NCT03225521

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

100
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
44

participants targeted

Target at P25-P50 for not_applicable

Timeline
Completed

Started Jul 2015

Shorter than P25 for not_applicable

Status
completed

Health score is calculated from publicly available data and should be used for screening purposes only.

Trial Relationships

Click on a node to explore related trials.

Study Timeline

Key milestones and dates

Study Start

First participant enrolled

July 18, 2015

Completed
7 months until next milestone

Primary Completion

Last participant's last visit for primary outcome

February 1, 2016

Completed
Same day until next milestone

Study Completion

Last participant's last visit for all outcomes

February 1, 2016

Completed
1.5 years until next milestone

First Submitted

Initial submission to the registry

July 19, 2017

Completed
2 days until next milestone

First Posted

Study publicly available on registry

July 21, 2017

Completed
Last Updated

October 25, 2018

Status Verified

October 1, 2018

Enrollment Period

7 months

First QC Date

July 19, 2017

Last Update Submit

October 23, 2018

Conditions

Keywords

Physical ActivityMobile HealthSelf MonitoringWearable SensorsTailored Health CommunicationImplementation IntentionsMobile AppsAnti-Sedentary BehaviorOpportunistic Physical ActivityHealth Belief Model

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

EXPERIMENTAL

For 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.

Behavioral: HeartSteps: A just-in-time adaptive intervention for increasing physical activity amongst sedentary adults.

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.

HeartSteps intervention

Eligibility Criteria

Age18 Years - 60 Years
Sexall
Healthy VolunteersYes
Age GroupsAdult (18-64)

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: 30467446BACKGROUND
  • Klasnja 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: 26651463BACKGROUND
  • Liao 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: 26707831BACKGROUND
  • Klasnja 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.

MeSH Terms

Conditions

Motor Activity

Condition Hierarchy (Ancestors)

Behavior

Study Design

Study Type
interventional
Phase
not applicable
Allocation
NA
Masking
NONE
Purpose
TREATMENT
Intervention Model
SINGLE GROUP
Model Details: Each participant-time point is randomized between intervention or no intervention (delivery of a contextually tailored activity suggestion or no suggestion; planning or no planning)
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

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.

Shared Documents
STUDY PROTOCOL