新技术交流

二期张力环缝合固定治疗先天性晶状体不全脱位手术技术(视频)

Two-stage capsular tension ring fixation technique on the surgical treatment of congenital ectopia lentis

:101-107
 
先天性晶状体不全脱位是一种较为罕见的晶状体悬韧带异常的疾病,其手术治疗极具挑战性。以人工晶状体悬吊为代表的传统手术方式易出现囊袋破裂、玻璃体疝、人工晶状体脱位和继发性青光眼等严重并发症。近年来,以重建囊袋悬韧带隔为目标,新型囊袋辅助装置的应用极大程度提高了先天性晶状体不全脱位的手术成功率。然而,以改良式张力环为代表的囊袋辅助装置在我国仍难以得到普及且操作繁琐。因此,如何最大程度利用普通张力环等最常见的装备,设计出一种安全可靠手治疗先天性晶状体不全脱位的手术方式是眼科界亟待解决的问题。本文将介绍一种二期张力环缝合固定治疗先天性晶状体不全脱位手术技术。该技术仅需使用普通张力环,具有操作简单安全、术后效果稳定和易于技术推广的优点。
Congenital ectopia lentis is a relatively rare zonular disorder of the lens, and its surgical treatment is extremely challenging. The traditional surgical procedures represented by intraocular lens suspension are prone to result in serious complications such as capsular bag rupture, vitreous hernia, intraocular lens dislocation and secondary glaucoma. In recent years, with the goal of reconstructing the capsular bag–zonules diaphragm, the application of new capsular bag-assisted devices has greatly improved the surgical success rate of congenital ectopia lentis. However, the capsular-assisted devices, such as modified capsular tension ring, are still difficult to be popularized in China and the surgical procedures are complicated. Therefore, how to maximize the use of common equipment such as normal capsular tension rings and design a safe and reliable surgical method for the treatment of congenital ectopia lentis is an urgent issue for ophthalmologists. This article aims to introduce a two-stage capsular tension ring fixation for the treatment of congenital ectopia lentis, which has many advantages such as simple and safe operation, stable postoperative effect and less requirements for special equipment, and is worth promoting in clinical practice.
综述

人工智能在眼底病中的应用

Application of artificial intelligence in ocular fundus diseases

:200-207
 
人工智能是对人类智能的模拟和拓展。基于深度学习的人工智能可以很好地利用图像的内在特征,如轮廓、框架等,来分析图像。研究人员通常利用图像来诊断眼底病,因此将人工智能应用于眼底检查是有意义的。在眼科领域,人工智能通过分析光学相干断层扫描图像、眼底照片和超宽视野图像,已经在检测多种眼底疾病上取得了类似医生的性能。它也已经被广泛应用于疾病进展预测。然而,人工智能在眼科的应用也存在一些潜在的挑战,黑盒问题是其中之一。研究人员致力于开发更多的可解释的深度学习系统,并确认其临床可行性。人工智能在最流行的眼底病中的最新应用、可能遇到的挑战以及未来的道路将一一阐述。
Artificial intelligence (AI) is about simulating and expanding human intelligence. AI based on deep learning (DL) can analyze images well by using their inherent features, such as outlines, frames and so on. As researchers generally diagnoses ocular fundus diseases by images, it makes sense to apply AI to fundus examination. In ophthalmology, AI has achieved doctor-like performance in detecting multiple ocular fundus diseases through optical coherence tomography (OCT) images, fundus photographs, and ultra-wide-field (UWF) images. It has also been widely used in disease progression prediction. Nonetheless, there are also some potential challenges with AI application in ophthalmology, one of which is the black-box problem. Researchers are devoted to developing more interpretable deep learning systems (DLS) and confirming their clinical feasibility. This review describes a summary of the state-of-the-art AI application in the most popular ocular fundus diseases, potential challenges and the path forward.

