Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements

Abstract Digital contact tracing approaches based on Bluetooth low energy (BLE) have the potential to efficiently contain and delay outbreaks of infectious diseases such as the ongoing SARS-CoV-2 pandemic. In this work we propose a machine learning based approach to reliably detect subjects that hav...

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Autores principales: Felix Sattler, Jackie Ma, Patrick Wagner, David Neumann, Markus Wenzel, Ralf Schäfer, Wojciech Samek, Klaus-Robert Müller, Thomas Wiegand
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Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/b9e0aea758e242848b57b9e08fe2a1eb
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spelling oai:doaj.org-article:b9e0aea758e242848b57b9e08fe2a1eb2021-12-02T18:01:46ZRisk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements10.1038/s41746-020-00340-02398-6352https://doaj.org/article/b9e0aea758e242848b57b9e08fe2a1eb2020-10-01T00:00:00Zhttps://doi.org/10.1038/s41746-020-00340-0https://doaj.org/toc/2398-6352Abstract Digital contact tracing approaches based on Bluetooth low energy (BLE) have the potential to efficiently contain and delay outbreaks of infectious diseases such as the ongoing SARS-CoV-2 pandemic. In this work we propose a machine learning based approach to reliably detect subjects that have spent enough time in close proximity to be at risk of being infected. Our study is an important proof of concept that will aid the battery of epidemiological policies aiming to slow down the rapid spread of COVID-19.Felix SattlerJackie MaPatrick WagnerDavid NeumannMarkus WenzelRalf SchäferWojciech SamekKlaus-Robert MüllerThomas WiegandNature PortfolioarticleComputer applications to medicine. Medical informaticsR858-859.7ENnpj Digital Medicine, Vol 3, Iss 1, Pp 1-4 (2020)
institution DOAJ
collection DOAJ
language EN
topic Computer applications to medicine. Medical informatics
R858-859.7
spellingShingle Computer applications to medicine. Medical informatics
R858-859.7
Felix Sattler
Jackie Ma
Patrick Wagner
David Neumann
Markus Wenzel
Ralf Schäfer
Wojciech Samek
Klaus-Robert Müller
Thomas Wiegand
Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
description Abstract Digital contact tracing approaches based on Bluetooth low energy (BLE) have the potential to efficiently contain and delay outbreaks of infectious diseases such as the ongoing SARS-CoV-2 pandemic. In this work we propose a machine learning based approach to reliably detect subjects that have spent enough time in close proximity to be at risk of being infected. Our study is an important proof of concept that will aid the battery of epidemiological policies aiming to slow down the rapid spread of COVID-19.
format article
author Felix Sattler
Jackie Ma
Patrick Wagner
David Neumann
Markus Wenzel
Ralf Schäfer
Wojciech Samek
Klaus-Robert Müller
Thomas Wiegand
author_facet Felix Sattler
Jackie Ma
Patrick Wagner
David Neumann
Markus Wenzel
Ralf Schäfer
Wojciech Samek
Klaus-Robert Müller
Thomas Wiegand
author_sort Felix Sattler
title Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
title_short Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
title_full Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
title_fullStr Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
title_full_unstemmed Risk estimation of SARS-CoV-2 transmission from bluetooth low energy measurements
title_sort risk estimation of sars-cov-2 transmission from bluetooth low energy measurements
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/b9e0aea758e242848b57b9e08fe2a1eb
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