Evidence map›Paper›PMID 40413902›Full record

ReviewDevelopmental cognitive neuroscience2025

Missing data approaches for longitudinal neuroimaging research: Examples from the Adolescent Brain and Cognitive Development (ABCD) Study®.

Lin Li, Mohammadreza Bayat, Timothy B Hayes, Wesley K Thompson, Michael C Neale, Arianna M Gard, Anthony Steven Dick

Abstract readReview
In one paragraph

Review in Developmental cognitive neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Article
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  3. Article
  4. Article
  5. Article
  6. The Longitudinal Effects of Exclusionary School Discipline on Adolescent Well-Being.Research on child and adolescent psychopathology · 2025
    Article
  7. Article
  8. Article
  9. 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.

Lin LiDepartment of Radiology, University of California San Diego, La Jolla, CA, 92092, USA.
Mohammadreza BayatDepartment of Psychology, Florida International University, Miami, FL, 33199, USA.
Timothy B HayesDepartment of Psychology, Florida International University, Miami, FL, 33199, USA.
Wesley K ThompsonDepartment of Radiology, University of California San Diego, La Jolla, CA, 92092, USA; Center for Population Neuroscience and Genetics, Laureate Institute for Brain Research, Tulsa, OK, 74136, USA.
Michael C NealeDepartments of Psychiatry and Human and Molecular Genetics, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA.
Arianna M GardDepartment of Psychology and Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD, 20742, USA. Electronic address: arigard@umd.edu.
Anthony Steven DickDepartment of Psychology, Florida International University, Miami, FL, 33199, USA. Electronic address: adick@fiu.edu.

Funding

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
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
NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA041156
6 · The paper itself

Abstract

This paper addresses the challenges of managing missing values within expansive longitudinal neuroimaging datasets, using the specific example of data derived from the Adolescent Brain and Cognitive Development (ABCD) Study

Indexed as

Adolescent DevelopmentBrainCognitionNeuroimagingAdolescentData Interpretation, StatisticalHumansLongitudinal StudiesFull information maximum likelihoodMissing dataMultiple imputationNeuroimagingPropensity score weighting

Identifiers

PMID40413902
PMCPMC12688060

What Socratic holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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 Socratic graph.