ArticleInvestigative ophthalmology & visual science2023
Impact of Area-Level Socioeconomic and Environmental Measures on Reduced Visual Acuity Among Children and Adolescents.
Article in Investigative ophthalmology & visual science, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it, 8 citations in OpenAlex.
- The relationship between green space and myopia in children and adolescents: a systematic review and meta-analysis.Frontiers in public health · 2026Pooled it
- Effect of no eyeglasses sales on the quality of eye care: an experimental evidence from China.BMC public health · 2024Trial
- Influence of environmental, economic, dietary, and behavioural factors on high myopia onset in children: a 4-year large-scale cohort study.Journal of global health · 2026Article
- Global and Regional Burden of Refraction Disorders In Children, Adolescents and Young Adults from 1990 to 2021: Trends, Inequalities and Future Predictions with Machine Learning.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Impact of multi-dimensional urbanization on poor vision and myopia among Chinese children and adolescents: evidence from national surveys between 2010 and 2019.BMC public health · 2026Article
- Gender disparities in the burden of vision impairment and regional environmental susceptibility among Chinese children and adolescents.The British journal of ophthalmology · 2026Article
- Regional Heterogeneity in Screen Time and Usage Habits Associated with Insufficient Hyperopic Reserve in Schoolchildren - 9 PLADs, China, 2020-2024.China CDC weekly · 2025Article
- Area-level factors influencing geographical distribution of myopia prevalence among school-aged children and adolescents in Northwest China.Journal of global health · 2025Article
- Socioeconomic disparities and green space associated with myopia among Chinese school-aged students: A population-based cohort study.Journal of global health · 2024Article
- Prevalence of myopia and refractive parameters among children and adolescents in Hi-tech District of Chengdu City.Frontiers in pediatrics · 2024Article
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose: To assess the impacts of area-level socioeconomic and environmental measures on reduced visual acuity (VA). Methods: This ecological study used the nationally representative cross-sectional data from the Chinese National Survey on Students' Constitution and Health in 2014 (CNSSCH 2014), which included 261,833 participants aged 7 to 22 years randomly selected from 30 mainland provinces in China. Area-level socioeconomic measures assessed included gross domestic product (GDP), population density, density of hospital beds, and nighttime light data measured as the mean digital number (DN) of each region; environmental factors assessed included latitude, annual sunlight duration, and park green space density. The main outcome measure was the prevalence of reduced VA in each province of Mainland China. Results: GDP (coefficient: 0.221; P < 0.001), mean DN (coefficient: 0.461; P < 0.001), latitude (coefficient: 0.093; P < 0.001), and annual sunlight duration (coefficient: 0.112; P < 0.001) were positively associated with the prevalence of reduced VA, while population density (coefficient: -0.256; P < 0.001), park green space per 10,000 people (coefficient: -0.145; P < 0.001), and number of hospital beds per 10,000 people (coefficient: -0.146; P < 0.001) were negatively associated with reduced VA prevalence. Factor analysis indicated a marginally nonsignificant positive correlation between socioeconomic factors and the prevalence of reduced VA (coefficient: 0.034; P = 0.07). Conclusions: Increased GDP and mean DN, which reflect economic development, were associated with a higher prevalence of reduced VA, while larger park green space and number of hospital beds per 10,000 people seemed to play a protective role, which could be targeted to design preventive strategies for myopia.
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