Predictors of smartphone addiction in adolescents with depression: combing the machine learning and moderated mediation model approach DOI
Yongjie Zhou,

Chenran Pei,

Hai-Long Yin

et al.

Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown

Published: Oct. 3, 2024

Abstract Smartphone addiction (SA) significantly impacts the physical and mental health of adolescents, can further exacerbate existing issues in those with depression. However, fewer studies have focused on predictors SA adolescents This study employs machine learning methods to identify key risk factors for utilizes Interpretable SHapley Additive exPlanations (SHAP) method enhance model interpretability assess importance each factor. Additionally, by constructing a mediation moderation model, interactions between significant is analyzed. The included 2,203 Machine results from three models (random forest, logistic regression, decision tree) consistently identified emotion-focused coping, rumination, school bullying as strongest SA. Further analyses based Interaction Person-Affect-Cognition-Execution (I-PACE) revealed that rumination mediated relationship SA, coping moderated relationships both first use explore depressive analyze among these predictors. Future interventions depression may benefit psychotherapy addresses rumination.

Language: Английский

The chain mediating effect of self-respect and self-control on peer relationship and early adolescent phone dependence DOI Creative Commons

Shuyuan Guo,

J Zhang,

Aolun Wang

et al.

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: April 7, 2025

Language: Английский

Citations

1
The relationship between self-esteem and mobile phone addiction among college students: The chain mediating effects of social avoidance and peer relationships DOI Creative Commons
Chen Chun-mei,

Yuanyi Shen,

Shuai Lv

et al.

Frontiers in Psychology, Journal Year: 2023, Volume and Issue: 14

Published: April 13, 2023

Mobile phone addiction has a negative impact on the physical and mental health of college students, which attracted extensive attention from scholars.In this study, we investigated mechanism influence self-esteem mobile among 694 students using Self-Esteem Scale, Phone. Addiction Peer Relationship Scale Social Avoidance Distress Scale.The results showed that (1) significantly negatively predicted addiction; (2) influenced through mediating effect social avoidance; (3) peer relationships; (4) avoidance relationships played chain role in addiction.These findings can help researchers educators better understand underlying mechanisms relationship between to provide practical effective operational suggestions for prevention intervention students.

Language: Английский

Citations

17
The role of boredom proneness and self-control in the association between anxiety and smartphone addiction among college students: a multiple mediation model DOI Creative Commons
Li Zhang,

Baokai Wang,

Qi Xu

et al.

Frontiers in Public Health, Journal Year: 2023, Volume and Issue: 11

Published: July 26, 2023

Smartphone addiction has been found to be a widespread public health issue, especially among youth. Previous studies reported significant association between anxiety and smartphone addiction, but the underlying mechanism in this relationship is unclear. The purpose of study was investigate mediating roles boredom proneness self-control addiction. Self-reported measures anxiety, proneness, were administered 1,526 Chinese college students. scores varied 10 60 with an average 30.89 ± 10.57 points. Anxiety had direct positive effect on (effect = 0.18, 95% CI 0.11-0.25), indirect through 0.10, 0.06-0.15) 0.16, 0.13-0.20). Boredom sequentially mediated 0.12, 0.10-0.15). positively associated are important mediators relationship. Strengthening mitigating could prevent anxious

Language: Английский

Citations

16
Enhancing Substance Use Disorder Recovery through Integrated Physical Activity and Behavioral Interventions: A Comprehensive Approach to Treatment and Prevention DOI Creative Commons
Yannis Theodorakis, Mary Hassandra, Fotis Panagiotounis

et al.

Brain Sciences, Journal Year: 2024, Volume and Issue: 14(6), P. 534 - 534

Published: May 24, 2024

The global issue of substance abuse demands ongoing initiatives aligned with the United Nations Sustainable Development Goals. With drug use remaining prevalent worldwide, interventions are critical to addressing associated health challenges and societal implications. Exercise physical activities have emerged as integral components disorder (SUD) treatment, offering promising avenues for prevention, intervention, recovery. Recent research underscores efficacy exercise in reducing cravings, promoting abstinence, improving overall well-being. However, integrating into SUD recovery programs presents such dropout rates cultural considerations. This paper synthesizes existing literature on integration recovery, highlighting strategies enhancing treatment outcomes barriers adherence. Drawing cognitive–behavioral therapy, experiential learning, motivational interviewing, goal-setting techniques, holistic approach outlined this aims empower individuals both mentally physically, fostering resilience supporting long-term In conclusion, new need be taken by advocating inclusive policies, community engagement, collaborations across sectors. By doing so, stakeholders can optimize effectiveness contribute sustainable rehabilitation efforts SUD.

