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Adaptive Goals and Reinforcement Timing to Increase Physical Activity in Adults: A Factorial Randomized Trial
Potent lifestyle interventions to increase moderate-to-vigorous physical activity are urgently needed for population-level chronic disease prevention. This trial tested the independent and joint effects of a mobile health system automating adaptive goal setting and immediate financial reinforcement...
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Published in: | American journal of preventive medicine 2022-02, Vol.62 (2), p.e57-e68 |
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container_title | American journal of preventive medicine |
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creator | Adams, Marc A. Todd, Michael Angadi, Siddhartha S. Hurley, Jane C. Stecher, Chad Berardi, Vincent Phillips, Christine B. McEntee, Mindy L. Hovell, Melbourne F. Hooker, Steven P. |
description | Potent lifestyle interventions to increase moderate-to-vigorous physical activity are urgently needed for population-level chronic disease prevention. This trial tested the independent and joint effects of a mobile health system automating adaptive goal setting and immediate financial reinforcement for increasing daily walking among insufficiently active adults.
Participants were randomized into a 2 (adaptive versus static goal setting) X 2 (immediate versus delayed financial incentive timing) condition factorial trial to increase walking.
Participants (N=512 adults) were recruited between 2016 and 2018 and were 64.5% female, aged 18–60 years, 18.8% Hispanic, 6.1% African American, and 83% White.
Principles of reinforcement and behavioral economics directed intervention design.
Participants wore accelerometers daily (133,876 day-level observations) that remotely measured moderate-to-vigorous physical activity bout minutes of ≥3 minutes/day for 1 year. Primary outcomes were between-condition differences in (1) engaging ≥1 bout of moderate-to-vigorous physical activity on each day and (2) on days with ≥1 bout, daily total moderate-to-vigorous physical activity minutes.
Mixed-effects hurdle models tested treatment group X phase (time) interactions using an intent-to-treat approach in 2021. Engaging in any ambulatory moderate-to-vigorous physical activity was greater for Adaptive than for Static Goal groups (OR=2.34, 95% CI=2.10, 2.60 vs OR=1.66, 95% CI=1.50, 1.84; p |
doi_str_mv | 10.1016/j.amepre.2021.09.014 |
format | article |
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Participants were randomized into a 2 (adaptive versus static goal setting) X 2 (immediate versus delayed financial incentive timing) condition factorial trial to increase walking.
Participants (N=512 adults) were recruited between 2016 and 2018 and were 64.5% female, aged 18–60 years, 18.8% Hispanic, 6.1% African American, and 83% White.
Principles of reinforcement and behavioral economics directed intervention design.
Participants wore accelerometers daily (133,876 day-level observations) that remotely measured moderate-to-vigorous physical activity bout minutes of ≥3 minutes/day for 1 year. Primary outcomes were between-condition differences in (1) engaging ≥1 bout of moderate-to-vigorous physical activity on each day and (2) on days with ≥1 bout, daily total moderate-to-vigorous physical activity minutes.
Mixed-effects hurdle models tested treatment group X phase (time) interactions using an intent-to-treat approach in 2021. Engaging in any ambulatory moderate-to-vigorous physical activity was greater for Adaptive than for Static Goal groups (OR=2.34, 95% CI=2.10, 2.60 vs OR=1.66, 95% CI=1.50, 1.84; p<0.001) and for Immediate than for Static Reinforcement groups (OR=2.16 95% CI=1.94, 2.40 vs OR=1.77, 95% CI=1.59, 1.97; p<0.01). The Immediate Reinforcement group increased by 16.54 moderate-to-vigorous physical activity minutes/day, whereas the Delayed Reinforcement group increased by 9.91 minutes/day (p<0.001). The combined Adaptive Goals + Immediate Reinforcement group increased by 16.52 moderate-to-vigorous physical activity minutes/day, significantly more than that of either Delayed Reinforcement group.
This study offers automated and scalable–behavior change strategies for increasing walking among adults most at-risk for chronic diseases attributed to sedentary lifestyles.
