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What do you mean by false positive

Misunderstandings regarding the term “false positive” present a significant hurdle to broad adoption of eDNA monitoring methods. Here, we identify three challenges to clear communication of false-positive error between scientists, managers, and the public. The first arises from a failure to distingu...

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Autores principales: Darling, John A., Jerde, Christopher L., Sepulveda, Adam J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8941663/
https://www.ncbi.nlm.nih.gov/pubmed/35330629
http://dx.doi.org/10.1002/edn3.194
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author Darling, John A.
Jerde, Christopher L.
Sepulveda, Adam J.
author_facet Darling, John A.
Jerde, Christopher L.
Sepulveda, Adam J.
author_sort Darling, John A.
collection PubMed
description Misunderstandings regarding the term “false positive” present a significant hurdle to broad adoption of eDNA monitoring methods. Here, we identify three challenges to clear communication of false-positive error between scientists, managers, and the public. The first arises from a failure to distinguish between false-positive eDNA detection at the sample level and false-positive inference of taxa presence at the site level. The second is based on the large proportion of false positives that may occur when true-positive detections are likely to be rare, even when rates of contamination or other error are low. And the third misunderstanding occurs when conventional species detection approaches, often based on direct capture, are used to confirm eDNA approaches without acknowledging or quantifying the conventional approach’s detection probability. The solutions to these issues include careful and consistent communication of error definitions, managing expectations of error rates, and providing a balanced discussion not only of alternative sources of species DNA, but also of the detection limitations of conventional methods. We argue that the benefit of addressing these misunderstandings will be increased confidence in the utility of eDNA methods and, ultimately, improved resource management using eDNA approaches. The term false positive is often misused in eDNA research and natural resource management. There are issues of scale of inference, the base rate fallacy, and confirmation errors using conventional methods of detection. We offer a perspective to guide discussions of errors in species detection.
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spelling pubmed-89416632022-03-23 What do you mean by false positive Darling, John A. Jerde, Christopher L. Sepulveda, Adam J. Environ DNA Article Misunderstandings regarding the term “false positive” present a significant hurdle to broad adoption of eDNA monitoring methods. Here, we identify three challenges to clear communication of false-positive error between scientists, managers, and the public. The first arises from a failure to distinguish between false-positive eDNA detection at the sample level and false-positive inference of taxa presence at the site level. The second is based on the large proportion of false positives that may occur when true-positive detections are likely to be rare, even when rates of contamination or other error are low. And the third misunderstanding occurs when conventional species detection approaches, often based on direct capture, are used to confirm eDNA approaches without acknowledging or quantifying the conventional approach’s detection probability. The solutions to these issues include careful and consistent communication of error definitions, managing expectations of error rates, and providing a balanced discussion not only of alternative sources of species DNA, but also of the detection limitations of conventional methods. We argue that the benefit of addressing these misunderstandings will be increased confidence in the utility of eDNA methods and, ultimately, improved resource management using eDNA approaches. The term false positive is often misused in eDNA research and natural resource management. There are issues of scale of inference, the base rate fallacy, and confirmation errors using conventional methods of detection. We offer a perspective to guide discussions of errors in species detection. 2020-11-25 /pmc/articles/PMC8941663/ /pubmed/35330629 http://dx.doi.org/10.1002/edn3.194 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.
spellingShingle Article
Darling, John A.
Jerde, Christopher L.
Sepulveda, Adam J.
What do you mean by false positive
title What do you mean by false positive
title_full What do you mean by false positive
title_fullStr What do you mean by false positive
title_full_unstemmed What do you mean by false positive
title_short What do you mean by false positive
title_sort what do you mean by false positive
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8941663/
https://www.ncbi.nlm.nih.gov/pubmed/35330629
http://dx.doi.org/10.1002/edn3.194
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