A Micro-randomized Trial of HeartSteps, an mHealth Intervention for Increasing Physical Activity
HS
HeartSteps: a Just-in-Time Adaptive Intervention for Increasing Physical Activity Amongst Sedentary Adults.
2 other identifiers
interventional
44
0 countries
N/A
Brief Summary
The aim of this research is to evaluate the efficacy of contextually tailored activity suggestions and activity planning for increasing physical activity among sedentary adults.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started Jul 2015
Shorter than P25 for not_applicable
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
July 18, 2015
CompletedPrimary Completion
Last participant's last visit for primary outcome
February 1, 2016
CompletedStudy Completion
Last participant's last visit for all outcomes
February 1, 2016
CompletedFirst Submitted
Initial submission to the registry
July 19, 2017
CompletedFirst Posted
Study publicly available on registry
July 21, 2017
CompletedOctober 25, 2018
October 1, 2018
7 months
July 19, 2017
October 23, 2018
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
30 minute step count
30-minute window after each available decision point
30 minutes
Daily step count
Daily step count on the day following treatment
24 hour day
Secondary Outcomes (1)
Thumbs up/down
30-minute window while message is available
Study Arms (1)
HeartSteps intervention
EXPERIMENTALFor activity suggestions, at each available decision time, each participant is randomly assigned to either receive an activity suggestion or not. The randomization probability is 0.6 for receiving a message and 0.4 for not receiving a message. For activity planning, at each decision point, the participant is randomized to either receive evening planning or not at that decision time. The randomization probability for receiving planning is 0.5, and 0.5 for not receiving planning.
Interventions
HeartSteps is an Android-based mHealth intervention that contains two main intervention components: contextually-tailored suggestions for activity and planning of the next day's activity. Activity suggestions provide individuals with actionable suggestions for how they can be active in their current context. Delivered suggestions are tailored based on time of day, user's location, day of the week (weekend/weekday), and weather. HeartSteps can deliver a user activity suggestions up to five times a day. Evening planning asks users to create or choose a plan of how they will be active on the following day. Planning can be delivered once a day, in the evening.
Eligibility Criteria
You may qualify if:
- English speakers,
- between 18 and 60 years of age,
- could walk for exercise without discomfort, and
- either had a full-time daytime job or a regular schedule outside the home (e.g., students)
- have a personal phone running Android 5.0 or higher or willing to use a study-provided phone as their primary phone for the duration of the study.
You may not qualify if:
- Need medical supervision to exercise
- Currently using an activity tracker (e.g., FitBit)
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Related Publications (4)
Boruvka A, Almirall D, Witkiewitz K, Murphy SA. Assessing Time-Varying Causal Effect Moderation in Mobile Health. J Am Stat Assoc. 2018;113(523):1112-1121. doi: 10.1080/01621459.2017.1305274. Epub 2017 Mar 29.
PMID: 30467446BACKGROUNDKlasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA. Microrandomized trials: An experimental design for developing just-in-time adaptive interventions. Health Psychol. 2015 Dec;34S(0):1220-8. doi: 10.1037/hea0000305.
PMID: 26651463BACKGROUNDLiao P, Klasnja P, Tewari A, Murphy SA. Sample size calculations for micro-randomized trials in mHealth. Stat Med. 2016 May 30;35(12):1944-71. doi: 10.1002/sim.6847. Epub 2015 Dec 28.
PMID: 26707831BACKGROUNDKlasnja P, Smith S, Seewald NJ, Lee A, Hall K, Luers B, Hekler EB, Murphy SA. Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps. Ann Behav Med. 2019 May 3;53(6):573-582. doi: 10.1093/abm/kay067.
PMID: 30192907DERIVED
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- TREATMENT
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
July 19, 2017
First Posted
July 21, 2017
Study Start
July 18, 2015
Primary Completion
February 1, 2016
Study Completion
February 1, 2016
Last Updated
October 25, 2018
Record last verified: 2018-10
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL
A de-identified dataset (i.e., containing no raw location/GPS information) will be generated and made available to the research community. The dataset will be stripped of all codes or any other information that could be linked back to the original data or to an individual participant. Prospective users of this dataset must agree to a confidentiality agreement, meaning that they must get permission from the HeartSteps Primary Investigator to share the data with anyone else. All external requests for data will be directed to Dr. Predrag Klasnja. Prospective investigators will submit a written proposal to the HeartSteps Investigator Team outlining the question they will investigate, the specific variables that they need to answer that question, their analytic plan for answering that question, and documentation of sufficient Institutional Review Board oversight (e.g., approval or exemption). Investigators will also need to sign a confidentiality agreement.