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Associations Between Digital Health Intervention Engagement, Physical Activity, and Sedentary Behavior: Systematic Review and Meta-analysis

The effectiveness of digital health interventions is commonly assumed to be related to the level of user engagement with the digital health intervention, including measures of both digital health intervention use and users' subjective experience. However, little is known about the relationships...

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Published in:Journal of medical Internet research 2021-02, Vol.23 (2), p.e23180-e23180
Main Authors: Mclaughlin, Matthew, Delaney, Tessa, Hall, Alix, Byaruhanga, Judith, Mackie, Paul, Grady, Alice, Reilly, Kathryn, Campbell, Elizabeth, Sutherland, Rachel, Wiggers, John, Wolfenden, Luke
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Delaney, Tessa
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Wolfenden, Luke
description The effectiveness of digital health interventions is commonly assumed to be related to the level of user engagement with the digital health intervention, including measures of both digital health intervention use and users' subjective experience. However, little is known about the relationships between the measures of digital health intervention engagement and physical activity or sedentary behavior. This study aims to describe the direction and strength of the association between engagement with digital health interventions and physical activity or sedentary behavior in adults and explore whether the direction of association of digital health intervention engagement with physical activity or sedentary behavior varies with the type of engagement with the digital health intervention (ie, subjective experience, activities completed, time, and logins). Four databases were searched from inception to December 2019. Grey literature and reference lists of key systematic reviews and journals were also searched. Studies were eligible for inclusion if they examined a quantitative association between a measure of engagement with a digital health intervention targeting physical activity and a measure of physical activity or sedentary behavior in adults (aged ≥18 years). Studies that purposely sampled or recruited individuals on the basis of pre-existing health-related conditions were excluded. In addition, studies were excluded if the individual engaging with the digital health intervention was not the target of the physical activity intervention, the study had a non-digital health intervention component, or the digital health interventions targeted multiple health behaviors. A random effects meta-analysis and direction of association vote counting (for studies not included in meta-analysis) were used to address objective 1. Objective 2 used vote counting on the direction of the association. Overall, 10,653 unique citations were identified and 375 full texts were reviewed. Of these, 19 studies (26 associations) were included in the review, with no studies reporting a measure of sedentary behavior. A meta-analysis of 11 studies indicated a small statistically significant positive association between digital health engagement (based on all usage measures) and physical activity (0.08, 95% CI 0.01-0.14, SD 0.11). Heterogeneity was high, with 77% of the variation in the point estimates explained by the between-study heterogeneity. Vote counting indicated that the relations
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Studies were eligible for inclusion if they examined a quantitative association between a measure of engagement with a digital health intervention targeting physical activity and a measure of physical activity or sedentary behavior in adults (aged ≥18 years). Studies that purposely sampled or recruited individuals on the basis of pre-existing health-related conditions were excluded. In addition, studies were excluded if the individual engaging with the digital health intervention was not the target of the physical activity intervention, the study had a non-digital health intervention component, or the digital health interventions targeted multiple health behaviors. A random effects meta-analysis and direction of association vote counting (for studies not included in meta-analysis) were used to address objective 1. Objective 2 used vote counting on the direction of the association. Overall, 10,653 unique citations were identified and 375 full texts were reviewed. 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However, the direction of associations between physical activity and time-based measures of usage (time spent using the intervention) were mixed (2 of 5 associations supported the hypothesis, 2 were inconclusive, and 1 rejected the hypothesis). The findings indicate a weak but consistent positive association between engagement with a physical activity digital health intervention and physical activity outcomes. No studies have targeted sedentary behavior outcomes. 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language eng
recordid cdi_doaj_primary_oai_doaj_org_article_480f88a2e19c4e2a87aa45e66892784f
source Applied Social Sciences Index & Abstracts (ASSIA); Open Access: PubMed Central; Library & Information Science Abstracts (LISA); Publicly Available Content Database; Social Science Premium Collection; Library & Information Science Collection
subjects Adults
Cellular telephones
Citations
Counting
Exercise
Exercise - physiology
Female
Health behavior
Health Behavior - physiology
Health status
Humans
Internet-Based Intervention - trends
Intervention
Male
Meta-analysis
Physical activity
Portable computers
Prospective Studies
Public health
Random effects
Review
Search strategies
Sedentary
Sedentary Behavior
Smartphones
Systematic review
Telemedicine
Time use
title Associations Between Digital Health Intervention Engagement, Physical Activity, and Sedentary Behavior: Systematic Review and Meta-analysis
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-19T00%3A53%3A55IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Associations%20Between%20Digital%20Health%20Intervention%20Engagement,%20Physical%20Activity,%20and%20Sedentary%20Behavior:%20Systematic%20Review%20and%20Meta-analysis&rft.jtitle=Journal%20of%20medical%20Internet%20research&rft.au=Mclaughlin,%20Matthew&rft.date=2021-02-19&rft.volume=23&rft.issue=2&rft.spage=e23180&rft.epage=e23180&rft.pages=e23180-e23180&rft.issn=1438-8871&rft.eissn=1438-8871&rft_id=info:doi/10.2196/23180&rft_dat=%3Cproquest_doaj_%3E2491948781%3C/proquest_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c457t-98b18634069f7ba9ec36d04ceafb6837465bdc3d96f86410679fef80dd179a5a3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2610529820&rft_id=info:pmid/33605897&rfr_iscdi=true