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Oculomotor Training Improves Reading and Associated Cognitive Functions in Children with Learning Difficulties: A Pilot Study. 动眼肌训练可改善有学习困难儿童的阅读和相关认知功能:一项初步研究。
IF 1.8 Q2 Medicine Pub Date : 2025-10-07 DOI: 10.3390/vision9040083
Alessio Facchin, Silvio Maffioletti, Marta Maffioletti, Gabriele Esposito, Marta Bonetti, Luisa Girelli, Roberta Daini

In the first years of schooling, inefficient eye movements can impair the development of reading skills. Nonetheless, the improvement of these abilities has been little investigated in children. This pilot study aimed to verify the effectiveness of Office Based Oculomotor Training (OBOT) in enhancing reading skills in 'poor' readers. Twenty-one children (aged 7-12 years) underwent an assessment of reading, visual, and perceptual abilities before and after a training of oculomotor skills (i.e., execution of saccadic movements with symbol charts in various modes and types; 14 participants) or a simple reading exercise (7 participants). The overall duration of the training was six weeks. The results showed a specific improvement, in the group subjected to oculomotor training only, not only in oculomotor abilities but also in reading, visuo-perceptual skills, and the ability to resolve crowding. These primary results suggest that the improvement of oculomotor abilities can lead to an indirect increase in reading in developmental age.

在上学的头几年,低效的眼球运动可能会损害阅读技能的发展。然而,这些能力的提高在儿童中却鲜有研究。本试点研究旨在验证基于办公室的眼部运动训练(OBOT)在提高“差”读者阅读技能方面的有效性。21名儿童(7 -12岁)接受了动眼肌技能训练前后的阅读、视觉和知觉能力评估(即在各种模式和类型的符号图表中执行扫视运动,14名参与者)或简单阅读练习(7名参与者)。训练的总时间为六周。结果显示,在只接受动眼力训练的那一组中,不仅动眼力有了明显的提高,而且在阅读、视觉感知技能和解决拥挤问题的能力方面也有了明显的提高。这些初步结果表明,眼动能力的改善可以间接地增加发育年龄的阅读能力。
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引用次数: 0
Ocular Manifestations in Pediatric Traumatic Brain Injury Admitted to the ICU: A Prospective Analysis. ICU收治的儿童创伤性脑损伤的眼部表现:一项前瞻性分析。
IF 1.8 Q2 Medicine Pub Date : 2025-10-04 DOI: 10.3390/vision9040082
Amer Jaradat, Rami Al-Dwairi, Adam Abdallah, Atef F Hulliel, Rawhi Alshaykh, Mahmood Al Nuaimi, Ala' Al Barbarawi, Seren Al Beiruti, Abdelwahab Aleshawi

Background: Traumatic Brain Injury (TBI) in children is a major cause of morbidity and mortality worldwide. Ocular manifestations are common but often overlooked, despite their potential to cause long-term visual impairment. This study aimed to evaluate the prevalence and characteristics of ocular findings in pediatric TBI patients admitted to the intensive care unit (ICU).

Method: We prospectively reviewed records of pediatric patients (≤16 years) with TBI admitted to the Neurosurgery ICU at King Abdullah University Hospital (January 2022-December 2024). TBI was defined using U.S. CDC criteria and confirmed by clinical and radiological findings. Ocular manifestations were identified from ophthalmology consultations, neurosurgical notes, and bedside examinations. Demographics, injury details, and clinical outcomes were recorded. Statistical analyses included Chi-square, Fisher's exact, and Mann-Whitney U tests, with significance set at p ≤ 0.05.

