The JustWalk JITAI Study: A System Identification Experiment to Understand Just-in-Time States of Physical Activity
NCT05273437 · Status: COMPLETED · Phase: NA · Type: INTERVENTIONAL · Enrollment: 50
Last updated 2024-11-19
Summary
The goal of this system identification experiment is to estimate and validate dynamical computational models that can be used in a future a multi-timescale model-predictive controller. System identification is an experimental approach used in control systems engineering, which uses random and pseudo-random signal designs to experimentally manipulate independent variables, with the goal of producing dynamical models that can meaningfully predict individual responses to varying provision of support. A system identification is single subject/N-of-1 experimental design, whereby each person is their own control. This 9-month system identification experiment will experimentally vary daily suggested step goals and provision of notifications meant to inspire bouts of walking during different plausible just-in-time states. Results of this system identification experiment will then enable the development a future multi-timescale model-predictive controller-driven just-in-time adaptive intervention (JITAI) intended to increase steps/day. The system identification experiment will be conducted among N=50 inactive, adults aged 21 or over who have no preexisting conditions that preclude them from engaging in an exercise program, as determined using the physical activity readiness questionnaire.
Conditions
- Physical Inactivity
- Health Behavior
- Healthy Lifestyle
Interventions
- BEHAVIORAL
-
System identification experiment for physical activity
The system identification experiment in Just Walk JITAI study has two key components that are the focus of the system identification experiment: daily adaptive step goal recommendations and within-day suggestions to either plan a bout of walking or to inspire reflection and, by extension, an increased urge to go for a walk.
Sponsors & Collaborators
-
National Library of Medicine (NLM)
collaborator NIH -
University of California, San Diego
lead OTHER
Principal Investigators
-
Eric Hekler, PhD · University of California, San Diego
Study Design
- Allocation
- NA
- Purpose
- TREATMENT
- Masking
- NONE
- Model
- SINGLE_GROUP
Eligibility
- Min Age
- 21 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2022-04-11
- Primary Completion
- 2023-05-15
- Completion
- 2023-05-15
Countries
- United States
Study Locations
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