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Purpose: To elicit associations between vision difficulties and physical or psychosocial challenges in children in the United States.
Methods: Children aged 2-17 years old from the 2021 National Health Interview Survey with data pertaining to vision difficulty were included in our retrospective, population-based analysis. Our primary aim was investigating physical and psychosocial challenges as predictors of vision difficulty. Logistic regression models were performed on Stata version 17.0 (StataCorp LLC, College Station, Texas). Analyses were accompanied by an odds ratio (OR) and 95% confidence interval (CI).
Results: A total of 7,373 children had data pertaining to their level of vision difficulty and were included in our sample. In our multivariable analysis, children with a good/fair (OR = 1.84, 95% CI = [1.31, 2.60], < 0.01), or poor (OR = 5.08, 95% CI = [1.61, 16.04], < 0.01) general health status had higher odds of vision difficulty relative to children with an excellent/very good health status. Furthermore, children with difficulties hearing (OR = 8.67, 95% CI = [5.25, 14.31], < 0.01), communicating (OR = 1.96, 95% CI = [1.18, 3.25], < 0.01), learning (OR = 1.93, 95% CI = [1.27, 2.93], < 0.01), and making friends (OR = 1.94, 95% CI = [1.12, 3.36], = 0.02) had higher odds of vision difficulty. Nonetheless, the following factors were only predictors of vision difficulty in our univariable analysis: requiring equipment for mobility ( < 0.01), experiencing anxiety ( < 0.01), and experiencing depression ( < 0.01).
Conclusion: Several factors pertaining to physical and psychosocial challenges in children are associated with vision difficulty. Future research should further explore potential causal links between vision difficulty and physical or psychosocial factors to aid in coordinating public health efforts dedicated to vision health equity.
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http://dx.doi.org/10.1080/09286586.2024.2354704 | DOI Listing |
IEEE Trans Neural Netw Learn Syst
September 2025
Knowledge distillation (KD) aims to transfer knowledge from a large-scale teacher model to a lightweight one, significantly reducing computational and storage requirements. However, the inherent learning capacity gap between the teacher and student often hinders the sufficient transfer of knowledge, motivating numerous studies to address this challenge. Inspired by the progressive approximation principle in the Stone-Weierstrass theorem, we propose expandable residual approximation (ERA), a novel KD method that decomposes the approximation of residual knowledge into multiple steps, reducing the difficulty of mimicking the teacher's representation through a divide-and-conquer approach.
View Article and Find Full Text PDFClin Ophthalmol
August 2025
University of Virginia School of Medicine, Charlottesville, VA, USA.
Purpose: Diabetic retinopathy (DR) is a leading cause of vision loss in working-age adults. Despite the importance of early DR detection, only 60% of patients with diabetes receive recommended annual screenings due to limited eye care provider capacity. FDA-approved AI systems were developed to meet the growing demand for DR screening; however, high costs and specialized equipment limit accessibility.
View Article and Find Full Text PDFClin Ophthalmol
September 2025
State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University; Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science; Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, People's Republic of China.
Purpose: This study aims to assess the vision-related quality of life in patients with chronic dacryocystitis (CD) and to investigate the impact of Endoscopic Dacryocystorhinostomy (En-DCR) and the timing of the procedure on patients' quality of life.
Methods: A prospective cohort of 57 patients diagnosed with chronic dacryocystitis and scheduled for surgical intervention between August 2023 and December 2023 was initially recruited, with 54 patients completing the entire follow-up period. A control group consisting of 69 healthy individuals, matched for age and sex, was also included.
Neuropsychologia
September 2025
Icelandic Vision Lab, Department of Psychology, University of Iceland, Saemundargata 2, 102, Reykjavik, Iceland.
Developmental dyslexia is a disorder marked by difficulties in reading, spelling, and connecting sounds to written language. The high-level visual dysfunction hypothesis suggests these difficulties may partially arise from abnormalities in high-level visual cognition such as the ability to integrate visual input for higher-order cognitive functions such as reading. Here we examined adult (mean age = 35) dyslexic readers' neural functioning as they recognized identities of nonlinguistic visual objects, specifically houses and faces.
View Article and Find Full Text PDFAm J Ophthalmol
September 2025
Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland. Electronic address:
Objective: To examine the association between visual impairment (VI) and (1) homebound status, (2) presence of home hazards, and (3) utilization of home-based long-term services and supports (LTSS) among older adults.
Design: Longitudinal and cross-sectional analyses using National Health and Aging Trends Study (NHATS) data (2021-2023).
Subjects: 3,022 Medicare beneficiaries aged ≥71 years (mean age 78.