This study is registered at www.clinicaltrials.gov (ClinicalTrials.gov Identifier: NCT02717663).</description><identifier>ISSN: 0749-3797</identifier><identifier>ISSN: 1873-2607</identifier><identifier>EISSN: 1873-2607</identifier><identifier>DOI: 10.1016/j.amepre.2021.09.014</identifier><identifier>PMID: 35000693</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Adult ; Exercise ; Female ; Goals ; Humans ; Male ; Motivation ; Sedentary Behavior ; Walking</subject><ispartof>American journal of preventive medicine, 2022-02, Vol.62 (2), p.e57-e68</ispartof><rights>2021 American Journal of Preventive Medicine</rights><rights>Copyright © 2021 American Journal of Preventive Medicine. Published by Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c463t-87f874dfd31195b824b840786de2fb62b25091b1ada2bc34fc6341f7c6fb15db3</citedby><cites>FETCH-LOGICAL-c463t-87f874dfd31195b824b840786de2fb62b25091b1ada2bc34fc6341f7c6fb15db3</cites><orcidid>0000-0003-2218-3306 ; 0000-0003-1671-4940 ; 0000-0001-6310-1472 ; 0000-0002-2932-7926 ; 0000-0001-9760-6241 ; 0000-0002-3467-8413</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35000693$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Adams, Marc A.</creatorcontrib><creatorcontrib>Todd, Michael</creatorcontrib><creatorcontrib>Angadi, Siddhartha S.</creatorcontrib><creatorcontrib>Hurley, Jane C.</creatorcontrib><creatorcontrib>Stecher, Chad</creatorcontrib><creatorcontrib>Berardi, Vincent</creatorcontrib><creatorcontrib>Phillips, Christine B.</creatorcontrib><creatorcontrib>McEntee, Mindy L.</creatorcontrib><creatorcontrib>Hovell, Melbourne F.</creatorcontrib><creatorcontrib>Hooker, Steven P.</creatorcontrib><title>Adaptive Goals and Reinforcement Timing to Increase Physical Activity in Adults: A Factorial Randomized Trial</title><title>American journal of preventive medicine</title><addtitle>Am J Prev Med</addtitle><description>Potent lifestyle interventions to increase moderate-to-vigorous physical activity are urgently needed for population-level chronic disease prevention. This trial tested the independent and joint effects of a mobile health system automating adaptive goal setting and immediate financial reinforcement for increasing daily walking among insufficiently active adults.
Participants were randomized into a 2 (adaptive versus static goal setting) X 2 (immediate versus delayed financial incentive timing) condition factorial trial to increase walking.
Participants (N=512 adults) were recruited between 2016 and 2018 and were 64.5% female, aged 18–60 years, 18.8% Hispanic, 6.1% African American, and 83% White.
Principles of reinforcement and behavioral economics directed intervention design.
Participants wore accelerometers daily (133,876 day-level observations) that remotely measured moderate-to-vigorous physical activity bout minutes of ≥3 minutes/day for 1 year. Primary outcomes were between-condition differences in (1) engaging ≥1 bout of moderate-to-vigorous physical activity on each day and (2) on days with ≥1 bout, daily total moderate-to-vigorous physical activity minutes.
Mixed-effects hurdle models tested treatment group X phase (time) interactions using an intent-to-treat approach in 2021. Engaging in any ambulatory moderate-to-vigorous physical activity was greater for Adaptive than for Static Goal groups (OR=2.34, 95% CI=2.10, 2.60 vs OR=1.66, 95% CI=1.50, 1.84; p<0.001) and for Immediate than for Static Reinforcement groups (OR=2.16 95% CI=1.94, 2.40 vs OR=1.77, 95% CI=1.59, 1.97; p<0.01). The Immediate Reinforcement group increased by 16.54 moderate-to-vigorous physical activity minutes/day, whereas the Delayed Reinforcement group increased by 9.91 minutes/day (p<0.001). The combined Adaptive Goals + Immediate Reinforcement group increased by 16.52 moderate-to-vigorous physical activity minutes/day, significantly more than that of either Delayed Reinforcement group.
