The need for external validation in machine olfaction: emphasis on health-related applications

Over the last two decades, electronic nose research has produced thousands of research works. Many of them were describing the ability of the e-nose technology to solve diverse applications in domains ranging from food technology to safety, security, or health. It is, in fact, in the biomedical fiel...

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Detalles Bibliográficos
Autor: Marco Colás, Santiago
Tipo de recurso: artículo
Estado:Versión aceptada para publicación
Fecha de publicación:2014
País:España
Institución:Universidad de Barcelona
Repositorio:Dipòsit Digital de la UB
OAI Identifier:oai:diposit.ub.edu:2445/187914
Acceso en línea:https://hdl.handle.net/2445/187914
Access Level:acceso abierto
Palabra clave:Detectors químics
Olfacte
Nas
Chemical detectors
Smell
Nose
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spelling The need for external validation in machine olfaction: emphasis on health-related applicationsMarco Colás, SantiagoDetectors químicsOlfacteNasChemical detectorsSmellNoseOver the last two decades, electronic nose research has produced thousands of research works. Many of them were describing the ability of the e-nose technology to solve diverse applications in domains ranging from food technology to safety, security, or health. It is, in fact, in the biomedical field where e-nose technology is finding a research niche in the last years. Although few success stories exist, most described applications never found the road to industrial or clinical exploitation. Most described methodologies were not reliable and were plagued by numerous problems that prevented practical application beyond the lab. This work emphasizes the need of external validation in machine olfaction. I describe some statistical and methodological pitfalls of the e-nose practice and I give some best practice recommendations for researchers in the field.Springer Verlag2014info:eu-repo/semantics/articleinfo:eu-repo/semantics/acceptedVersionapplication/pdfhttps://hdl.handle.net/2445/187914Articles publicats en revistes (Enginyeria Electrònica i Biomèdica)reponame:Dipòsit Digital de la UBinstname:Universidad de BarcelonaInglésVersió postprint del document publicat a: https://doi.org/10.1007/s00216-014-7807-7Analytical and Bioanalytical Chemistry, 2014, vol. 406, num. 16, p. 3941-3956https://doi.org/10.1007/s00216-014-7807-7(c) Springer Verlag, 2014info:eu-repo/semantics/openAccessoai:diposit.ub.edu:2445/1879142026-05-27T06:46:51Z
dc.title.none.fl_str_mv The need for external validation in machine olfaction: emphasis on health-related applications
title The need for external validation in machine olfaction: emphasis on health-related applications
spellingShingle The need for external validation in machine olfaction: emphasis on health-related applications
Marco Colás, Santiago
Detectors químics
Olfacte
Nas
Chemical detectors
Smell
Nose
title_short The need for external validation in machine olfaction: emphasis on health-related applications
title_full The need for external validation in machine olfaction: emphasis on health-related applications
title_fullStr The need for external validation in machine olfaction: emphasis on health-related applications
title_full_unstemmed The need for external validation in machine olfaction: emphasis on health-related applications
title_sort The need for external validation in machine olfaction: emphasis on health-related applications
dc.creator.none.fl_str_mv Marco Colás, Santiago
author Marco Colás, Santiago
author_facet Marco Colás, Santiago
author_role author
dc.subject.none.fl_str_mv Detectors químics
Olfacte
Nas
Chemical detectors
Smell
Nose
topic Detectors químics
Olfacte
Nas
Chemical detectors
Smell
Nose
description Over the last two decades, electronic nose research has produced thousands of research works. Many of them were describing the ability of the e-nose technology to solve diverse applications in domains ranging from food technology to safety, security, or health. It is, in fact, in the biomedical field where e-nose technology is finding a research niche in the last years. Although few success stories exist, most described applications never found the road to industrial or clinical exploitation. Most described methodologies were not reliable and were plagued by numerous problems that prevented practical application beyond the lab. This work emphasizes the need of external validation in machine olfaction. I describe some statistical and methodological pitfalls of the e-nose practice and I give some best practice recommendations for researchers in the field.
publishDate 2014
dc.date.none.fl_str_mv 2014
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/acceptedVersion
format article
status_str acceptedVersion
dc.identifier.none.fl_str_mv https://hdl.handle.net/2445/187914
url https://hdl.handle.net/2445/187914
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv Versió postprint del document publicat a: https://doi.org/10.1007/s00216-014-7807-7
Analytical and Bioanalytical Chemistry, 2014, vol. 406, num. 16, p. 3941-3956
https://doi.org/10.1007/s00216-014-7807-7
dc.rights.none.fl_str_mv (c) Springer Verlag, 2014
info:eu-repo/semantics/openAccess
rights_invalid_str_mv (c) Springer Verlag, 2014
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer Verlag
publisher.none.fl_str_mv Springer Verlag
dc.source.none.fl_str_mv Articles publicats en revistes (Enginyeria Electrònica i Biomèdica)
reponame:Dipòsit Digital de la UB
instname:Universidad de Barcelona
instname_str Universidad de Barcelona
reponame_str Dipòsit Digital de la UB
collection Dipòsit Digital de la UB
repository.name.fl_str_mv
repository.mail.fl_str_mv
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