Evidence map›Paper›PMID 40779759›Full record

ArticleJournal of medical Internet research2025

Improving Affective Associations With Physical Activity via a Message-Based mHealth Intervention (WalkToJoy): Proof-of-Concept Study.

Soo Ji Serisse Choi, Pei-Yao Hung, Mengyun Liu, Walter Dempsey, Mark W Newman, Predrag Klasnja

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. The effectiveness of nudge-based physical activity interventions in frail older adults: a systematic review.The international journal of behavioral nutrition and physical activity · 2026
    Pooled it
  2. Article
  3. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Soo Ji Serisse ChoiSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0000-0003-1013-9391
Pei-Yao HungInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0000-0002-7415-901X
Mengyun LiuSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0009-0009-4566-8016
Walter DempseyInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0000-0002-6510-4121
Mark W NewmanSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0000-0001-7186-1383
Predrag KlasnjaSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID https://orcid.org/0000-0002-4570-703X

Funding

Heart Steps: Adaptive mHealth intervention for physical-activity maintenanceR01HL125440 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Predrag Klasnja · 2015 to 2026
$3.8M
NHLBI NIH HHS R01 HL125440
6 · The paper itself

Abstract

backgroundTraditional mobile health interventions for physical activity (PA) primarily rely on reflective self-regulatory processes, often neglecting the role of affective associations in sustaining long-term engagement. The WalkToJoy intervention addresses this gap by applying the affective-reflective theory to enhance intrinsic motivation for PA among adults aged ≥40 years through affective message framing, evaluative conditioning, and belief updating.

objectiveThis proof-of-concept study evaluated the feasibility of the message-based WalkToJoy intervention package and examined the impact of its 3 components-walking suggestion prompts, salience messages, and planning prompts-on affective and behavioral outcomes related to walking.

methodsWe conducted a fully remote, 6-week full factorial experiment with an embedded microrandomized trial (MRT) involving 49 adults aged ≥40 years. Statistical analyses, including paired t tests and generalized estimating equations, assessed pretest-posttest changes and the effects of smile-inducing walking suggestion prompts with short animated images (GIF images), salience messages, and planning prompts on weekly affective measures and daily step counts. In addition, MRT analyses evaluated the proximal effects of these components. Poststudy interviews were thematically analyzed to contextualize participants' experiences and engagement with the intervention.

resultsSignificant pretest-posttest improvements were observed across affective outcomes on a 7-point Likert scale-affective attitudes improved by 0.547 points (P<.001), affective valuations improved by 0.718 points (P<.001), affective reflection improved by 0.692 points (P<.001), and anticipated affect improved by 0.692 points (P<.001). While the average daily steps showed a nonsignificant pretest-posttest increase of 80 steps (P=.79), further analysis revealed an increase of 506 steps (P=.07) when comparing baseline to the average of weeks 4 to 6. Among the intervention components, GIF prompts significantly increased anticipated affect by 0.345 points (P=.046) and average daily step count by 1834 steps (P=.05) compared to identical text-only prompts. However, MRT analysis found no significant increase in 4-hour step counts following the walking suggestion prompts (P=.55), which was explained by qualitative findings suggesting that participants interpreted messages as flexible day-long reminders rather than immediate calls to action. Salience and planning prompts did not yield substantial quantitative effects but were positively received by participants for promoting mindfulness and personalized engagement.

conclusionsThe WalkToJoy intervention is a feasible and promising approach for improving affective associations with walking. Walking suggestion prompts were particularly effective in boosting engagement and mitigating message fatigue, highlighting the potential of affect-driven interventions to enhance PA motivation and adherence.

Indexed as

AffectExerciseHealth PromotionTelemedicineWalkingAdultAgedFemaleHumansMaleMiddle AgedMotivationProof of Concept Studyaffective messagingaffective-reflective theoryevaluative conditioningmobile healtholder adultsphysical activity promotion

Identifiers

PMID40779759
PMCPMC12374139

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.