Table · dataset · 2026
Supplementary file 1_Physical activity, psychological resilience, and adolescent mobile phone addiction—a meta-analytic structural equation modeling study.docx
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/fpsyg.2026.1914677.s001
Description
Background and aims<p>With the widespread use of mobile internet, smartphone addiction among adolescents has become a major global public health concern.</p>Methods<p>This study synthesizes empirical evidence to quantitatively examine the relationships among adolescent physical activity (PA), psychological resilience (PR), and mobile phone addiction (MPA), and to explore the mediating role of PR. Following PRISMA guidelines, a systematic search of five databases (PubMed, Web of Science, PsycINFO, SPORTDiscus, CNKI) yielded 58 relevant articles (63 correlation records across the three relationship pairs), comprising cross-sectional and longitudinal studies with a total sample of 98,946 adolescents and young adults.
Traditional meta-analysis and MASEM were combined; a random-effects model pooled effect sizes, and a two-stage structural equation modeling approach tested mediation.</p>Results<p>There was a significant negative correlation between PA and MPA (r = −0.225 [95% CI: −0.282 to −0.166]). PA was positively correlated with PR (r = 0.370 [95% CI: 0.250 to 0.479]). PR was negatively correlated with MPA (r = −0.362 [95% CI: −0.518 to −0.184]).
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Neither Egger’s nor Begg’s test indicated statistically significant small-study effects for any of the three pairwise relationships. MASEM analysis revealed that PR plays a substantial mediating role, with an indirect effect of −0.120, accounting for 53.3% of the total effect. Substantial heterogeneity was observed across all analyses (I2 > 96%), which was partially explained by educational level, study design and measurement instrument in moderator analyses.</p>Conclusion<p>PA is associated with lower MPA overall (r = −0.225); in the mediation model the direct effect is reduced to borderline non-significance, with the association substantially (~53%) mediated by psychological resilience.
The findings suggest that effective interventions for adolescents and young adults with mobile phone addiction should combine physical-activity promotion with psychological components. However, these recommendations should be considered in light of the predominantly observational evidence base, and future intervention studies are needed to establish causal relationships.</p>Systematic review registration<p>crd.york.ac.uk/PROSPERO/view/CRD420261398773, identifier: CRD420261398773.</p>
Links
Where it is published
- DOI doi.org/10.3389/fpsyg.2026.1914677.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Applied and developmental psychology · Applied and developmental psychology · Applied and developmental psychology · Applied and developmental psychology · Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science
- Inferred from text
- Longitudinal study 65%
Provenance · 4 source records, 42 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34053549 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34053549 | 3 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34053549 | 3 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34053549 | 3 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:group:5201 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Applied Psychology'] |
| concepts[field].anzsrc:group:5201 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Applied Psychology'] |
| concepts[field].anzsrc:group:5201 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Applied Psychology'] |
| concepts[field].anzsrc:group:5201 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Applied Psychology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |