ArticleScientific reports2022
Ocular biometrics and uncorrected visual acuity for detecting myopia in Chinese school students.
Article in Scientific reports, 2022. 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 20 papers, 2 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
20 citing papers in PubMed, 2 syntheses or guidelines pooled it, 14 citations in OpenAlex.
- Exercise and visual training interventions for myopia in children and adolescents: a systematic review with a focus on near-far accommodation.Frontiers in public health · 2026Pooled it
- Refractive Error Centile Curves for Asian and Western Children and Adolescents: An Individual Level Meta-Analysis.Investigative ophthalmology & visual science · 2025Pooled it
- Axial Length to Corneal Curvature Ratio is Insufficient for Detecting Pseudomyopia in Children: A Multi-Cohort Study.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Development and Validation of Multinomial Logistic Regression and Machine Learning Algorithms for Identifying Refractive Status in Chinese School Aged Children.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Machine learning classification of cycloplegic refractive status in children and adolescents using non-cycloplegic data across ten provincial-level administrative divisions.BMC medical informatics and decision making · 2026Article
- Artificial intelligence-quantified fundus tessellated density and its association with myopia severity in Chinese children: a cross-sectional study.Frontiers in cell and developmental biology · 2026Article
- Myopia Prediction Using Machine Learning: An External Validation Study.Vision (Basel, Switzerland) · 2025Article
- Prevalence and associated factors of myopia and axial length-related visual impairment in children and adolescents aged 4-18 years.Scientific reports · 2025Article
- Effects of genetic factors and visual behaviors on interventions for myopia prevention and control in children: a systematic review and meta-analysis.Translational pediatrics · 2025Article
- Research on the predictive performance of using ROC curve to evaluate axial length for myopia in children and adolescents.BMC ophthalmology · 2025Article
- Cutoff Values of Noncycloplegic Spherical Equivalent Refraction for Myopia Detection in Southwestern Chinese Children.Journal of ophthalmology · 2025Article
- Prediction of myopia based on biometric parameters of 500,000 children and adolescents aged 3-18 years.Frontiers in public health · 2025Article
- Machine Learning Models for Predicting Cycloplegic Refractive Error and Myopia Status Based on Non-Cycloplegic Data in Chinese Students.Translational vision science & technology · 2024Article
- Tutorial on Biostatistics: Sample Size and Power Calculation for Ophthalmic Studies With Correlated Binary Eye Outcomes.Investigative ophthalmology & visual science · 2024Article
- The long and short of it: a comprehensive assessment of axial length estimation in myopic eyes from ocular and demographic variables.Eye (London, England) · 2024Article
- Associations between corneal curvature and other anterior segment biometrics in young myopic adults.Scientific reports · 2024Article
- Article
- Prevalence of myopia and refractive parameters among children and adolescents in Hi-tech District of Chengdu City.Frontiers in pediatrics · 2024Article
- Distribution and correlation of refractive parameters in children with different corneal curvatures in southeast China.International journal of ophthalmology · 2024Article
- Prevalence of myopia among senior students in Fenghua, Eastern China, before and during the COVID-19 pandemic.Frontiers in public health · 2023Article
Corrections and comments
- Erratum issued
Authors and funding
12 authors at 6 institutions in 2 countries.
Funding
Abstract
The study is to evaluate the performance of ocular biometric measures and uncorrected visual acuity (UCVA) for detecting myopia among Chinese students. Among 5- to 18-year-old Chinese students from two cities of China, trained eye-care professionals performed assessment of ocular biometrics (axial length (AL), corneal curvature radius (CR), anterior chamber depth) under noncycloplegic conditions using NIDEK Optical Biometer AL-Scan, distance visual acuity using retro-illuminated logMAR chart with tumbling-E optotypes, and cycloplegic refractive error using NIDEK autorefractor with administration of 0.5% tropicamide. Spherical equivalent (SER) in diopters (D) was calculated as sphere plus half cylinder, and myopia was defined as SER ≤ - 0.5 D. Performances of ocular biometrics and UCVA (individually and in combination) for detecting myopia were evaluated using sensitivity and specificity, predictive values, and area under ROC curve (AUC) in both development dataset and validation dataset. Among 3436 students (mean age 9.7 years, 51% female), the mean (SD) cycloplegic SER was - 0.20 (2.18) D, and 1269 (36.9%) had myopia. Cycloplegic SER was significantly correlated with AL (Pearson Correlation coefficient r = - 0.82), AL/CR ratio (r = - 0.90), and UCVA (r = 0.79), but was not correlated with CR (r = 0.02, p = 0.15). The AL/CR ratio detected myopia with AUC 0.963 (95% CI 0.957-0.969) and combination with UCVA improved the AUC to 0.976 (95% CI 0.971-0.981). Using age-specific AL/CR cutoff (> 3.00 for age < 10 years, > 3.06 for 10-14 years, > 3.08 for ≥ 15 years) as myopia positive, the sensitivity and specificity were 87.0% (95% CI 84.4-89.6%) and 87.8% (86.0-89.6%), respectively, in the development dataset and 86.4% (95% CI 83.7-89.1%) and 89.4% (95% CI 87.3-91.4%), respectively, in the validation dataset. Combining AL/CR and UCVA (worse than 20/32 for age < 10 years, and 20/25 for ≥ 10 years) provided 91.9% (95% CI 90.4-93.4%) sensitivity and 87.0% (95% CI 85.6-88.4%) specificity, positive value of 80.6% (95% CI 78.5-82.6%) and negative value of 94.8% (95% CI 93.8-95.8%). These results suggest that AL/CR ratio is highly correlated with cycloplegic refractive error and detects myopia with high sensitivity and specificity, AL/CR ratio alone or in combination with UCVA can be used as a tool for myopia screening or for estimating myopia prevalence in large epidemiological studies with limited resources for cycloplegic refraction.
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