Language: Английский

Citations

5
Problematic Smartphone Use Among Turkish Adults: Latent Profiles and Links to Self-Control, Boredom Proneness, and Procrastination DOI
Hayri Koç, Zeynep Şimşir Gökalp, Jon D. Elhai

et al.

International Journal of Mental Health and Addiction, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 2, 2025

Language: Английский

Citations

0
Latent Profile Analysis of Cumulative Stress and Protective Factors in Junior High School Students’ Problematic Internet Use DOI

Xintong Zheng,

Xue Chao, Jianwen Chen

et al.

International Journal of Mental Health and Addiction, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 3, 2025

Language: Английский

Citations

0
Smartphone Addiction, Religiosity, and Academic Procrastination among College Students: the Mediating Role of Self-Esteem and Self-Regulated Learning DOI Creative Commons
Eko Sujadi, Urip Sulistiyo

Psychological Science and Education, Journal Year: 2025, Volume and Issue: 30(1), P. 67 - 80

Published: Feb. 28, 2025

<p>Academic procrastination is a prevalent issue among college students. This study aims to investigate the correlation between smartphone addiction, religiosity, and academic by considering mediating role of self-esteem self-regulated learning (SRL). The Procrastination Scale, Religiosity Muslim scale, Smartphone Addiction Scale-Short Version (SAS-SV), Rosenberg Self-Esteem Scale (RSE), Academic Self-Regulated Learning (A-SRL) were administered 512 students (42,19% males 57,81% females; mean age=19,72, SD=1,36). hypotheses evaluated using Partial Least Squares (PLS) modeling. results revealed that self-esteem, SRL significantly correlated with procrastination. structural equation model mediated religiosity In terms addiction procrastination, only acted as mediator, while did not. findings are valuable for counselors educators, offering insights into connections knowledge can provide practical guidance preventing addressing issues in effectively.</p>

Language: Английский

Citations

0
A Hybrid SEM-ANN Approach to Investigate the Internet Addiction Among University Students Based on Psychological Resilience Theory and Cognitive-Behavioral Theory DOI

Jinyu Li,

Ling Huang, Minqi Dun

et al.

Psychological Reports, Journal Year: 2025, Volume and Issue: unknown

Published: March 28, 2025

The internet is now essential in college students’ lives, but its overuse turning into a worldwide issue, notably with rising addiction among students. Earlier studies have mainly explored the risk factors of addiction, yielding various findings. This study aims to delve key affecting university students by integrating theory psychological resilience cognitive-behavioral theory. It thoroughly analyzes how self-control, emotional regulation, social support, perceived stress, and influence explores their interactions underlying mechanisms. conveniently selected 999 for survey measure self-reported ratings on six constructs: resilience, addiction. Employing Structural Equation Modeling - Artificial Neural Network (SEM-ANN) approach, unveiled complex non-linear relationships between predictors Results indicated that self-control significantly reduce while stress increases risk. Notably, regulation support did not directly lower Further analysis revealed plays mediating role Additionally, multilayer perceptron normalized importance showed as most critical predictive factor (100%), followed (9.1%), (8.4%), (5.4%). contributes theoretical practical insights

Language: Английский

Citations

0
Predictors of smartphone addiction in adolescents with depression: combing the machine learning and moderated mediation model approach DOI
Yongjie Zhou,

Chenran Pei,

Hai-Long Yin

et al.

Behaviour Research and Therapy, Journal Year: 2025, Volume and Issue: 189, P. 104749 - 104749

Published: April 15, 2025

Language: Английский

Citations

0
Is Physical activity associated with lower risk of social network problematic use or addiction? A systematic review and meta-analysis DOI Creative Commons
Adrián Rodríguez-Castaño, Javier Fernández-Sánchez, Daniel Trujillo-Colmena

et al.

Complementary Therapies in Clinical Practice, Journal Year: 2025, Volume and Issue: 60, P. 101995 - 101995

Published: April 19, 2025

Language: Английский

Citations

0