Evaluating FFA and UWF SS-OCTA abnormalities in X-linked retinoschisis: a cross-sectional study of 46 eyes

Evaluating FFA and UWF SS-OCTA abnormalities in X-linked retinoschisis: a cross-sectional study of 46 eyes

:398-411
 
Aims: This study describes vascular abnormalities in X-linked retinoschisis (XLRS) using fundus fluorescein angiography (FFA) and ultra-widefield swept-source optical coherence tomography angiography (UWF SS-OCTA) to better understand the disease's vascular features and impact. Methods: A retrospective cross-sectional study was conducted on 26 XLRS patients (46 eyes). A comprehensive ophthalmic examination was performed, including FFA and UWF SS-OCTA. FFA abnormalities were divided into peripheral schisis-associated and optic disc-associated types. Results: The mean age of patients was 11.3±6.5 years. Macular schisis appeared in 97.8% of eyes, peripheral schisis in 89.1%, and peripheral bullous schisis (PBS) in 67.39%. Major vascular changes identified by FFA included dendritic capillary dilation/leakage (91.3%), internal residual vessel leakage (78.3%), and capillary dropout/ischemia (71.7%). Minor changes included zonal retinal pigment epithelium (RPE) proliferation (6.5%), bridging vessels (4.4%), and capillary sheathing (4.4%). peripapillary choroidal neovascularization (PPCNV) was noted in 10.9% and situs inversus of optic disc in 13.0% of eyes. Additionally, situs inversusof optic disc and zonal RPE proliferation were novel findings. Major FFA changes correlated with broader PBS (= 0.045) (P < 0.001) (= 0.003). Clock hours of PBS were significant predictors for internal residual vessel leakage (OR = 0.30, P = 0.03). No significant correlation was found between gene mutation type and FFA abnormalities(= 1.000)(= 0.539). Conclusions: This study highlighted the significant prevalence (95.7%) of vascular abnormalities in XLRS and emphasized the importance of combining FFA with UWF SS-OCTA for comprehensive evaluation, enhancing the understanding of XLRS pathophysiology and aiding in targeted treatment approaches.
Aims: This study describes vascular abnormalities in X-linked retinoschisis (XLRS) using fundus fluorescein angiography (FFA) and ultra-widefield swept-source optical coherence tomography angiography (UWF SS-OCTA) to better understand the disease's vascular features and impact. Methods: A retrospective cross-sectional study was conducted on 26 XLRS patients (46 eyes). A comprehensive ophthalmic examination was performed, including FFA and UWF SS-OCTA. FFA abnormalities were divided into peripheral schisis-associated and optic disc-associated types. Results: The mean age of patients was 11.3±6.5 years. Macular schisis appeared in 97.8% of eyes, peripheral schisis in 89.1%, and peripheral bullous schisis (PBS) in 67.39%. Major vascular changes identified by FFA included dendritic capillary dilation/leakage (91.3%), internal residual vessel leakage (78.3%), and capillary dropout/ischemia (71.7%). Minor changes included zonal retinal pigment epithelium (RPE) proliferation (6.5%), bridging vessels (4.4%), and capillary sheathing (4.4%). peripapillary choroidal neovascularization (PPCNV) was noted in 10.9% and situs inversus of optic disc in 13.0% of eyes. Additionally, situs inversusof optic disc and zonal RPE proliferation were novel findings. Major FFA changes correlated with broader PBS (= 0.045) (P < 0.001) (= 0.003). Clock hours of PBS were significant predictors for internal residual vessel leakage (OR = 0.30, P = 0.03). No significant correlation was found between gene mutation type and FFA abnormalities(= 0.539). Conclusions: This study highlighted the significant prevalence (95.7%) of vascular abnormalities in XLRS and emphasized the importance of combining FFA with UWF SS-OCTA for comprehensive evaluation, enhancing the understanding of XLRS pathophysiology and aiding in targeted treatment approaches.
眼科麻醉专题

24 180 例喉罩全身麻醉下接受眼科手术患儿麻醉复苏期的护理体会

Nursing experience of 24,180 children undergoing ophthalmic surgery under general anesthesia with laryngeal mask during anesthesia recovery period

