Evidence map›Paper›PMID 33565988›Full record

ArticleJMIR mHealth and uHealth2021

Acceptability, Validity, and Engagement With a Mobile App for Frequent, Continuous Multiyear Assessment of Youth Health Behaviors (mNCANDA): Mixed Methods Study.

Kevin M Cummins, Ty Brumback, Tammy Chung, Raeanne C Moore, Trevor Henthorn, Sonja Eberson, Alyssa Lopez, Tatev Sarkissyan, Kate B Nooner, Sandra A Brown and 1 more

Open access · goldAbstract read
In one paragraph

Article in JMIR mHealth and uHealth, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
1.9field-weighted citation impact, top 11% 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.

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

10 citing papers in PubMed, 16 citations in OpenAlex.

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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

11 authors at 6 institutions in 1 country.

Kevin M CumminsDepartment of Psychology, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0003-1982-7836
Ty BrumbackDepartment of Psychology, Northern Kentucky University, Highland Heights, KY, CA, United States.ORCID 0000-0002-1712-2878
Tammy ChungDepartment of Psychiatry, Institute for Health, Healthcare Policy and Aging Research, New Brunswick, NJ, United States.ORCID 0000-0002-1527-2792
Raeanne C MooreDepartment of Psychiatry, School of Medicine, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0002-7499-041X
Trevor HenthornDepartment of Music, University of California San Diego, La Jolla, CA, CA, United States.ORCID 0000-0003-3390-9598
Sonja EbersonDepartment of Psychiatry, School of Medicine, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0002-3216-9690
Alyssa LopezDepartment of Data Science and Operations, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0003-2204-7929
Tatev SarkissyanDepartment of Psychology, California State University Los Angeles, Los Angeles, CA, United States.ORCID 0000-0002-6628-7062
Kate B NoonerDepartment of Psychology, University of North Carolina Wilmington, Wilmington, NC, CA, United States.ORCID 0000-0003-3756-649X
Sandra A BrownDepartment of Psychology, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0001-8780-0323
Susan F TapertDepartment of Psychiatry, School of Medicine, University of California San Diego, La Jolla, CA, United States.ORCID 0000-0001-7259-6112
University of California San Diego · USCalifornia State University Los Angeles · USFoundation for Healthcare Advancement · USNorthern Kentucky University · USUniversity of North Carolina Wilmington · USUniversity of Southern California · US

Funding

Sex Differences in Autonomic Nervous System Function and Depression Across AdolescenceU01AA021696 · NIAAA · SRI INTERNATIONAL · PI Fiona C Baker · 2012 to 2026
$12.2M
NCANDA: Data Analysis Resource - Uploading Legacy Data to NDAU24AA021697 · NIAAA · STANFORD UNIVERSITY · PI Adolf Pfefferbaum, Kilian Maria Pohl · 2016 to 2026
$12.2M
National Consortium on Alcohol and NeuroDevelopment in Adolescence: San DiegoU01AA021692 · NIAAA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Susan F. Tapert · 2012 to 2026
$11.8M
NCANDA Research Project Site: DukeU01AA021681 · NIAAA · DUKE UNIVERSITY · PI DAVID B. GOLDSTON · 2012 to 2026
$9.8M
The TEEN Study: The Impact of Adolescent Drinking on Connectivity in the BrainU01AA021691 · NIAAA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Angelica Marie Morales, Bonnie J. Nagel · 2012 to 2026
$8.5M
NCANDA Research Project Site: University of Pittsburgh (NCANDA-PITT)U01AA021690 · NIAAA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DUNCAN B. CLARK, BEATRIZ LUNA · 2012 to 2026
$7.6M
National Consortium on Alcohol and NeuroDevelopment in Adolescence (NCANDA): Administrative ResourceU24AA021695 · NIAAA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SANDRA A BROWN, Susan F. Tapert · 2016 to 2026
$6.0M
Detect: A novel device to assess how HIV affects neurocognitive decline and postural instability in older adults at risk for Alzheimer's DiseaseR01AG062387 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MOORE, RAEANNE CRISTINE · 2019 to 2023
$3.9M
N-CANDA: DATA ANALYSIS COMPONENTU01AA021697 · NIAAA · SRI INTERNATIONAL · PI PFEFFERBAUM, ADOLF, POHL, KILIAN MARIA · 2012 to 2015
$3.6M
National Consortium on Alcohol and NeuroDevelopment in Adolescence: AdminU01AA021695 · NIAAA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BROWN, SANDRA A, TAPERT, SUSAN F · 2012 to 2015
$2.1M
NIAAA NIH HHS U01 AA021681NIAAA NIH HHS U01 AA021690NIAAA NIH HHS U01 AA021691NIAAA NIH HHS U01 AA021692NIAAA NIH HHS U01 AA021695NIAAA NIH HHS U01 AA021696NIAAA NIH HHS U01 AA021697NIAAA NIH HHS U24 AA021695NIAAA NIH HHS U24 AA021697NIA NIH HHS R01 AG062387
6 · The paper itself

