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A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies

During the next phase of COVID-19 outbreak, mobile applications could be the most used and proposed technical solution for monitoring and tracking, by acquiring data from subgroups of the population. A possible problem could be data fragmentation, which could lead to three harmful effects: i) data c...

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Autores principales: Ravizza, Alice, Sternini, Federico, Molinari, Filippo, Santoro, Eugenio, Cabitza, Federico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Author(s). Published by Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7898976/
https://www.ncbi.nlm.nih.gov/pubmed/33643497
http://dx.doi.org/10.1016/j.procs.2021.01.206
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author Ravizza, Alice
Sternini, Federico
Molinari, Filippo
Santoro, Eugenio
Cabitza, Federico
author_facet Ravizza, Alice
Sternini, Federico
Molinari, Filippo
Santoro, Eugenio
Cabitza, Federico
author_sort Ravizza, Alice
collection PubMed
description During the next phase of COVID-19 outbreak, mobile applications could be the most used and proposed technical solution for monitoring and tracking, by acquiring data from subgroups of the population. A possible problem could be data fragmentation, which could lead to three harmful effects: i) data could not cover the minimum percentage of the people for monitoring efficacy, ii) it could be heavily biased due to different data collection policies, and iii) the app could not monitor subjects moving across different zones or countries. A common approach could solve these problems, defining requirements for the selection of observed data and technical specifications for the complete interoperability between different solutions. This work aims to integrate the international framework of requirements in order to mitigate the known issues and to suggest a method for clinical data collection that ensures to researchers and public health institution significant and reliable data. First, we propose to identify which data is relevant for COVID-19 monitoring through literature and guidelines review. Then we analysed how the currently available guidelines for COVID-19 monitoring applications drafted by European Union and World Health Organization face the issues listed before. Eventually we proposed the first draft of integration of current guidelines.
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spelling pubmed-78989762021-02-23 A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies Ravizza, Alice Sternini, Federico Molinari, Filippo Santoro, Eugenio Cabitza, Federico Procedia Comput Sci Article During the next phase of COVID-19 outbreak, mobile applications could be the most used and proposed technical solution for monitoring and tracking, by acquiring data from subgroups of the population. A possible problem could be data fragmentation, which could lead to three harmful effects: i) data could not cover the minimum percentage of the people for monitoring efficacy, ii) it could be heavily biased due to different data collection policies, and iii) the app could not monitor subjects moving across different zones or countries. A common approach could solve these problems, defining requirements for the selection of observed data and technical specifications for the complete interoperability between different solutions. This work aims to integrate the international framework of requirements in order to mitigate the known issues and to suggest a method for clinical data collection that ensures to researchers and public health institution significant and reliable data. First, we propose to identify which data is relevant for COVID-19 monitoring through literature and guidelines review. Then we analysed how the currently available guidelines for COVID-19 monitoring applications drafted by European Union and World Health Organization face the issues listed before. Eventually we proposed the first draft of integration of current guidelines. The Author(s). Published by Elsevier B.V. 2021 2021-02-22 /pmc/articles/PMC7898976/ /pubmed/33643497 http://dx.doi.org/10.1016/j.procs.2021.01.206 Text en © 2021 The Author(s). Published by Elsevier B.V. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Ravizza, Alice
Sternini, Federico
Molinari, Filippo
Santoro, Eugenio
Cabitza, Federico
A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title_full A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title_fullStr A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title_full_unstemmed A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title_short A Proposal For COVID-19 Applications Enabling Extensive Epidemiological Studies
title_sort proposal for covid-19 applications enabling extensive epidemiological studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7898976/
https://www.ncbi.nlm.nih.gov/pubmed/33643497
http://dx.doi.org/10.1016/j.procs.2021.01.206
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