:554-562
 
目的:探讨提高眼科喉罩全身麻醉患儿在麻醉恢复室(post-anesthesia care unit, PACU)复苏质量与效率的整体护理策略。方法:选取2020年1月—2023年12月在中山大学中山眼科中心行眼科全身麻醉并保留喉罩进入PACU复苏的24 180例患儿,总结患儿在PACU复苏的护理措施及复苏质量。结果:所有患儿经复苏期综合护理后均顺利拔除喉罩完成麻醉复苏,未发生苏醒期二次插管或非计划转院治疗。采取个性化的整体护理策略后,喉罩全身麻醉患儿PACU平均复苏时间明显缩短。部分术后常见并发症(术后躁动,低氧血症和呼吸道梗阻)和护理不良事件(留置针脱落和眼包脱落)发生率逐年降低,经治疗和护理后均获得改善。结论:针对眼科全身麻醉的患儿特点,在麻醉复苏期采取个性化的整体护理策略,有利于顺利完成麻醉复苏,降低麻醉并发症和护理不良事件的发生率,提高复苏质量效率,满足眼科日间手术快速康复的需求。
Objective: To explore holistic nursing strategies to improve the quality and efficiency of post-anesthesia care unit (PACU) resuscitation in childrenpatients undergoing ophthalmic laryngeal mask anesthesia. Methods: A total of 24,180 children patients who underwent general anesthesia and retained laryngeal mask airway for PACU resuscitation at Sun Yat-sen Ophthalmic Center of Sun Yat sen University from January 2020 to December 2023 was reviewed and summarized the nursing measures and resuscitation quality of children patients undergoing PACU resuscitation. Results: All patients underwent comprehensive care during the recovery period and successfully removed the laryngeal mask to complete anesthesia recovery. There were no cases of secondary intubation or unplanned transfer for treatment during the recovery period. After adopting personalized holistic nursing strategies, the average recovery time of PACU in children under laryngeal mask anesthesia was significantly shortened.The incidence of common postoperative complications(postoperative agitation, hypoxemia and respiratory obstruction)and adverse nursing events (indwelling needle falls off, eye bandage fall off)had been decreasing year by year. These complications had been improved after treatment and care. Conclusions: Based on the characteristics of children patients undergoing general anesthesia in ophthalmology, adopting personalized holistic nursing strategies during the anesthesia recovery period is beneficial for successfully completing anesthesia recovery, reducing the incidence of anesthesia complications and adverse nursing events, improving the quality and efficiency of recovery, and meeting the needs of rapid recovery in ophthalmic day surgery.
Original Article

Machine learning methods for biological age estimation

Machine learning methods for biological age estimation

:176-189
 
Age stands as a primary risk factor for diseases and disabilities among the elderly. To effectively assess the underlying aging processes, accurate measures of biological age and rates of aging across multiple levels of aging features are essential. Biological age derives from physiological assessments of systems and organs. It has emerged as a superior predictor of age-related diseases and mortality compared to chronological age. Recent advancements in machine learning have catalyzed the development of sophisticated models capable of quantitatively characterizing biological aging with different types of data. This review explores the machine learning models in advancing our understanding of biological aging, highlighting the potential of these innovative approaches to facilitate aging research and personalized healthcare strategies.
Age stands as a primary risk factor for diseases and disabilities among the elderly. To effectively assess the underlying aging processes, accurate measures of biological age and rates of aging across multiple levels of aging features are essential. Biological age derives from physiological assessments of systems and organs. It has emerged as a superior predictor of age-related diseases and mortality compared to chronological age. Recent advancements in machine learning have catalyzed the development of sophisticated models capable of quantitatively characterizing biological aging with different types of data. This review explores the machine learning models in advancing our understanding of biological aging, highlighting the potential of these innovative approaches to facilitate aging research and personalized healthcare strategies.
百年校庆

间歇性禁食减轻内毒素诱导小鼠葡萄膜炎的研究

Research on intermittent fasting attenuates endotoxin-induced uveitis in mice

:501-512
 
目的:探究间歇性禁食(intermittent fasting, IF)对内毒素诱导小鼠葡萄膜炎(endotoxin-induced uveitis, EIU)的保护作用及其可能的抗炎机制。方法:小鼠随机分为对照组、EIU组及IF+EIU组。16∶8禁食方案(9 : 00—17 : 00进食)。对照组行玻璃体腔内注射磷酸盐缓冲溶液(phosphate buffered saline, PBS),其余两组行玻璃体腔内脂多糖注射。建模后监测小鼠空腹血糖及体质量。光学相干断层扫描和苏木精伊红染色观察评估炎症水平。视网膜铺片行神经炎症相关的观察评价。BV2细胞分为Ctr组,LPS组及饥饿+内毒素组,蛋白印迹及实时荧光定量逆转录PCR技术检测相关蛋白及mRNA表达水平。结果:①IF对体质量无明显影响,可引起血糖显著降低随后逐渐恢复。病程中期起IF干预下小鼠视网膜水肿恢复,玻璃体腔内炎性渗出比EIU组显著减少(P<0.01)。IF逆转LPS诱导的小胶质细胞激活,减轻视网膜神经节细胞及神经纤维损伤(P<0.05)。②饥饿培养抑制LPS诱导的BV2细胞的磷酸化信号转导与转录激活因子1和3及诱导型一氧化氮合酶( inducible nitric oxide synthase, iNOS)的蛋白表达水平(P<0.05),显著降低iNOS、白介素-6等炎症因子的表达水平。结论:IF能够加速EIU炎症的消退,减轻组织结构的炎性破坏,抑制小胶质细胞的促炎型激活。

