false-negative predictive values, while retains the efficiency as a basic characteristic of a group testing procedure. Applications to Dorfman’s, Halving and Sterrett procedures are discussed. Results from extensive simulation studies and an application to malaria infection in microscopy-negative Malawian women exemplify the findings. Springer Berlin Heidelberg 2022-10-01 /pmc/articles/PMC9525165/ /pubmed/36213843 http://dx.doi.org/10.1007/s40304-021-00269-0 Text en © School of Mathematical Sciences, University of Science and Technology of China and Springer-Verlag GmbH Germany, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Xiong, Wenjun Ding, Juan Zhang, Wei Liu, Aiyi Li, Qizhai Nested Group Testing Procedure |
title | Nested Group Testing Procedure |
title_full | Nested Group Testing Procedure |
title_fullStr | Nested Group Testing Procedure |
title_full_unstemmed | Nested Group Testing Procedure |
title_short | Nested Group Testing Procedure |
title_sort | nested group testing procedure |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525165/ https://www.ncbi.nlm.nih.gov/pubmed/36213843 http://dx.doi.org/10.1007/s40304-021-00269-0 |
work_keys_str_mv | AT xiongwenjun nestedgrouptestingprocedure AT dingjuan nestedgrouptestingprocedure AT zhangwei nestedgrouptestingprocedure AT liuaiyi nestedgrouptestingprocedure AT liqizhai nestedgrouptestingprocedure |