Evidence map›Paper›PMID 39527809›Full record

ArticleJMIR research protocols2024

A Personalized Data Dashboard to Improve Compliance with Ecological Momentary Assessments in College Students: Protocol for a Microrandomized Trial.

Stephanie T Lanza, Ashley N Linden-Carmichael, Danny Wang, Sandesh Bhandari, Samuel W Stull

Abstract readClinical Trial Protocol
In one paragraph

Article in JMIR research protocols, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Trial
  2. Article
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

5 authors.

Stephanie T LanzaDepartment of Biobehavioral Health, Pennsylvania State University, University Park, PA, United States.ORCID 0000-0002-6101-8381
Ashley N Linden-CarmichaelEdna Bennett Pierce Prevention Research Center, Pennsylvania State University, University Park, PA, United States.ORCID 0000-0001-8187-6538
Danny WangEdna Bennett Pierce Prevention Research Center, Pennsylvania State University, University Park, PA, United States.ORCID 0000-0002-5329-9080
Sandesh BhandariEdna Bennett Pierce Prevention Research Center, Pennsylvania State University, University Park, PA, United States.ORCID 0009-0001-6880-0421
Samuel W StullEdna Bennett Pierce Prevention Research Center, Pennsylvania State University, University Park, PA, United States.ORCID 0000-0003-2151-1662

Funding

PREVENTION AND METHODOLOGY TRAINING (PAMT)T32DA017629 · NIDA · PENNSYLVANIA STATE UNIVERSITY-UNIV PARK · PI Eric D Claus, Rina D Eiden · 2005 to 2026
$9.5M
Promoting Rapid Uptake of Multilevel Latent Class Modeling via Best Practices: Investigating Heterogeneity in Daily Substance Use PatternsR01DA057588 · NIDA · PENNSYLVANIA STATE UNIVERSITY, THE · PI STEPHANIE T LANZA · 2023 to 2026
$2.7M
Simultaneous Alcohol and Marijuana Use: Momentary Influences and ConsequencesK01AA026854 · NIAAA · PENNSYLVANIA STATE UNIVERSITY, THE · PI LINDEN-CARMICHAEL, ASHLEY NICOLE · 2019 to 2023
$826k
The Role of Nondrug Reward in Recovery from Opioid Use Disorder: Intrapersonal and Socio-spatial Contexts in Daily LifeF31DA057837 · NIDA · PENNSYLVANIA STATE UNIVERSITY, THE · PI STULL, SAMUEL · 2023 to 2023
$35k
NIAAA NIH HHS K01 AA026854NIDA NIH HHS F31 DA057837NIDA NIH HHS R01 DA057588NIDA NIH HHS T32 DA017629
6 · The paper itself

Abstract

backgroundEcological momentary assessments (EMA) are ideal for capturing the dynamic nature of young adult substance use behavior in daily life and identifying contextual risk factors that signal higher-risk episodes. These methods could provide a signal to trigger real-time intervention delivery. Study compliance and engagement are common barriers to participation but may be improved by personalizing messages. This study compares compliance outcomes between one group of young adults receiving standard (generic) prompts at each assessment and another group that received additional personalization and an updated data dashboard (DD) showing study progress to date at 1 randomly selected prompt per day.

objectiveThe primary objectives are to (1) develop a real-time DD for giving participants personalized updates on their progress in the study and (2) examine its preliminary overall effects on study compliance and experiences. Secondary objectives are to identify person-, day-, and moment-level characteristics associated with study compliance and person-level characteristics associated with perceived usefulness of the DD.

methodsThis is a protocol for Project ENGAGE, a 2-arm randomized controlled trial. Arm 1 (EMA group) is engaged in a standard EMA protocol, and arm 2 (EMA+DD group) is engaged in the same study but with additional personalization and feedback. Inclusion criteria are (1) previous participation in a recent college student survey about health behavior and mental health who indicated willingness to participate in future research studies and (2) indicated past-month alcohol use; lifetime marijuana, hashish, or Delta-8-tetrahydrocannabinol (THC) use; or some combination of these on that survey. All participants in this study completed a baseline survey; EMA at 11 AM, 2 PM, 5 PM, and 8 PM each day for 21 days; and an exit survey. Participants in arm 2 engaged in a microrandomized trial, receiving a personalized DD at 1 randomly selected prompt per day. Primary outcomes include whether a survey was completed, time to complete a survey, and subjective experiences in the study. Primary analyses will compare groups on overall study compliance and, for arm 2, use marginal models to assess the momentary effect of receiving 1 updated DD per day.

resultsApproval was granted by the university's institutional review board on February 8, 2023. Recruitment via direct email occurred on March 30 and April 6, 2023; data collection was completed by April 29, 2023. A total of 91 individuals participated in the study. Results have been accepted for publication in JMIR Formative Research.

conclusionsResults from the evaluation of this study will indicate whether providing (at randomly selected prompts) real-time, personalized feedback on a participant's progress in an EMA study improves study compliance. Overall, this study will inform whether a simple, automated DD presenting study compliance and incentives earned to date may improve young adults' compliance and engagement in intensive longitudinal studies. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/57664.

Indexed as

Ecological Momentary AssessmentStudentsAdolescentAdultFemaleHumansMalePatient ComplianceRandomized Controlled Trials as TopicUniversitiesYoung Adultadolescentsdata dashboardecological momentary assessmentsEMAintensive longitudinal datamicrorandomized trialstudy compliancesubstance usewearables

Identifiers

PMID39527809
PMCPMC11589493

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Registered trials

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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.