ArticleFrontiers in psychology2026
Music participation, global cortical morphometry, and later language outcomes in the ABCD study.
Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Associations between music participation and language outcomes in children have been widely reported, yet whether cortical morphometry statistically accounts for these relationships remains unclear, particularly at the population level. Methods: Using longitudinal data from the population-based Adolescent Brain Cognitive Development Study, we examined whether music participation at ages 9-10 years was associated with language outcomes at 2-year follow-up and whether global cortical morphometry statistically accounted for part of these associations. The analytic sample included 5,993 children, including a twin subsample of 936 children used for sensitivity analyses. Music participation was assessed using parent-reported measures of sustained participation and practice intensity. Language outcomes were assessed at 2-year follow-up using NIH Toolbox measures of picture vocabulary, oral reading recognition, and crystallized cognition. Candidate mediators included baseline global cortical surface area, total cortical volume, mean cortical thickness, and mean sulcal depth. Linear mixed-effects models and mediation analyses were adjusted for baseline language performance and a prespecified set of demographic, socioeconomic, prenatal/perinatal, behavioral, extracurricular, and site-related covariates. Results: Sustained music participation was associated with higher crystallized cognition, picture vocabulary, and oral reading recognition scores at 2-year follow-up, with adjusted standardized differences ranging from 0.08 to 0.17 standard deviation units. Global cortical surface area and volume, but not cortical thickness or sulcal depth, statistically accounted for 4.1%-8.1% of these associations. Each 1-standard-deviation increase in practice intensity was associated with slightly higher crystallized cognition and picture vocabulary scores, with adjusted standardized differences ranging from 0.04 to 0.06 standard deviation units, but was not associated with oral reading recognition. For the two significant outcomes, global cortical surface area and volume statistically accounted for 4.6%-6.5% of the observed associations. In the twin subsample, sustained music participation remained positively associated with all three language outcomes, whereas practice intensity was not significantly associated with any language outcome. Discussion: These findings provide longitudinal, population-based evidence that real-world music participation may be a relevant environmental correlate of language development in late childhood and that global cortical morphometry may statistically account for a small but measurable proportion of these associations.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.