This study offers automated and scalable–behavior change strategies for increasing walking among adults most at-risk for chronic diseases attributed to sedentary lifestyles.
This study is registered at www.clinicaltrials.gov (ClinicalTrials.gov Identifier: NCT02717663).</description><subject>Adult</subject><subject>Exercise</subject><subject>Female</subject><subject>Goals</subject><subject>Humans</subject><subject>Male</subject><subject>Motivation</subject><subject>Sedentary Behavior</subject><subject>Walking</subject><issn>0749-3797</issn><issn>1873-2607</issn><issn>1873-2607</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9UU1v1DAQtRCILoV_gJCPXBLsxLFjDkhRRT-kSqBqOVv-mLReJfFie1dafj1ebWnhwmlGM_Pem5mH0HtKakoo_7Sp9QzbCHVDGloTWRPKXqAV7UVbNZyIl2hFBJNVK6Q4Q29S2hBCRE_la3TWdiXnsl2heXB6m_0e8FXQU8J6cfgO_DKGaGGGJeO1n_1yj3PAN4uNoBPg7w-H5K2e8GAL1OcD9gse3G7K6TMe8KW2OURf-neFLsz-Fzi8PhbeoldjUYF3j_Ec_bj8ur64rm6_Xd1cDLeVZbzNVS_GXjA3upZS2Zm-YaZnZXfuoBkNb0zTEUkN1U43xrZstLxldBSWj4Z2zrTn6MuJd7szMzhb7oh6UtvoZx0PKmiv_u0s_kHdh73q-_JNIQrBx0eCGH7uIGU1-2RhmvQCYZdUw2nfUd5JUkbZadTGkFKE8UmGEnV0Sm3UySl1dEoRqYpTBfbh7xWfQH-seb4ByqP2HqJK1sNiwfkINisX_P8VfgOcf6iS</recordid><startdate>20220201</startdate><enddate>20220201</enddate><creator>Adams, Marc A.</creator><creator>Todd, Michael</creator><creator>Angadi, Siddhartha S.</creator><creator>Hurley, Jane C.</creator><creator>Stecher, Chad</creator><creator>Berardi, Vincent</creator><creator>Phillips, Christine B.</creator><creator>McEntee, Mindy L.</creator><creator>Hovell, Melbourne F.</creator><creator>Hooker, Steven P.</creator><general>Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-2218-3306</orcidid><orcidid>https://orcid.org/0000-0003-1671-4940</orcidid><orcidid>https://orcid.org/0000-0001-6310-1472</orcidid><orcidid>https://orcid.org/0000-0002-2932-7926</orcidid><orcidid>https://orcid.org/0000-0001-9760-6241</orcidid><orcidid>https://orcid.org/0000-0002-3467-8413</orcidid></search><sort><creationdate>20220201</creationdate><title>Adaptive Goals and Reinforcement Timing to Increase Physical Activity in Adults: A Factorial Randomized Trial</title><author>Adams, Marc A. ; Todd, Michael ; Angadi, Siddhartha S. ; Hurley, Jane C. ; Stecher, Chad ; Berardi, Vincent ; Phillips, Christine B. ; McEntee, Mindy L. ; Hovell, Melbourne F. ; Hooker, Steven P.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c463t-87f874dfd31195b824b840786de2fb62b25091b1ada2bc34fc6341f7c6fb15db3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Adult</topic><topic>Exercise</topic><topic>Female</topic><topic>Goals</topic><topic>Humans</topic><topic>Male</topic><topic>Motivation</topic><topic>Sedentary Behavior</topic><topic>Walking</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Adams, Marc A.</creatorcontrib><creatorcontrib>Todd, Michael</creatorcontrib><creatorcontrib>Angadi, Siddhartha S.</creatorcontrib><creatorcontrib>Hurley, Jane C.</creatorcontrib><creatorcontrib>Stecher, Chad</creatorcontrib><creatorcontrib>Berardi, Vincent</creatorcontrib><creatorcontrib>Phillips, Christine B.</creatorcontrib><creatorcontrib>McEntee, Mindy L.</creatorcontrib><creatorcontrib>Hovell, Melbourne F.</creatorcontrib><creatorcontrib>Hooker, Steven P.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>American journal of preventive medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Adams, Marc A.</au><au>Todd, Michael</au><au>Angadi, Siddhartha S.</au><au>Hurley, Jane C.</au><au>Stecher, Chad</au><au>Berardi, Vincent</au><au>Phillips, Christine B.</au><au>McEntee, Mindy L.