Results: Thirty-eight patients (median age: 8 years; 55.3% male) were included. Ocular findings were present in 20 patients (52.6%). These patients were significantly older (median age 10 vs. 6 years, p = 0.007) and had lower admission GCS scores (11 vs. 14, p = 0.016). Male predominance was higher in the ocular group (75.0% vs. 33.3%, p = 0.030). Ocular findings were significantly associated with surgical intervention (60.0% vs. 22.2%, p = 0.025), orbital fractures (40.0% vs. 5.6%, p = 0.021), basal skull fracture signs (p = 0.036), and extraocular muscle limitation (p = 0.048). On multivariable analysis, orbital fracture remained the only independent predictor of ocular findings (aOR 2.22, 95% CI 1.17-3.57, p = 0.02).

Conclusion: Over half of pediatric ICU TBI patients demonstrated ocular manifestations, closely linked to greater injury severity and craniofacial trauma. Routine, comprehensive ophthalmological evaluation should be integrated into the multidisciplinary management of severe pediatric TBI to optimize visual and functional outcomes.

背景:儿童创伤性脑损伤(TBI)是世界范围内发病率和死亡率的主要原因。眼部表现是常见的,但往往被忽视,尽管他们可能导致长期视力损害。本研究旨在评估重症监护病房(ICU)儿科TBI患者眼部检查的患病率和特点。方法:我们前瞻性地回顾了2022年1月至2024年12月在阿卜杜拉国王大学医院神经外科ICU收治的儿童(≤16岁)TBI患者的记录。TBI的定义采用美国CDC标准,并经临床和放射学检查证实。眼部表现由眼科会诊、神经外科记录和床边检查确定。记录了人口统计学、损伤细节和临床结果。统计分析采用卡方检验、Fisher精确检验和Mann-Whitney U检验,显著性设置为p≤0.05。结果:纳入38例患者,中位年龄8岁,男性55.3%。眼部病变20例(52.6%)。这些患者明显年龄较大(中位年龄10比6岁,p = 0.007),入院时GCS评分较低(11比14,p = 0.016)。眼部组男性患病率较高(75.0% vs. 33.3%, p = 0.030)。眼部表现与手术干预(60.0%比22.2%,p = 0.025)、眼眶骨折(40.0%比5.6%,p = 0.021)、颅底骨折征象(p = 0.036)和眼外肌限制(p = 0.048)显著相关。在多变量分析中,眼眶骨折仍然是眼部表现的唯一独立预测因子(aOR 2.22, 95% CI 1.17-3.57, p = 0.02)。结论:超过一半的儿科ICU TBI患者有眼部表现,与较大的损伤严重程度和颅面创伤密切相关。应将常规、全面的眼科评估纳入重症儿童TBI的多学科管理,以优化视力和功能预后。
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引用次数: 0
Too Bright to Focus? Influence of Brightness Illusions and Ambient Light Levels on the Dynamics of Ocular Accommodation. 太亮而无法集中注意力?亮度错觉和环境光水平对眼调节动态的影响。
IF 1.8 Q2 Medicine Pub Date : 2025-09-30 DOI: 10.3390/vision9040081
Antonio Rodán, Angélica Fernández-López, Jesús Vera, Pedro R Montoro, Beatriz Redondo, Antonio Prieto

Can brightness illusions modulate ocular accommodation? Previous studies have shown that brightness illusions can influence pupil size as if caused by actual luminance increases. However, their effects on other ocular responses-such as accommodative or focusing dynamics-remain largely unexplored. This study investigates the influence of brightness illusions, under two ambient lighting conditions, on accommodative and pupillary dynamics (physiological responses), and on perceived brightness and visual comfort (subjective responses). Thirty-two young adults with healthy vision viewed four stimulus types (blue bright and non-bright, yellow bright and non-bright) under low- and high-contrast ambient lighting while ocular responses were recorded using a WAM-5500 open-field autorefractor. Brightness and comfort were rated after each session. The results showed that high ambient contrast (mesopic) and brightness illusions increased accommodative variability, while yellow stimuli elicited a greater lag under photopic condition. Pupil size decreased only under mesopic lighting. Perceived brightness was enhanced by brightness illusions and blue color, whereas visual comfort decreased for bright illusions, especially under low light. These findings suggest that ambient lighting and visual stimulus properties modulate both physiological and subjective responses, highlighting the need for dynamic accommodative assessment and visually ergonomic display design to reduce visual fatigue during digital device use.

