Evidence map›Paper›PMID 42877249›Full record

ArticleFrontiers in child and adolescent psychiatry2026

Smartphone acquisition as an inflection point in early adolescence digital exposome: relevance to mental health.

Ziv Bren, Kate T Tran, Ronald Clinton, Elina Visoki, Lani A Tran, Nadine Michel, Tyler M Moore, Samuel D Pimentel, Ran Barzilay

Abstract read
In one paragraph

Article in Frontiers in child and adolescent psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Ziv BrenDepartment of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.
Kate T TranDepartment of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.
Ronald ClintonPerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.
Elina VisokiDepartment of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.
Lani A TranPerelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.
Nadine MichelDepartment of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.
Tyler M MooreLifespan Brain Institute of CHOP and Penn Medicine, Philadelphia, PA, United States.
Samuel D PimentelDepartment of Statistics, UC Berkeley, Berkeley, CA, United States.
Ran BarzilayDepartment of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.

Funding

ABCD-USA Consortium: Coordinating CenterU24DA041147 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SANDRA A BROWN, TERRY L. JERNIGAN · 2015 to 2026
$54.7M
ABCD-USA Consortium: Data Analysis, Informatics and Resource CenterU24DA041123 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANDERS M DALE · 2015 to 2026
$51.5M
Adolescent Substance Use Initiation: Disentangling neurocognitive risks from consequences using longitudinal and genetically-informed methodsU01DA041120 · NIDA · UNIVERSITY OF MINNESOTA · PI Monica Luciana, Sylia Wilson · 2015 to 2026
$34.5M
ABCD-USA Consortium: Research ProjectU01DA041089 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Joanna Jacobus, Susan F. Tapert · 2015 to 2026
$31.7M
Prospective Research Studies of Maturation (PRISM)- Research ProjectU01DA041134 · NIDA · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI ERIN MCGLADE, PERRY FRANKLIN RENSHAW · 2015 to 2026
$29.2M
ABCD-USA CONSORTIUM: RESEARCH PROJECTU01DA041048 · NIDA · CHILDREN'S HOSPITAL OF LOS ANGELES · PI Megan Marie Herting, ELIZABETH R SOWELL · 2015 to 2026
$28.7M
ABCD-USA Consortium: Research ProjectU01DA041106 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mary M Heitzeg, Chandra Sekhar Sripada · 2015 to 2026
$24.9M
FIU-ABCD: Pathways and Mechanisms to Addiction in the Latino Youth of South FloridaU01DA041156 · NIDA · FLORIDA INTERNATIONAL UNIVERSITY · PI Raul Gonzalez, Angela R Laird · 2015 to 2026
$22.8M
ABCD-USA Consortium: Research ProjectU01DA041148 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Damien A Fair, Rebekah S Huber · 2015 to 2026
$22.3M
ABCD-USA: NYC Research ProjectU01DA041174 · NIDA · YALE UNIVERSITY · PI Arielle Ryan Baskin-Sommers, Betty J Casey · 2015 to 2026
$19.7M
Adolescent Brain Cognitive Development (ABCD) Prospective Research in Studies of Maturation (PRISM) ConsortiumU01DA041117 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI LINDA CHANG, THOMAS M ERNST · 2015 to 2026
$19.5M
15/21 ABCD-USA Consortium: Research Project Site at LIBRU01DA050989 · NIDA · LAUREATE INSTITUTE FOR BRAIN RESEARCH · PI ROBIN L AUPPERLE, MARTIN P. PAULUS · 2020 to 2026
$14.7M
NIDA NIH HHS U01 DA041022NIDA NIH HHS U01 DA041025NIDA NIH HHS U01 DA041028NIDA NIH HHS U01 DA041048NIDA NIH HHS U01 DA041089NIDA NIH HHS U01 DA041093NIDA NIH HHS U01 DA041106NIDA NIH HHS U01 DA041117NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA041134NIDA NIH HHS U01 DA041148NIDA NIH HHS U01 DA041156NIDA NIH HHS U01 DA041174NIDA NIH HHS U01 DA050987NIDA NIH HHS U01 DA050988NIDA NIH HHS U01 DA050989NIDA NIH HHS U01 DA051016NIDA NIH HHS U01 DA051018NIDA NIH HHS U01 DA051037NIDA NIH HHS U01 DA051038NIDA NIH HHS U01 DA051039NIDA NIH HHS U24 DA041123NIDA NIH HHS U24 DA041147NIMH NIH HHS R01 MH134886
6 · The paper itself

Abstract

Objective: Acquisition of the first smartphone represents a major developmental transition. However, evidence on its effects on adolescent health and behavior remains limited. We assessed associations between first smartphone acquisition around age 12 and changes in mental health, environmental and lifestyle (exposomic) factors, and examined potential pathways underlying these associations. Methods: We analyzed longitudinal data from 3,486 participants in the U.S. Adolescent Brain Cognitive Development (ABCD) Study who did not have a smartphone by age 12 (2-year assessment wave). We tested the association between smartphone acquisition (exposure) between age 12 to 13 (the 2- and 3-year assessments) and age 13 self-reported mental health (Brief Problem Monitor [BPM]) and exposomic outcomes including digital (screen time, social media, gaming, streaming, cyberbullying) and offline (sleep duration, school performance, exercise, bullying and reading) measures. Mixed-effects regression models accounted for sociodemographic, family, and developmental covariates. To reduce confounding, models additionally adjusted for pre-exposure measures of each outcome assessed at age 12, prior to smartphone acquisition. Mediation models examined indirect effects of smartphone acquisition on mental health through total screen time, social media account ownership, and bedtime media use. Results: Compared with youth who remained smartphone-free at age 13 ( Conclusion: Smartphone acquisition is associated with several environmental and lifestyle changes in the following year, particularly around bedtime. These changes may represent mechanisms linking smartphone acquisition to mental health symptoms. Findings provide insight into potential behavioral pathways associated with smartphone acquisition and adolescent mental health and may inform future intervention studies.

Indexed as

adolescenceexposomemental healthsmartphonessocial media

Identifiers

PMID42877249
PMCPMC13662111

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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.