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Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies

INTRODUCTION: A lack of standardization with accelerometry-based monitors has made it hard to advance applications for both research and practice. Resolving these challenges is essential for developing methods for consistent, agnostic reporting of physical activity outcomes from wearable monitors in...

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Autores principales: WELK, GREGORY J., BAI, YANG, LEE, JUNG-MIN, GODINO, JOB, SAINT-MAURICE, PEDRO F., CARR, LUCAS
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6693923/
https://www.ncbi.nlm.nih.gov/pubmed/30913159
http://dx.doi.org/10.1249/MSS.0000000000001966
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author WELK, GREGORY J.
BAI, YANG
LEE, JUNG-MIN
GODINO, JOB
SAINT-MAURICE, PEDRO F.
CARR, LUCAS
author_facet WELK, GREGORY J.
BAI, YANG
LEE, JUNG-MIN
GODINO, JOB
SAINT-MAURICE, PEDRO F.
CARR, LUCAS
author_sort WELK, GREGORY J.
collection PubMed
description INTRODUCTION: A lack of standardization with accelerometry-based monitors has made it hard to advance applications for both research and practice. Resolving these challenges is essential for developing methods for consistent, agnostic reporting of physical activity outcomes from wearable monitors in clinical applications. METHODS: This article reviewed the literature on the methods used to evaluate the validity of contemporary consumer activity monitors. A rationale for focusing on energy expenditure as a key outcome measure in validation studies was provided followed by a summary of the strengths and limitations of different analytical methods. The primary review included 23 recent validation studies that collectively reported energy expenditure estimates from 58 monitors relative to values from appropriate criterion measures. RESULTS: The majority of studies reported weak indicators such as correlation coefficients (87%), but only half (52%) reported the recommended summary statistic of mean absolute percent error needed to evaluate actual individual error. Fewer used appropriate tests of agreement such as equivalence testing (22%). CONCLUSIONS: The use of inappropriate analytic methods and incomplete reporting of outcomes is a major limitation for systematically advancing research with both research grade and consumer-grade activity monitors. Guidelines are provided to standardize analytic methods and reporting in these types of studies to enhance the utility of the devices for clinical mHealth applications.
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spelling pubmed-66939232019-09-17 Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies WELK, GREGORY J. BAI, YANG LEE, JUNG-MIN GODINO, JOB SAINT-MAURICE, PEDRO F. CARR, LUCAS Med Sci Sports Exerc SPECIAL COMMUNICATIONS: Methodological Advances INTRODUCTION: A lack of standardization with accelerometry-based monitors has made it hard to advance applications for both research and practice. Resolving these challenges is essential for developing methods for consistent, agnostic reporting of physical activity outcomes from wearable monitors in clinical applications. METHODS: This article reviewed the literature on the methods used to evaluate the validity of contemporary consumer activity monitors. A rationale for focusing on energy expenditure as a key outcome measure in validation studies was provided followed by a summary of the strengths and limitations of different analytical methods. The primary review included 23 recent validation studies that collectively reported energy expenditure estimates from 58 monitors relative to values from appropriate criterion measures. RESULTS: The majority of studies reported weak indicators such as correlation coefficients (87%), but only half (52%) reported the recommended summary statistic of mean absolute percent error needed to evaluate actual individual error. Fewer used appropriate tests of agreement such as equivalence testing (22%). CONCLUSIONS: The use of inappropriate analytic methods and incomplete reporting of outcomes is a major limitation for systematically advancing research with both research grade and consumer-grade activity monitors. Guidelines are provided to standardize analytic methods and reporting in these types of studies to enhance the utility of the devices for clinical mHealth applications. Lippincott Williams & Wilkins 2019-08 2019-03-19 /pmc/articles/PMC6693923/ /pubmed/30913159 http://dx.doi.org/10.1249/MSS.0000000000001966 Text en Copyright © 2019 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American College of Sports Medicine. This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (http://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
spellingShingle SPECIAL COMMUNICATIONS: Methodological Advances
WELK, GREGORY J.
BAI, YANG
LEE, JUNG-MIN
GODINO, JOB
SAINT-MAURICE, PEDRO F.
CARR, LUCAS
Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title_full Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title_fullStr Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title_full_unstemmed Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title_short Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies
title_sort standardizing analytic methods and reporting in activity monitor validation studies
topic SPECIAL COMMUNICATIONS: Methodological Advances
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6693923/
https://www.ncbi.nlm.nih.gov/pubmed/30913159
http://dx.doi.org/10.1249/MSS.0000000000001966
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