Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults

Objective There is limited evidence on the effects of various types of intervention messages on achievement of daily behavioral goals in mobile weight loss programs. Nudge, a 12-week pilot microrandomized trial among young adults, tested whether 7 types of intervention messages based on behavior cha...

Full description

Saved in:
Bibliographic Details
Main Authors: Carmina G Valle, Brooke T Nezami, Nisha Gottfredson O’Shea, Karen E Hatley, Deborah F Tate
Format: Article
Language:English
Published: SAGE Publishing 2025-07-01
Series:Digital Health
Online Access:https://doi.org/10.1177/20552076251353267
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1850083433275981824
author Carmina G Valle
Brooke T Nezami
Nisha Gottfredson O’Shea
Karen E Hatley
Deborah F Tate
author_facet Carmina G Valle
Brooke T Nezami
Nisha Gottfredson O’Shea
Karen E Hatley
Deborah F Tate
author_sort Carmina G Valle
collection DOAJ
description Objective There is limited evidence on the effects of various types of intervention messages on achievement of daily behavioral goals in mobile weight loss programs. Nudge, a 12-week pilot microrandomized trial among young adults, tested whether 7 types of intervention messages based on behavior change techniques (BCTs) increased the likelihood of daily goal achievement. Methods Participants received lessons, tailored feedback, self-monitoring tools, and daily messages, and had daily behavioral goals (weighing, active minutes goal, and red foods limit). Four times/day, participants (N = 52, aged 18–35, body mass index 25–40 kg/m 2 ) were randomized to receive or not receive 1 of 7 types of BCT-based messages. Generalized estimating equations evaluated the effects of receiving a message versus not on daily goal achievement, and of receiving and viewing a message versus not viewing a message. Results Randomization to receive any message (vs. none) did not impact likelihood of meeting daily goals overall but was associated with fewer red foods tracked (odds ratio (OR) = .96; 95% confidence interval (CI): .94–.98). Randomization to receive (vs. not receive) a social comparison message about red foods was associated with fewer red foods tracked (OR = .92; 95% CI: .85–.99); no other message types were associated with daily goal achievement. Receiving and viewing any message (vs. not viewing) increased odds of achieving daily goals for all 3 behaviors: weighing (OR = 1.91; 95% CI: 1.06–3.43), active minutes (OR = 1.63; 95% CI:1.20–2.20), and red foods limit (OR = 2.09; 95% CI:1.46–3.01). Conclusions BCT-based messages may nudge achievement of daily goals when participants view them. Further research should explore how to increase and maintain engagement in mobile behavioral interventions. Trial registration Precision Public Health: Enhancing Connections to Develop Just-in-Time Adaptive Intervention Strategies (Nudge); https://clinicaltrials.gov/study/NCT03836391 ; ClinicalTrials.gov ID: NCT03836391
format Article
id doaj-art-6b548a2762584354a853c7fb73d12253
institution DOAJ
issn 2055-2076
language English
publishDate 2025-07-01
publisher SAGE Publishing
record_format Article
series Digital Health
spelling doaj-art-6b548a2762584354a853c7fb73d122532025-08-20T02:44:17ZengSAGE PublishingDigital Health2055-20762025-07-011110.1177/20552076251353267Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adultsCarmina G Valle0Brooke T Nezami1Nisha Gottfredson O’Shea2Karen E Hatley3Deborah F Tate4 Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA Department of Nutrition, Gillings School of Global Public Health and School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USAObjective There is limited evidence on the effects of various types of intervention messages on achievement of daily behavioral goals in mobile weight loss programs. Nudge, a 12-week pilot microrandomized trial among young adults, tested whether 7 types of intervention messages based on behavior change techniques (BCTs) increased the likelihood of daily goal achievement. Methods Participants received lessons, tailored feedback, self-monitoring tools, and daily messages, and had daily behavioral goals (weighing, active minutes goal, and red foods limit). Four times/day, participants (N = 52, aged 18–35, body mass index 25–40 kg/m 2 ) were randomized to receive or not receive 1 of 7 types of BCT-based messages. Generalized estimating equations evaluated the effects of receiving a message versus not on daily goal achievement, and of receiving and viewing a message versus not viewing a message. Results Randomization to receive any message (vs. none) did not impact likelihood of meeting daily goals overall but was associated with fewer red foods tracked (odds ratio (OR) = .96; 95% confidence interval (CI): .94–.98). Randomization to receive (vs. not receive) a social comparison message about red foods was associated with fewer red foods tracked (OR = .92; 95% CI: .85–.99); no other message types were associated with daily goal achievement. Receiving and viewing any message (vs. not viewing) increased odds of achieving daily goals for all 3 behaviors: weighing (OR = 1.91; 95% CI: 1.06–3.43), active minutes (OR = 1.63; 95% CI:1.20–2.20), and red foods limit (OR = 2.09; 95% CI:1.46–3.01). Conclusions BCT-based messages may nudge achievement of daily goals when participants view them. Further research should explore how to increase and maintain engagement in mobile behavioral interventions. Trial registration Precision Public Health: Enhancing Connections to Develop Just-in-Time Adaptive Intervention Strategies (Nudge); https://clinicaltrials.gov/study/NCT03836391 ; ClinicalTrials.gov ID: NCT03836391https://doi.org/10.1177/20552076251353267
spellingShingle Carmina G Valle
Brooke T Nezami
Nisha Gottfredson O’Shea
Karen E Hatley
Deborah F Tate
Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
Digital Health
title Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
title_full Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
title_fullStr Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
title_full_unstemmed Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
title_short Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults
title_sort outcomes of a pilot microrandomized trial of just in time adaptive intervention messages nudging weight related behaviors in young adults
url https://doi.org/10.1177/20552076251353267
work_keys_str_mv AT carminagvalle outcomesofapilotmicrorandomizedtrialofjustintimeadaptiveinterventionmessagesnudgingweightrelatedbehaviorsinyoungadults
AT brooketnezami outcomesofapilotmicrorandomizedtrialofjustintimeadaptiveinterventionmessagesnudgingweightrelatedbehaviorsinyoungadults
AT nishagottfredsonoshea outcomesofapilotmicrorandomizedtrialofjustintimeadaptiveinterventionmessagesnudgingweightrelatedbehaviorsinyoungadults
AT karenehatley outcomesofapilotmicrorandomizedtrialofjustintimeadaptiveinterventionmessagesnudgingweightrelatedbehaviorsinyoungadults
AT deborahftate outcomesofapilotmicrorandomizedtrialofjustintimeadaptiveinterventionmessagesnudgingweightrelatedbehaviorsinyoungadults