# How do social media use, gaming frequency, and internalizing symptoms predict each other over time in early-to-middle adolescence?

**Authors:** Qiqi Cheng, Margarita Panayiotou, Turi Reiten Finserås, Amanda Iselin Olesen Andersen, Neil Humphrey

PMC · DOI: 10.1093/pubmed/fdaf150 · Journal of Public Health (Oxford, England) · 2025-12-05

## TL;DR

This study examines how social media use, gaming, and mental health symptoms interact over time in adolescents, finding no strong evidence that technology use causes mental health issues.

## Contribution

The study provides novel longitudinal evidence on gender-specific relationships between digital technology use and mental health in early-to-middle adolescence.

## Key findings

- More frequent gaming at T2 predicted less social media use at T3 in girls, but not in boys.
- Higher internalizing symptoms at T2 predicted reduced gaming at T3 in boys, but not in girls.
- No evidence was found that social media or gaming use predicted later internalizing symptoms in either gender.

## Abstract

The effects of adolescent digital technology use (e.g. social media, gaming) on their mental health are a major public health concern, but existing evidence is of mixed quality and findings have been inconclusive.

Separating within-person effects from between-person effects, a random-intercept cross-lagged panel model was applied to three annual waves of data (T1, T2, T3) on social media use, gaming, and internalizing symptoms among N = 25 629 adolescents (51% girls, average age 12 years, 7 months (SD = 3.58 months) at baseline) in Greater Manchester, England.

Longitudinal relationships varied by gender, such that more frequent gaming at T2 predicted less time spent on social media use at T3 in girls (but not boys), and more frequent internalizing symptoms at T2 predicted reductions in gaming frequency at T3 in boys (but not girls). There was no evidence that time spent on social media or gaming frequency predicted later internalizing symptoms among girls or boys. Sensitivity analyses that distinguished active versus passive social media use replicated these findings.

The findings of this study do not support the widely held view that adolescent technology use is a major causal factor in their mental health difficulties.

## Full-text entities

- **Diseases:** internalizing symptoms (MESH:D000082122)

## Full text

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## Figures

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## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC13017292/full.md

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Source: https://tomesphere.com/paper/PMC13017292