Objective: To investigate the protective effects of intermittent fasting (IF) on endotoxin-induced uveitis in mice and its potential anti-inflammatory mechanisms. Methods: Mice were randomly divided into three groups: control group (Ctr), endotoxin-induced uveitis (EIU) group, and IF + EIU group. The IF regimen followed a 16:8 fasting scheme (feeding from 9:00 to 17:00). The control group received intravitreal injections of PBS, while the other two groups received intravitreal injections of lipopolysaccharide (LPS). After modeling, fasting blood glucose and body weight of the mice were monitored. Inflammation levels were assessed using OCT and H&E staining. Retinal flat mounts were used for evaluating neuroinflammation. BV2 cells were divided into Ctr group, LPS group, and starvation (LG) + LPS group. The expression levels of related proteins and mRNA were detected using WB and RT-qPCR. Results: IF had no significant effect on body weight but caused a significant decrease in blood glucose, which gradually recovered. From the middle stage of the disease, mice in the IF intervention group show edretinal edema recovery, significantly reduced intravitreal inflammatory exudation and cell infiltration compared to the EIU group (<0.01). IF reversed LPS-induced microglial activation and significantly alleviated damage to retinal ganglion cells and nerve fibers (P <0.05). Starvation culture significantly inhibited LPS-induced expression levels of p-STAT1/3 and iNOS proteins in BV2 cells (P <0.05) and significantly reduced the expression levels of inflammatory factors such as iNOS and IL-6. Conclusion: IF can accelerate the resolution of EIU inflammation, reduce inflammatory damage to tissue structures, and inhibit pro-inflammatory activation of microglia.
论著

眼科学硕士研究生批判性思维能力现况调查

An investigative study of critical thinking abilities among Masters' degree postgraduates in ophthalmology

:443-453
 
目的:调查眼科学硕士研究生批判性思维能力的现况,并了解其相关因素。方法:采用中文版评判性思维能力测量表(Critical Thinking Disposition Inventory-Chinese Version, CTDI-CV)对81名眼科学硕士研究生进行问卷调查,比较不同性别、年级、学位类别、学制的学生批判性思维能力的差异。结果:81名眼科学硕士研究生的CTDI-CV总分为(294.79±29.18)分,表明普遍具备积极的批判性思维能力,但“寻找真相”和“系统化能力”得分较低;不同年级与学位类型的眼科学硕士研究生的批判性思维能力等级分布存在差异。多因素线性回归显示,学位类型与眼科学硕士研究生的批判性思维能力相关。结论:眼科学硕士研究生普遍展现出正性的批判性思维特质,但在特定领域,其批判性思维能力仍有待提高,研究生教育应当采取针对性措施,培养研究生的批判性思维能力。
Objective: To investigate the current situation of critical thinking abilities of masters degree postgraduates in ophthalmology and identify the factors affecting the critical thinking abilities. Methods: Using the Critical Thinking Disposition Inventory-Chinese Version (CTDI-CV), a questionnaire survey was conducted among 81 masters degree postgraduates in ophthalmology. Results: The average total score of the CTDI-CV for the 81 master’s degree postgraduates in ophthalmology was 294.79±29.18, indicating a general possession of positive critical thinking abilities, yet scores in “Truth Seeking” and “Systematicity” were relatively low. There are differences in critical thinking abilities among master’s degree postgraduates in ophthalmology of various grades and degree categories. Multivariate linear regression indicates that degree categories is correlated with the critical thinking abilities of ophthalmology graduate students. Conclusions: The masters degree postgraduates in ophthalmology generally exhibit positive traits of critical thinking, yet there is room for improvement in specific areas. Postgraduate education should adopt targeted measures to cultivate the critical thinking abilities of postgraduates.
综述

超声睫状体成形术治疗青光眼的临床应用研究进展

Research progress on clinical application of ultrasound cycloplasty in the treatment of glaucoma