亮度错觉能调节眼部调节吗?先前的研究表明,亮度错觉可以影响瞳孔大小,就好像是由实际亮度增加引起的一样。然而,它们对其他眼反应的影响,如调节或聚焦动力学,在很大程度上仍未被探索。本研究探讨了两种环境光照条件下亮度错觉对调节和瞳孔动力学(生理反应)以及感知亮度和视觉舒适度(主观反应)的影响。32名视力健康的年轻人在低对比度和高对比度的环境照明下观看四种刺激类型(蓝色明亮和不明亮,黄色明亮和不明亮),同时使用WAM-5500开场自折射镜记录眼部反应。每个疗程结束后,对亮度和舒适度进行评分。结果表明,高环境对比度(中视)和亮度错觉增加了调节变异性,而黄色刺激在光化条件下引起了更大的滞后。瞳孔大小仅在中聚光下减小。明亮错觉和蓝色增强了感知亮度,而明亮错觉降低了视觉舒适度,尤其是在弱光下。这些发现表明,环境照明和视觉刺激特性调节了生理和主观反应,强调了动态适应性评估和视觉符合人体工程学的显示设计的必要性,以减少使用数字设备时的视觉疲劳。
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引用次数: 0
Evaluating the Clinical Validity of Commercially Available Virtual Reality Headsets for Visual Field Testing: A Systematic Review. 评估商用虚拟现实头显的临床有效性,用于视野测试:系统回顾。
IF 1.8 Q2 Medicine Pub Date : 2025-09-24 DOI: 10.3390/vision9040080
Jesús Vera, Alan N Glazier, Mark T Dunbar, Douglas Ripkin, Masoud Nafey

Virtual reality (VR) technology has emerged as a promising alternative to conventional perimetry for assessing visual fields. However, the clinical validity of commercially available VR-based perimetry devices remains uncertain due to variability in hardware, software, and testing protocols. A systematic review was conducted following PRISMA guidelines to evaluate the validity of VR-based perimetry compared to the Humphrey Field Analyzer (HFA). Literature searches were performed across MEDLINE, Embase, Scopus, and Web of Science. Studies were included if they assessed commercially available VR-based visual field devices in comparison to HFA and reported visual field outcomes. Devices were categorized by regulatory status (FDA, CE, or uncertified), and results were synthesized narratively. Nineteen studies were included. Devices such as Heru, Olleyes VisuALL, and the Advanced Vision Analyzer showed promising agreement with HFA metrics, especially in moderate to advanced glaucoma. However, variability in performance was observed depending on disease severity, population type, and device specifications. Limited dynamic range and lack of eye tracking were common limitations in lower-complexity devices. Pediatric validation and performance in early-stage disease were often suboptimal. Several VR-based perimetry systems demonstrate clinically acceptable validity compared to HFA, particularly in certain patient subgroups. However, broader validation, protocol standardization, and regulatory approval are essential for widespread clinical adoption. These devices may support more accessible visual field testing through telemedicine and decentralized care.

