Observational studyScientific reports2024
Prevalence and associated factors of myopia among adolescents aged 12-15 in Shandong Province, China: a cross-sectional study.
Observational study in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 17 papers, 3 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
17 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Biological mechanisms of atropine in myopia control (Review).Molecular medicine reports · 2026Pooled it
- Association of physical activity, sedentary behaviour, sleep and myopia in children and adolescents: a systematic review and dose-response meta-analysis.BMC public health · 2025Pooled it
- Digital Screen Time and Myopia: A Systematic Review and Dose-Response Meta-Analysis.JAMA network open · 2025Pooled it
- Digital Screen Time and Mental Health Difficulties Among Preschool Children in Western China: Cross-Sectional Study.Journal of medical Internet research · 2026Article
- Comparative Effectiveness of Three Myopia Control Lenses: A Multicenter, Real-World Study of 5182 Adolescents and Children in Chongqing, China.Translational vision science & technology · 2026Article
- Article
- Myo-ODE: continuous-time trajectory reconstruction and risk prediction of high myopia via neural ordinary differential equations.Frontiers in public health · 2026Article
- Centile curves of refraction in children and adolescents aged 5-18 in Hubei Province: a study based on GAMLSS to predict refraction development.International journal of ophthalmology · 2026Article
- Prevalence and distribution of low and high myopia in Mexican outpatients: a nationwide cross-sectional clinic-based study.Frontiers in medicine · 2026Article
- Trends and predictions of myopia among Chinese children aged 7-12 years from 1985 to 2019.Scientific reports · 2025Article
- Prevalence and associated factors of myopia and axial length-related visual impairment in children and adolescents aged 4-18 years.Scientific reports · 2025Article
- Efficacy and factors influencing toric orthokeratology lenses in managing moderate to high astigmatic myopia.Optometry and vision science : official publication of the American Academy of Optometry · 2025Article
- Article
- Association between insufficient sleep and astigmatism in preschool children.European journal of pediatrics · 2025Article
- Factors protecting against progression of myopia in school students exposed to societal change in Vietnam: a 3-year cohort study.BMJ open · 2025Article
- Uncovering predictors of myopia in youth: a secondary data analysis using a machine learning approach.Frontiers in medicine · 2025Article
- Article
Corrections and comments
- Erratum issued
Authors and funding
5 authors.
Funding
Abstract
Myopia is a growing concern worldwide, especially among adolescents. This study aimed to investigate the prevalence and associated factors of myopia in adolescents aged 12-15 in Shandong Province, China. This cross-sectional study adhered to the Strengthening the Reporting of Observational Studies in Epidemiology guidelines and involved stratified random cluster sampling of 128,678 students from 186 middle schools across 17 cities in Shandong Province. Data collection was conducted from March to April 2024. We excluded students with organic eye diseases, abnormal binocular vision functions, or a history of eye injuries or surgeries. Myopia was assessed using the standard logarithmic visual acuity chart and autorefractor without inducing ciliary muscle paralysis. A comprehensive questionnaire survey was conducted to gather demographic characteristics and daily life behaviors. With the chi-squared test for univariable analysis and multivariable logistic regression for identifying significant factors. This study included 126,375 participants, with a gender distribution of 51.02% male and 48.98% female. The overall prevalence of myopia was 71.34%. Higher prevalence was observed in girls (72.26%) compared to boys (70.45%), and the prevalence increased with age, peaking at 73.12% in 15-year-olds. Urban residents had a higher prevalence (71.86%) than rural (70.39%). Factors such as increased frequency of eye usage while lying down or leaning forward, frequent use of eyes while walking or riding in a car, prolonged screen time, and extended homework duration were associated with higher odds of developing myopia. Conversely, higher frequency of outdoor exercise, maintaining proper posture during reading and writing, greater distance from eyes to screen, and longer sleep duration were associated with lower odds. Additionally, female gender, older age, urban residence, and parental history of myopia increased the risk. The high prevalence of myopia among adolescents in Shandong Province was influenced by a combination of demographic, behavioral, and environmental factors. The study highlighted the importance of lifestyle modifications, such as increasing outdoor activities and maintaining proper visual habits, limiting the duration of screen exposure and homework sessions, and extending sleep duration, to mitigate the risk of developing myopia. These findings underscored the need for targeted public health interventions and educational campaigns to address this significant public health issue.
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