ArticleJMIR research protocols2026
Just-in-Time Adaptive Intervention to Promote Walking Behavior and Reduce Stationary Time in Physically Inactive Adults: Protocol for the Walking With JITAIs Study.
Article in JMIR research protocols, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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Who cites it
2 citing papers in PubMed.
- Technology-Based Interventions for Physical Activity and Sedentary Behaviour in Adults: A Scoping Review.Journal of functional morphology and kinesiology · 2026Review
- Improving Context-Aware Personalized Nudging: Using Wearable Sensors to Reduce Sedentary Behavior.Delaware journal of public health · 2026Article
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Authors and funding
7 authors.
Funding
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Abstract
backgroundA Just-in-Time Adaptive Intervention (JITAI) recognizes the dynamic nature of individuals' states and contexts, predicts support needs, and sends tailored support at more opportune, actionable times.
objectiveThis paper outlines the application architecture and protocol for the pilot "Walking With Just-in-Time Adaptive Interventions" (WWJ) study, which uses a JITAI approach to improve walking behavior-duration, speed, and distance-and reduce stationary time, defined as idle sitting or standing.
methodsThis study targets 20 adults who are physically inactive and leverages the Apple Watch to deliver fully automated tailored intervention notifications to "walk faster," "walk longer," or "stand up and move around" based on real-time data and contextual factors, including time-of-day activity patterns, geographic locations (eg, home, work, park, and gymnasium), weather conditions (eg, precipitation, wind speed, and humidity), and receptiveness. The protocol involves a preintervention assessment of demographics, behavior change constructs, anthropometrics, and resting vital signs; a 2-week observation period to establish walking behavior and stationary time baselines; a 2-week just-in-time learning period to evaluate receptiveness to untailored prompts at all applicable times; the 2-week JITAI intervention phase; and a postintervention assessment. Feasibility will be evaluated through protocol fidelity, participant adherence, Apple Watch wear-time compliance, user burden, acceptability ratings, and perceptions of benefits and preferences.
resultsThe WWJ architecture development began in spring 2021 and concluded in fall 2022. Participant recruitment and enrollment began in fall 2022. A total of 18 participants were recruited. Upon completion of the analyses, the results of this study are expected to be submitted for publication.
conclusionsDistinctively, the WWJ just-in-time learning period aims to train the learner based on user receptiveness within contexts by sending interventions whenever a participant meets the predetermined thresholds regardless of the likelihood that the user will be receptive to the notification to prune out nonopportune or "nonactionable" times. This approach may allow for greater customization during the JITAI period. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/79022.
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