ArticleFrontiers in public health2025
The relationship between positive exercise experiences and mobile phone addiction tendencies in older adults: a cross-lagged study.
Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed.
- Within-Person Longitudinal Associations Between Obesity-Related Eating Behaviors and Physical Activity Among Older Adults: A Three-Wave Random-Intercept Cross-Lagged Study.Healthcare (Basel, Switzerland) · 2026Article
- Comment on "Low-Intensity Physical Activity and Sarcopenia Risk in Aging Populations: A Nationally Representative Study From China".Geriatrics & gerontology international · 2026Article
- The 30-s Arm Curl Test and Type 2 Diabetes Risk in Older Adults: From a Risk Marker to an Exercise Rehabilitation Tool.Geriatrics & gerontology international · 2026Article
- Long Sleep, Low Activity, and Sarcopenia: Toward a 24-h Exercise Rehabilitation Framework.Geriatrics & gerontology international · 2026Article
- Comment on "The Relationship Between Voluntary Rapid Blinking Rate and Future Development of Neurodegenerative Disease".Geriatrics & gerontology international · 2026Article
- The relationship between restrained eating and physical activity among female university students: a cross-lagged study.Frontiers in nutrition · 2026Article
- Longitudinal associations between physical activity and negative emotions among college students: the chain mediating roles of exercise self-efficacy and psychological resilience.Frontiers in psychology · 2026Article
- Interpretable machine learning for identifying co-occurring internet addiction and maladaptive cognitive emotion regulation in older adults: a cross-sectional study.Frontiers in public health · 2026Article
- Health correlates and health-related outcomes associated with smartphone-related addictive behaviors in older adults: a scoping review.Frontiers in public health · 2026Article
- The relationship between occupational stigma consciousness and occupational identity among pre-service early childhood education teachers in China: a four-year longitudinal study.Frontiers in psychology · 2026Article
- The relationship between physical activity and subjective wellbeing in infertile women: the mediating role of positive feedback and self-efficacy.Frontiers in public health · 2026Article
- The latent profile structure of alexithymia in the elderly and its relationship to eating behaviors: the mediating role of physical activity.Frontiers in psychology · 2025Article
- The relationship between physical activity and social anxiety in adolescents: a cross-lagged study.Frontiers in public health · 2025Article
- Negative life events and problematic smartphone use among university students: the mediating role of self-efficacy and the moderating role of physical activity.Frontiers in public health · 2025Article
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3 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Background: While the literature on mobile phone addiction (MPA) is extensive, it has overwhelmingly focused on younger populations, leaving its manifestation and impact among older adults as a critical research gap. Positive exercise experience (PEE) is a potential protective factor, yet the dynamic, reciprocal relationship between PEE and MPA in later life is poorly understood. This study addresses this gap. This study aimed to (a) examine the stability of PEE and MPA across three time points, (b) explore potential gender differences, and (c) test the reciprocal predictive relationships between PEE and MPA using a cross-lagged panel model. Methods: A three-wave longitudinal survey (9 months, April 2024-January 2025) was conducted among 828 older adults recruited from senior universities in four provinces of China. Participants completed the Subjective Exercise Experience Scale (PEE dimension) and the Mobile Phone Addiction Tendency Scale. Repeated-measures ANOVA was employed to test temporal and gender effects. Cross-lagged panel analyses were estimated in Mplus 8.0 to assess reciprocal prediction between PEE and MPA. Results: PEE remained stable across time with no gender differences, whereas MPA showed a significant increase over the three waves but no gender effect. PEE and MPA were significantly negatively correlated at all time points ( Conclusion: Findings indicate that PEE is relatively stable in older adults, while MPA increases over time. PEE consistently emerges as a protective factor against future MPA, whereas the inhibitory role of MPA on PEE appears weaker and less stable. These results highlight the importance of promoting enjoyable exercise experiences to mitigate technology-related risks and support healthier aging trajectories.
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