:395-401
 
青光眼是世界首位不可逆性致盲性眼病,降眼压是唯一被证实有效的干预措施。手术是降低眼压的主要途径,近年来创伤更小、术后炎症反应更轻、并发症更少的微创青光眼手术逐渐在临床得到应用。超声睫状体成形术(ultrasound cycloplasty, UCP)是一种新型微创青光眼治疗技术。本文综述了国内外现有研究,表明UCP在治疗各种类型青光眼中均表现出良好的降眼压效果,但不同类型青光眼疗效存在一定差异。UCP可减少术后局部抗青光眼药物的使用数量,同时显示出较少的并发症和较轻的术后反应。与其他睫状体分泌功能减弱性手术相比,该手术在缓解难治性青光眼患者因高眼压导致的局部疼痛方面尤为有效。青光眼类型、超声探头型号匹配及治疗扇区数量是影响疗效的主要因素,其适应的准确把握及手术参数设计的优化将进一步提高其治疗效果。本文归纳了UCP治疗青光眼的作用原理、手术操作与术后用药、适应证与禁忌证、有效性、安全性及其疗效的影响因素,以期为其临床应用和研究提供参考依据。
Glaucoma is the leading cause of irreversible blindness worldwide. Lowering intraocular pressure (IOP) is the only proven intervention to effectively prevent visual field deterioration and slow the progression of glaucoma. Surgery plays a critical role in reducing IOP, with traditional glaucoma surgeries focusing primarily on classic filtration procedures. In recent years, minimally invasive glaucoma surgeries (MIGS), characterized by less trauma, milder postoperative inflammation, and fewer complications, have been increasingly applied and continuously refined in clinical practice. Ultrasound cycloplasty (UCP) is a novel, minimally invasive technique for glaucoma treatment. This article reviews existing research both domestically and internationally, showing that UCP demonstrates good IOP-lowering effects in various types of glaucoma, though its efficacy varies across different glaucoma types. UCP reduces the need for postoperative anti-glaucoma medications, while also exhibiting fewer complications and milder postoperative reactions. Compared with other ciliary body function-reducing surgeries, UCP is particularly effective in alleviating local pain caused by elevated IOP in patients with refractory glaucoma. The type of Glaucoma, matching of the ultrasound probe model, and the number of treatment sectors are key factors influencing UCP efficacy. Accurate selection of indications and optimization of surgical parameters will further enhance its therapeutic outcomes. This article summarizes the mechanisms, surgical procedures, postoperative medication, indications and contraindications, efficacy, safety, and factors influencing UCP outcomes in glaucoma treatment, aiming to provide a reference for its clinical application and research.
综述

细胞衰老与年龄相关性黄斑变性

Cellular senescence in the pathogenesis of age-related macular degeneration

:332-344
 
年龄相关性黄斑变性(age-related macular degeneration, AMD)是导致老年人失明的主要原因之一,其特征为光感受器的死亡和视网膜色素上皮细胞的变性。该病的发病机制复杂,涉及遗传、环境和代谢等多种因素。细胞衰老是AMD的重要危险因素,表现为细胞在经历有限次数的分裂后进入永久性细胞周期停滞状态。随着年龄增长,衰老细胞的数量增加,并与多种年龄相关的慢性疾病密切相关。细胞衰老的潜在机制包括氧化应激、DNA损伤、线粒体功能障碍、自噬/线粒体自噬缺陷以及表观遗传改变等。在AMD中,色素上皮细胞、血管内皮细胞、Bruch膜、感光细胞和小胶质细胞等不同类型的细胞均表现出衰老及其相关变化。细胞衰老在AMD的发病机制中起着关键作用,涉及多种视网膜细胞类型和血管系统的退化。通过深入研究这些机制,期望能开发出更有效的治疗方法,以帮助患者恢复和保护视力。本文回顾了细胞衰老的生物学机制及其在AMD中的作用,深入探讨了不同细胞衰老引发AMD发病的具体机制,旨在为AMD的发病机制和治疗研究提供新思路。
Age-related macular degeneration (AMD) is a leading cause of blindness among the elderly, characterized by the degeneration of retinal pigment epithelial cells and the death of photoreceptors. The pathogenesis of AMD is complex, involving a multitude of factors, including genetic, environmental, and metabolic influences. Cellular senescence serves as a significant risk factor for AMD, where cells enter a permanent state of cell cycle arrest after a limited number of divisions. As age increases, the accumulation of senescent cells is closely associated with various age-related chronic diseases. Key mechanisms underlying cellular senescence include oxidative stress, DNA damage, mitochondrial dysfunction, defects in autophagy and mitophagy, and epigenetic alterations. In the context of AMD, various cell types-including pigment epithelial cells, vascular endothelial cells, cells of Bruch's membrane, photoreceptors, and microglia-exhibit signs of senescence and related changes. Cellular senescence plays a pivotal role in the pathogenesis of AMD, contributing to the degeneration of different retinal cell types and supporting vascular systems. By thoroughly investigating these mechanisms, there is hope for the development of more effective therapies aimed at restoring and protecting vision in affected patients. This article reviews the biological mechanisms of cellular senescence and its role in AMD, exploring how different cell types contribute to the disease's onset, with the goal of providing new insights into the pathogenesis and treatment of AMD.
论著

