ArticleFrontiers in psychology2022
Effect of smartphone use before bedtime on smartphone addiction behaviors among Chinese college students.
Article in Frontiers in psychology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.
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Who cites it
7 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Influencing factors of short-form video addiction among Chinese university students: a systematic review.Frontiers in psychology · 2025Pooled it
- Impact of smartphone use duration before bedtime on university students' sleep quality, total and concentration performances, and reaction time.Scientific reports · 2026Article
- Bedtime electronic device use and sleep quality in Chinese young adults: a longitudinal study.BMC public health · 2026Article
- Prevalence and predictors of problematic smartphone use in a sample of Spanish undergraduate students.Scientific reports · 2025Article
- The Association Between Presleep and Postwake Mobile Phone Use and Nonsuicidal Self-Injury Among University Students: Cross-Sectional Study.Journal of medical Internet research · 2025Article
- Smartphone dependence and its influence on physical and mental health.Frontiers in psychiatry · 2025Review
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3 authors.
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Abstract
Smartphone addiction behaviors are becoming more and more common with the rapid popularity and widespread use of smartphones. Such behaviors are significantly influenced by the overuse of smartphones before bedtime. In this study, the overuse of smartphones after 9:00 pm before bedtime was investigated by an online questionnaire. The sample consists of 1,035 college students in China. The artificial neural networks were applied to predict the use time of smartphones before bedtime based on their different usages, and the relationship between smartphone usage and additive behaviors was analyzed. The results show that the neural network model can more accurately predict the usage time of smartphones according to the usage of smartphones before going to bed. At the same time, it is also found that the prediction accuracy of the samples that use the smartphone for less than half an hour and more than 3 h before bed is higher than that of other samples. Moreover, watching short videos and playing games are more likely to lead to mobile phone addiction behavior. These findings would help guide college students to correctly use phones and reduce smartphone addition, which is of great significance for mental health education.
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