Evidence map›Paper›PMID 41905476›Full record

ArticleBiological psychiatry. Cognitive neuroscience and neuroimaging2026

The Roles of Delayed Cortical Maturation and Lower Anticipatory Reward Activation in Predicting Addictive Screen Use in Youth.

Katie J Paige, Mike Angstadt, Meghan E Martz, Luke W Hyde, Mary M Heitzeg, Chandra Sripada, Omid Kardan

Abstract read
In one paragraph

Article in Biological psychiatry. Cognitive neuroscience and neuroimaging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

7 authors.

Katie J PaigeDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan.
Mike AngstadtDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan.
Meghan E MartzDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan.
Luke W HydeDepartment of Psychology, University of Michigan, Ann Arbor, Michigan.
Mary M HeitzegDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan.
Chandra SripadaDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan.
Omid KardanDepartment of Psychiatry, University of Michigan, Ann Arbor, Michigan. Electronic address: omidk@med.umich.edu.

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
ABCD-USA Consortium:Research ProjectU01DA041028 · NIDA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DUNCAN B. CLARK, BEATRIZ LUNA · 2015 to 2026
$13.9M
NIAAA NIH HHS T32 AA007477NIDA NIH HHS K01 DA059598NIDA NIH HHS U01 DA041022NIDA NIH HHS U01 DA041028NIDA NIH HHS U01 DA041048NIDA NIH HHS U01 DA041089NIDA 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 U24 DA041123NIDA NIH HHS U24 DA041147
6 · The paper itself

Abstract

backgroundAddictive screen use (ASU), above and beyond screen time, has been linked to significant mental health risks. Yet little is known about the neural risk factors that may associate with ASU. We examined 2 neurodevelopmental factors-cognitive control and reward-highlighted in substance use research and their links to ASU.

methodsWe utilized resting-state and monetary incentive delay (MID) task functional magnetic resonance imaging data from the Adolescent Brain Cognitive Development (ABCD) Study at baseline (Y0; ages 9-10 years) to predict addictive videogaming, addictive social media use, addictive phone use, and a composite measure of ASU at year 2 follow-up (Y2; ages 11-12 years). Cortical connectomic maturation was operationalized as distance from early life and proximity to adult functional networks in an individual connectome to potentially index cognitive control development. This was also supplemented by assessing cognitive task performance. Nucleus accumbens (NAc) activation in anticipation of reward in the MID task was used to assess reward processing.

resultsAbove and beyond total screen time and attention problems, lower connectomic maturation at Y0 associated with Y2 higher ASU composite and addictive videogaming. Analyses including task performance indicated that cortical maturation was associated with both ASU and task performance, but we did not find cognitive task performance to be directly related to ASU. Additionally, lower NAc anticipatory reward activation at Y0 was very weakly associated with higher Y2 ASU.

conclusionsDelayed cortical network maturation and, to a lesser extent, lower anticipatory reward activation in 9-to-10-year-old children may be associated with ASU in early adolescence, above and beyond parent-reported attention problems.

Indexed as

Anticipation, PsychologicalBehavior, AddictiveCerebral CortexInternet Addiction DisorderNucleus AccumbensRewardAdolescentChildConnectomeDigital MediaFemaleHumansMagnetic Resonance ImagingMaleMedia ExposureNeurodevelopmentAddictive phone useAddictive social media useAddictive videogamingAdolescenceNeurocognitive maturationReward processing

Identifiers

PMID41905476
PMCPMC13075549

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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.