Abstract

backgroundLongitudinal studies of many health behaviors often rely on infrequent self-report assessments. The measurement of psychoactive substance use among youth is expected to improve with more frequent mobile assessments, which can reduce recall bias. Researchers have used mobile devices for longitudinal research, but studies that last years and assess youth continuously at a fine-grained, temporal level (eg, weekly) are rare. A tailored mobile app (mNCANDA [mobile National Consortium on Alcohol and Neurodevelopment in Adolescence]) and a brief assessment protocol were designed specifically to provide a feasible platform to elicit responses to health behavior assessments in longitudinal studies, including NCANDA (National Consortium on Alcohol and Neurodevelopment in Adolescence).

objectiveThis study aimed to determine whether an acceptable mobile app system could provide repeatable and valid assessment of youth's health behaviors in different developmental stages over extended follow-up.

methodsParticipants were recruited (n=534; aged 17-28 years) from a larger longitudinal study of neurodevelopment. Participants used mNCANDA to register reports of their behaviors for up to 18 months. Response rates as a function of time measured using mNCANDA and participant age were modeled using generalized estimating equations to evaluate response rate stability and age effects. Substance use reports captured using mNCANDA were compared with responses from standardized interviews to assess concurrent validity. Reactivity was assessed by evaluating patterns of change in substance use after participants initiated weekly reports via mNCANDA. Quantitative feedback about the app was obtained from the participants. Qualitative interviews were conducted with a subset of participants who used the app for at least one month to obtain feedback on user experience, user-derived explanations of some quantitative results, and suggestions for system improvements.

resultsThe mNCANDA protocol adherence was high (mean response rate 82%, SD 27%) and stable over time across all age groups. The median time to complete each assessment was 51 s (mean response time 1.14, SD 1.03 min). Comparisons between mNCANDA and interview self-reports on recent (previous 30 days) alcohol and cannabis use days demonstrate close agreement (eg, within 1 day of reported use) for most observations. Models used to identify reactivity failed to detect changes in substance use patterns subsequent to enrolling in mNCANDA app assessments (P>.39). Most participants (64/76, 84%) across the age range reported finding the mNCANDA system acceptable. Participants provided recommendations for improving the system (eg, tailoring signaling times).

conclusionsmNCANDA provides a feasible, multi-year, continuous, fine-grained (eg, weekly) assessment of health behaviors designed to minimize respondent burden and provides acceptable regimes for long-term self-reporting of health behaviors. Fine-grained characterization of variability in behaviors over relatively long periods (eg, up to 18 months) may, through the use of mNCANDA, improve our understanding of the relationship between substance use exposure and neurocognitive development.

Indexed as

Mobile ApplicationsSubstance-Related DisordersAdolescentAdultHealth BehaviorHumansLongitudinal StudiesSelf ReportYoung Adultalcohol drinkinghealth behaviorillicit drugsmobile applicationsmobile phoneself-reportsmartphoneunderage drinkingyoung adults

Identifiers

PMID33565988
PMCPMC7904399
OpenAlexW3116808934

What OpenQuestion holds

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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.