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. 2023 Jan 24:11:1083856.
doi: 10.3389/fpubh.2023.1083856. eCollection 2023.

A bidirectional association between smartphone addiction and depression among college students: A cross-lagged panel model

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A bidirectional association between smartphone addiction and depression among college students: A cross-lagged panel model

Kexin Zhang et al. Front Public Health. .

Abstract

Background: Smartphone addiction (SA) is associated with adverse consequences, especially for freshmen. Evidence indicates that SA is associated with depression, and it is necessary to conduct a longitudinal study to explore the association further.

Methods: SA (measured by the Smartphone Addiction Scale-Short Version) and depression (measured by the Zung's Self-Rating Depression Scale) among 1,186 freshmen were surveyed at baseline and a respective 12-month follow-up for each participant. The application of a cross-lagged panel model approach (CLPM) revealed an association between SA and depression after adjusting for demographic variables.

Results: The CLPM results showed a significant path from baseline SA to follow-up depression (β = 0.08, P < 0.001) and a significant path from baseline depression to follow-up SA (β = 0.08, P < 0.001). Compared with the overall cross-lagged model, the cross-lagged coefficient of the path from baseline SA to follow-up depression increased in the female group (β = 0.10, P = 0.015), and the cross-lagged coefficient of the path from baseline depression to follow-up SA also increased significantly (β = 0.15, P < 0.001). In contrast, the cross-lagged model in the male group showed no predictive effect between SA and depression (P > 0.05).

Conclusions: The current study showed a significant bidirectional association between smartphone addiction and depression among freshmen, but only in the female population.

Keywords: college students; cross-lagged panel model (CLPM); depression; longitudinal study; smartphone addiction.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
CLPM of SAS-SV and SDS scores at baseline (T1) and follow-up (T2, over 12 months) with standardized path coefficients. **P < 0.01; ***P < 0.001; T1 = assessed at baseline, T2 = assessed at follow-up. SAS-SV, Smartphone Addiction Scale-Short Version; SDS, Zung's Self-Rating Depression Scale; Single-headed arrows denote regressions, double-headed arrows denote correlations.
Figure 2
Figure 2
Path diagram of the CLPM by gender. *P < 0.05; **P < 0.01; ***P < 0.001; T1, assessed at baseline; T2, assessed at follow-up. SAS-SV, Smartphone Addiction Scale-Short Version; SDS, Zung's Self-Rating Depression Scale; Single-headed arrows denote regressions, double-headed arrows denote correlations; Solid lines present statistically significant associations and dashed lines present nonsignificant associations.

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References

    1. De-Sola Gutiérrez J, Rodríguez de Fonseca F, Rubio G. Cell-phone addiction: a review. Front Psychiatry. (2016) 7:175. 10.3389/fpsyt.2016.00175 - DOI - PMC - PubMed
    1. Zhong Y, Ma H, Liang YF, Liao CJ, Zhang CC, Jiang WJ. Prevalence of smartphone addiction among Asian medical students: a meta-analysis of multinational observational studies. Int J Soc Psychiatry. (2022) 68:1171–83. 10.1177/00207640221089535 - DOI - PubMed
    1. Meng SQ, Cheng JL, Li YY, Yang XQ, Zheng JW, Chang XW, et al. . Global prevalence of digital addiction in general population: a systematic review and meta-analysis. Clin Psychol Rev. (2022) 92:102128. 10.1016/j.cpr.2022.102128 - DOI - PubMed
    1. Lapierre MA, Zhao P, Custer BE. Short-term longitudinal relationships between smartphone use/dependency and psychological well-being among late adolescents. J Adolesc Health. (2019) 65:607–12. 10.1016/j.jadohealth.2019.06.001 - DOI - PubMed
    1. Ratan ZA, Parrish AM, Zaman SB, Alotaibi MS, Hosseinzadeh H. Smartphone Addiction and Associated Health Outcomes in Adult Populations: a Systematic Review. Int J Environ Res Public Health. (2021) 18:12257. 10.3390/ijerph182212257 - DOI - PMC - PubMed

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