利用可穿戴设备监测学龄儿童量化用眼行为并定量分析近视发生相关因素

Wearable device in monitoring children's quantitative visual behavior and quantitative analysis of risks related to myopia

:180-187
 
目的:探索一种无创的、智能可穿戴设备监测学龄儿童量化的用眼行为,并定量分析近视发生的相关因素。方法:招募佛山市禅城区石湾第二小学三年级及狮城中学小学部五年级的年龄为7~11岁部分学生共171例。所有受试者均按照非睫状肌麻痹主觉验光结果分为近视组108例和非近视组63例,所有受试者均佩戴智能可穿戴设备“云夹”,进行为期10 d(2022年9月21日—2022年10月2日)的用眼行为数据(近距离用眼距离、近距离用眼时间、近距离环境光照、有效户外时间)采集。采用t检验比较近视组与非近视组儿童在用眼行为数据之间的差异,并应用Logistic回归分析用眼行为与近视发生的相关性。绘制受试者操作特征(receiver operating characteristic curve,ROC)曲线,并计算曲线下面积(area undercurve,AUC)分析用眼行为习惯对近视发生的预测价值。结果:学龄期儿童近视患病率为63.2%。近视组与非近视组在每天用眼时间、单次用眼时间、用眼距离、白天用眼光照、晚上用眼光照、每天户外活动时间及每天有效户外活动暴露次数比较差异均有统计学意义(均P<0.05)。Logistic回归分析显示,单次用眼时间、每天用眼时间是近视发生的危险因素。Spearman相关性分析显示,单次用眼时间及每天用眼时间均与近视发生呈正相关(均P<0.05)。单次用眼时间预测近视发生的ROC曲线下面积为0.939。结论:可穿戴设备“云夹”可量化学龄期儿童用眼行为;学龄期儿童近视发生可能与近距离用眼时间有一定相关性;预测模型可结合儿童屈光发育档案,量化近视发生风险,对儿童实现分类管理,及时采取个性化干预。
Objective: To investigate a non-invasive,smart device capable of monitoring the quantitative visual behavior of school age children, and to analyze quantitatively the relationship between visual behavior and the occurrence of myopia. Methods: This study recruited 171 subjects aged between 7 and 11 years from the third grade of Shiwan SecondPrimary School and the fifth grade of Shicheng Middle School in Chancheng District, Foshan City. Participants werecategorized into a myopia group (108 subjects) and a non-myopia group (63 subjects) based on results from non-ciliary muscle paralysis optometry. All subjects wore "clips" to track their near-work distance, near-work duration, lighting conditions during near-work, and time spent on outdoor activities between September 21, 2020, and October 10, 2020. Differences in these habits between the myopia and non-myopia groups were compared, and logistic regression analysis was conducted to assess the impact of habitual eye use on myopia. Results: The prevalence of myopia was found to be 63.2%. Statistically significant differences (all P<0.05) were observed between the myopic and non-myopic groups regarding average daily near-work time, average single near-work session duration, average near-work distance, average daytime and nighttime near-work lighting conditions, average daily outdoor activity time, and average daily effective outdoor activity exposure. Logistic regression analysis indicated that longer average single near-work sessions and increased average daily near-work time were risk factors for myopia. Spearman correlation analysis further supported these findings, showing a positive correlation between average single near-work session duration and average daily  near-work time with the occurrence of myopia (all P<0.05). The predictive accuracy of a model combining average single near-work session duration and average daily near-work time for myopia occurrence was high, with an area under the curve of 0.939. Conclusions: The wearable device "Cloud clip" effectively monitors the visual behavior of school-age children. The occurrence of myopia in this age group may be associated with increased near-work activities. A predictive model incorporating refractive development in myopic children can assess the quantitative risk of myopia, enabling the classification and management of school-age children. Personalized interventions may serve as protective factors against myopia.
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