</au><au>Hovell, Melbourne F.</au><au>Hooker, Steven P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Adaptive Goals and Reinforcement Timing to Increase Physical Activity in Adults: A Factorial Randomized Trial</atitle><jtitle>American journal of preventive medicine</jtitle><addtitle>Am J Prev Med</addtitle><date>2022-02-01</date><risdate>2022</risdate><volume>62</volume><issue>2</issue><spage>e57</spage><epage>e68</epage><pages>e57-e68</pages><issn>0749-3797</issn><issn>1873-2607</issn><eissn>1873-2607</eissn><abstract>Potent lifestyle interventions to increase moderate-to-vigorous physical activity are urgently needed for population-level chronic disease prevention. This trial tested the independent and joint effects of a mobile health system automating adaptive goal setting and immediate financial reinforcement for increasing daily walking among insufficiently active adults.
Participants were randomized into a 2 (adaptive versus static goal setting) X 2 (immediate versus delayed financial incentive timing) condition factorial trial to increase walking.
Participants (N=512 adults) were recruited between 2016 and 2018 and were 64.5% female, aged 18–60 years, 18.8% Hispanic, 6.1% African American, and 83% White.
Principles of reinforcement and behavioral economics directed intervention design.
Participants wore accelerometers daily (133,876 day-level observations) that remotely measured moderate-to-vigorous physical activity bout minutes of ≥3 minutes/day for 1 year. Primary outcomes were between-condition differences in (1) engaging ≥1 bout of moderate-to-vigorous physical activity on each day and (2) on days with ≥1 bout, daily total moderate-to-vigorous physical activity minutes.
Mixed-effects hurdle models tested treatment group X phase (time) interactions using an intent-to-treat approach in 2021. Engaging in any ambulatory moderate-to-vigorous physical activity was greater for Adaptive than for Static Goal groups (OR=2.34, 95% CI=2.10, 2.60 vs OR=1.66, 95% CI=1.50, 1.84; p<0.001) and for Immediate than for Static Reinforcement groups (OR=2.16 95% CI=1.94, 2.40 vs OR=1.77, 95% CI=1.59, 1.97; p<0.01). The Immediate Reinforcement group increased by 16.54 moderate-to-vigorous physical activity minutes/day, whereas the Delayed Reinforcement group increased by 9.91 minutes/day (p<0.001). The combined Adaptive Goals + Immediate Reinforcement group increased by 16.52 moderate-to-vigorous physical activity minutes/day, significantly more than that of either Delayed Reinforcement group.
This study offers automated and scalable–behavior change strategies for increasing walking among adults most at-risk for chronic diseases attributed to sedentary lifestyles.
This study is registered at www.clinicaltrials.gov (ClinicalTrials.gov Identifier: NCT02717663).</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>35000693</pmid><doi>10.1016/j.amepre.2021.09.014</doi><orcidid>https://orcid.org/0000-0003-2218-3306</orcidid><orcidid>https://orcid.org/0000-0003-1671-4940</orcidid><orcidid>https://orcid.org/0000-0001-6310-1472</orcidid><orcidid>https://orcid.org/0000-0002-2932-7926</orcidid><orcidid>https://orcid.org/0000-0001-9760-6241</orcidid><orcidid>https://orcid.org/0000-0002-3467-8413</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Exercise Female Goals Humans Male Motivation Sedentary Behavior Walking |
title | Adaptive Goals and Reinforcement Timing to Increase Physical Activity in Adults: A Factorial Randomized Trial |
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