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Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network

Consumer wearable and smartphone devices provide an accessible means to objectively measure physical activity (PA) through step counts. With the increasing proliferation of this technology, consumers, practitioners and researchers are interested in leveraging these devices as a means to track and fa...

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Autores principales: Johnston, William, Judice, Pedro B, Molina García, Pablo, Mühlen, Jan M, Lykke Skovgaard, Esben, Stang, Julie, Schumann, Moritz, Cheng, Shulin, Bloch, Wilhelm, Brønd, Jan Christian, Ekelund, Ulf, Grøntved, Anders, Caulfield, Brian, Ortega, Francisco B, Sardinha, Luis B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8273687/
https://www.ncbi.nlm.nih.gov/pubmed/33361276
http://dx.doi.org/10.1136/bjsports-2020-103147
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author Johnston, William
Judice, Pedro B
Molina García, Pablo
Mühlen, Jan M
Lykke Skovgaard, Esben
Stang, Julie
Schumann, Moritz
Cheng, Shulin
Bloch, Wilhelm
Brønd, Jan Christian
Ekelund, Ulf
Grøntved, Anders
Caulfield, Brian
Ortega, Francisco B
Sardinha, Luis B
author_facet Johnston, William
Judice, Pedro B
Molina García, Pablo
Mühlen, Jan M
Lykke Skovgaard, Esben
Stang, Julie
Schumann, Moritz
Cheng, Shulin
Bloch, Wilhelm
Brønd, Jan Christian
Ekelund, Ulf
Grøntved, Anders
Caulfield, Brian
Ortega, Francisco B
Sardinha, Luis B
author_sort Johnston, William
collection PubMed
description Consumer wearable and smartphone devices provide an accessible means to objectively measure physical activity (PA) through step counts. With the increasing proliferation of this technology, consumers, practitioners and researchers are interested in leveraging these devices as a means to track and facilitate PA behavioural change. However, while the acceptance of these devices is increasing, the validity of many consumer devices have not been rigorously and transparently evaluated. The Towards Intelligent Health and Well-Being Network of Physical Activity Assessment (INTERLIVE) is a joint European initiative of six universities and one industrial partner. The consortium was founded in 2019 and strives to develop best-practice recommendations for evaluating the validity of consumer wearables and smartphones. This expert statement presents a best-practice consumer wearable and smartphone step counter validation protocol. A two-step process was used to aggregate data and form a scientific foundation for the development of an optimal and feasible validation protocol: (1) a systematic literature review and (2) additional searches of the wider literature pertaining to factors that may introduce bias during the validation of these devices. The systematic literature review process identified 2897 potential articles, with 85 articles deemed eligible for the final dataset. From the synthesised data, we identified a set of six key domains to be considered during design and reporting of validation studies: target population, criterion measure, index measure, validation conditions, data processing and statistical analysis. Based on these six domains, a set of key variables of interest were identified and a ‘basic’ and ‘advanced’ multistage protocol for the validation of consumer wearable and smartphone step counters was developed. The INTERLIVE consortium recommends that the proposed protocol is used when considering the validation of any consumer wearable or smartphone step counter. Checklists have been provided to guide validation protocol development and reporting. The network also provide guidance for future research activities, highlighting the imminent need for the development of feasible alternative ‘gold-standard’ criterion measures for free-living validation. Adherence to these validation and reporting standards will help ensure methodological and reporting consistency, facilitating comparison between consumer devices. Ultimately, this will ensure that as these devices are integrated into standard medical care, consumers, practitioners, industry and researchers can use this technology safely and to its full potential.
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spelling pubmed-82736872021-07-23 Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network Johnston, William Judice, Pedro B Molina García, Pablo Mühlen, Jan M Lykke Skovgaard, Esben Stang, Julie Schumann, Moritz Cheng, Shulin Bloch, Wilhelm Brønd, Jan Christian Ekelund, Ulf Grøntved, Anders Caulfield, Brian Ortega, Francisco B Sardinha, Luis B Br J Sports Med Consensus Statement Consumer wearable and smartphone devices provide an accessible means to objectively measure physical activity (PA) through step counts. With the increasing proliferation of this technology, consumers, practitioners and researchers are interested in leveraging these devices as a means to track and facilitate PA behavioural change. However, while the acceptance of these devices is increasing, the validity of many consumer devices have not been rigorously and transparently evaluated. The Towards Intelligent Health and Well-Being Network of Physical Activity Assessment (INTERLIVE) is a joint European initiative of six universities and one industrial partner. The consortium was founded in 2019 and strives to develop best-practice recommendations for evaluating the validity of consumer wearables and smartphones. This expert statement presents a best-practice consumer wearable and smartphone step counter validation protocol. A two-step process was used to aggregate data and form a scientific foundation for the development of an optimal and feasible validation protocol: (1) a systematic literature review and (2) additional searches of the wider literature pertaining to factors that may introduce bias during the validation of these devices. The systematic literature review process identified 2897 potential articles, with 85 articles deemed eligible for the final dataset. From the synthesised data, we identified a set of six key domains to be considered during design and reporting of validation studies: target population, criterion measure, index measure, validation conditions, data processing and statistical analysis. Based on these six domains, a set of key variables of interest were identified and a ‘basic’ and ‘advanced’ multistage protocol for the validation of consumer wearable and smartphone step counters was developed. The INTERLIVE consortium recommends that the proposed protocol is used when considering the validation of any consumer wearable or smartphone step counter. Checklists have been provided to guide validation protocol development and reporting. The network also provide guidance for future research activities, highlighting the imminent need for the development of feasible alternative ‘gold-standard’ criterion measures for free-living validation. Adherence to these validation and reporting standards will help ensure methodological and reporting consistency, facilitating comparison between consumer devices. Ultimately, this will ensure that as these devices are integrated into standard medical care, consumers, practitioners, industry and researchers can use this technology safely and to its full potential. BMJ Publishing Group 2021-07 2020-12-24 /pmc/articles/PMC8273687/ /pubmed/33361276 http://dx.doi.org/10.1136/bjsports-2020-103147 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/.
spellingShingle Consensus Statement
Johnston, William
Judice, Pedro B
Molina García, Pablo
Mühlen, Jan M
Lykke Skovgaard, Esben
Stang, Julie
Schumann, Moritz
Cheng, Shulin
Bloch, Wilhelm
Brønd, Jan Christian
Ekelund, Ulf
Grøntved, Anders
Caulfield, Brian
Ortega, Francisco B
Sardinha, Luis B
Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title_full Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title_fullStr Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title_full_unstemmed Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title_short Recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the INTERLIVE network
title_sort recommendations for determining the validity of consumer wearable and smartphone step count: expert statement and checklist of the interlive network
topic Consensus Statement
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8273687/
https://www.ncbi.nlm.nih.gov/pubmed/33361276
http://dx.doi.org/10.1136/bjsports-2020-103147
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