Evidence map›Paper›PMID 30021714›Full record

ArticleJMIR research protocols2018

Toward Increasing Engagement in Substance Use Data Collection: Development of the Substance Abuse Research Assistant App and Protocol for a Microrandomized Trial Using Adolescents and Emerging Adults.

Mashfiqui Rabbi, Meredith Philyaw Kotov, Rebecca Cunningham, Erin E Bonar, Inbal Nahum-Shani, Predrag Klasnja, Maureen Walton, Susan Murphy

2 registry-linked trialsOpen access · goldAbstract read
In one paragraph

Article in JMIR research protocols, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 36 papers.

0numbers the graph read from it
0cells of the map it votes in
36citing papers in PubMed
4.9field-weighted citation impact, top 5% of its field
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.

NCT03255317 nacompletednot on this map

Developing a Flexible App Data Collection Tool for Substance Use Research

TypeinterventionalSponsorUniversity of MichiganRan2017 to 2018Enrolled74ConditionsSubstance UseArmsReinforcers, Notifications
NCT06794840 nanot yet recruitingnot on this mapstarted 2026, after this paper: background citation

Optimizing a Just-in-Time Adaptive Intervention to Increase Uptake of Chemsex Harm Reduction Services in MSM: A Micro-randomized Trial

TypeinterventionalSponsorUniversity of ConnecticutRan2026 to 2029Enrolled482ConditionsHIV, Substance Abuse DisorderArmsJomCare is a smartphone-based just-in-time adaptive intervention (JITAI) for chemsex-related harm reduction.
3 · Its place in the literature

Who cites it

36 citing papers in PubMed, 57 citations in OpenAlex.

  1. Trial
  2. Self-relevant appeals to engage in self-monitoring of alcohol use: A microrandomized trial.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2023
    Trial
  3. Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2021
    Trial
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  20. Engagement in digital interventions.The American psychologist · 2022
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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

8 authors at 2 institutions in 1 country.

Mashfiqui RabbiDepartment of Statistics, Harvard University, Cambridge, MA, United States.ORCID http://orcid.org/0000-0003-4928-553X
Meredith Philyaw KotovDepartment of Psychiatry and Addiction Center, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0003-0698-2124
Rebecca CunninghamDepartment of Emergency Medicine, University of Michigan Medical School, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0002-6382-2365
Erin E BonarDepartment of Psychiatry and Addiction Center, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0001-8849-4196
Inbal Nahum-ShaniInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0001-6138-9089
Predrag KlasnjaSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0002-4570-703X
Maureen WaltonDepartment of Psychiatry and Addiction Center, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0001-6547-0204
Susan MurphyDepartment of Statistics, Harvard University, Cambridge, MA, United States.ORCID http://orcid.org/0000-0002-2032-4286
University of Michigan · USHarvard University · US

Funding

Pilot, Mentoring, and Professional Development CoreP50DA039838 · NIDA · PENNSYLVANIA STATE UNIVERSITY, THE · PI COLLINS, LINDA M · 2015 to 2019
$13.9M
TRAINING U54EB020404 · NIBIB · UNIVERSITY OF MEMPHIS · PI KUMAR, SANTOSH · 2014 to 2018
$11.3M
The Unviersity of Michigan Injury CenterR49CE002099 · CE · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CUNNINGHAM, REBECCA M. · 2012 to 2018
$5.6M
Novel Methods for Intensive Longitudinal Data in SMART Studies of Drug Abuse and HIVR01DA039901 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ALMIRALL, DANIEL, NAHUM-SHANI, INBAL BILLIE · 2015 to 2024
$5.4M
Heart Steps: Adaptive mHealth intervention for physical-activity maintenanceR01HL125440 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Predrag Klasnja · 2015 to 2026
$3.8M
Data-Based Methods for Just-In-Time Adaptive Interventions in Alcohol UseR01AA023187 · NIAAA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MURPHY, SUSAN A · 2015 to 2019
$2.6M
Aging and The Built Environment: Applied Technology to Increase Physical ActivityK23AG036934 · NIA · DARTMOUTH COLLEGE · PI BERKE, ETHAN M · 2010 to 2012
$497k
NCIPC CDC HHS R49 CE002099NHLBI NIH HHS R01 HL125440NIAAA NIH HHS R01 AA023187NIA NIH HHS K23 AG036934NIBIB NIH HHS U54 EB020404NIDA NIH HHS P50 DA039838NIDA NIH HHS R01 DA039901
6 · The paper itself

Abstract

backgroundSubstance use is an alarming public health issue associated with significant morbidity and mortality. Adolescents and emerging adults are at particularly high risk because substance use typically initiates and peaks during this developmental period. Mobile health apps are a promising data collection and intervention delivery tool for substance-using youth as most teens and young adults own a mobile phone. However, engagement with data collection for most mobile health applications is low, and often, large fractions of users stop providing data after a week of use.

objectiveSubstance Abuse Research Assistant (SARA) is a mobile application to increase or sustain engagement of substance data collection overtime. SARA provides a variety of engagement strategies to incentivize data collection: a virtual aquarium in the app grows with fish and aquatic resources; occasionally, funny or inspirational contents (eg, memes or text messages) are provided to generate positive emotions. We plan to assess the efficacy of SARA's engagement strategies over time by conducting a micro-randomized trial, where the engagement strategies will be sequentially manipulated.

methodsWe aim to recruit participants (aged 14-24 years), who report any binge drinking or marijuana use in the past month. Participants are instructed to use SARA for 1 month. During this period, participants are asked to complete one survey and two active tasks every day between 6 pm and midnight. Through the survey, we assess participants' daily mood, stress levels, loneliness, and hopefulness, while through the active tasks, we measure reaction time and spatial memory. To incentivize and support the data collection, a variety of engagement strategies are used. First, predata collection strategies include the following: (1) at 4 pm, a push notification may be issued with an inspirational message from a contemporary celebrity; or (2) at 6 pm, a push notification may be issued reminding about data collection and incentives. Second, postdata collection strategies include various rewards such as points which can be used to grow a virtual aquarium with fishes and other treasures and modest monetary rewards (up to US $12; US $1 for each 3-day streak); also, participants may receive funny or inspirational content as memes or gifs or visualizations of prior data. During the study, the participants will be randomized every day to receive different engagement strategies. In the primary analysis, we will assess whether issuing 4 pm push-notifications or memes or gifs, respectively, increases self-reporting on the current or the following day.

resultsThe microrandomized trial started on August 21, 2017 and the trial ended on February 28, 2018. Seventy-three participants were recruited. Data analysis is currently underway.

conclusionsTo the best of our knowledge, SARA is the first mobile phone app that systematically manipulates engagement strategies in order to identify the best sequence of strategies that keep participants engaged in data collection. Once the optimal strategies to collect data are identified, future versions of SARA will use this data to provide just-in-time adaptive interventions to reduce substance use among youth.

trial registrationClinicalTrials.gov NCT03255317; https://clinicaltrials.gov/show/NCT03255317 (Archived by WebCite at http://www.webcitation.org/70raGWV0e). REGISTERED REPORT IDENTIFIER: RR1-10.2196/9850.

Indexed as

engagementjust-in-time adaptive interventionmicrorandomized trial

Identifiers

PMID30021714
PMCPMC6070723
OpenAlexW2801888547

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.