虚拟现实(VR)技术已经成为一种有前途的替代传统的视野测量技术。然而,由于硬件、软件和测试方案的差异,商用vr周边测量设备的临床有效性仍然不确定。根据PRISMA指南进行系统评价,与Humphrey Field Analyzer (HFA)相比,评估基于vr的视野测量的有效性。通过MEDLINE、Embase、Scopus和Web of Science进行文献检索。如果研究评估了市售的基于vr的视野设备与HFA的比较,并报告了视野结果,则纳入研究。器械按监管状态(FDA、CE或未认证)进行分类,并对结果进行叙述性综合。纳入了19项研究。Heru、Olleyes VisuALL和Advanced Vision Analyzer等设备显示出与HFA指标的良好一致性,特别是在中晚期青光眼中。然而,根据疾病严重程度、人群类型和设备规格,观察到性能的差异。有限的动态范围和缺乏眼动追踪是低复杂度设备的常见限制。儿童早期疾病的验证和表现往往不理想。与HFA相比,一些基于vr的视野测量系统显示出临床可接受的有效性,特别是在某些患者亚组中。然而,更广泛的验证、方案标准化和监管批准对于广泛的临床应用至关重要。这些设备可以通过远程医疗和分散护理支持更容易获得的视野测试。
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引用次数: 0
A Simulated Visual Field Defect Impairs Temporal Processing: An Effect Not Modulated by Emotional Faces. 模拟视野缺陷损害时间加工:不受情绪面孔调节的效应。
IF 1.8 Q2 Medicine Pub Date : 2025-09-16 DOI: 10.3390/vision9030079
Mohammad Ahsan Khodami, Luca Battaglini

Temporal processing is fundamental to visual perception, yet little is known about how it functions under compromised visual field conditions or whether emotional stimuli, as reported in the literature, can modulate it. This study investigated temporal resolution using a two-flash fusion paradigm with a static, semi-transparent overlay that degraded the right visual hemifield of opacity 0.60 and examined the potential modulatory effects of emotional faces. In Experiment 1, participants were asked to report if they perceived one or two flashes presented at either -6° (normal vision) or +6° (beneath a scotoma) across eight interstimulus intervals, ranging from 10 to 80 ms with a step size of 10 ms. Results showed significantly impaired temporal discrimination in the degraded vision condition, with elevated thresholds 52.29 ms vs. 34.78 ms and reduced accuracy, particularly at intermediate ISIs 30-60 ms. In Experiment 2, we introduced emotional faces before flash presentation to determine whether emotional content would differentially affect temporal processing. Our findings indicate that neither normal nor scotoma-impaired temporal processing was modulated by the specific emotional content (angry, happy, or neutral) of the facial primes.

时间加工是视觉感知的基础,但对于它在受损的视野条件下是如何运作的,或者文献中报道的情绪刺激是否可以调节它,我们知之甚少。本研究使用静态、半透明覆盖的双闪融合模式研究了时间分辨率,该模式降低了右侧视觉半视野的不透明度0.60,并研究了情绪面孔的潜在调节作用。在实验1中,参与者被要求报告他们是否在8个刺激间隔(从10到80毫秒,步长为10毫秒)中感知到一个或两个以-6°(正常视力)或+6°(暗斑下)出现的闪光。结果显示,在视力退化的情况下,时间辨别能力明显受损,阈值升高52.29 ms对34.78 ms,准确度降低,特别是在中间ISIs 30-60 ms时。在实验2中,我们在flash呈现前引入情绪面孔,以确定情绪内容对时间加工的影响是否存在差异。我们的研究结果表明,正常或暗斑受损的时间加工都不受面部启动的特定情绪内容(愤怒、快乐或中性)的调节。
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引用次数: 0
Stevens-Johnson Syndrome and Toxic Epidermal Necrolysis: A Systematic Review of Ophthalmic Management and Treatment. 史蒂文斯-约翰逊综合征和中毒性表皮坏死松解:眼科管理和治疗的系统综述。
IF 1.8 Q2 Medicine Pub Date : 2025-09-11 DOI: 10.3390/vision9030078
Korolos Sawires, Brendan K Tao, Harrish Nithianandan, Larena Menant-Tay, Michael O'Connor, Peng Yan, Parnian Arjmand

Background: Stevens-Johnson Syndrome (SJS) and Toxic Epidermal Necrolysis (TEN) are rare, life-threatening mucocutaneous disorders often associated with severe ophthalmic complications. Ocular involvement occurs in 50-68% of cases and can result in permanent vision loss. Despite this, optimal management strategies remain unclear, and treatment practices vary widely. Methods: A systematic review was conducted in accordance with PRISMA guidelines and prospectively registered on PROSPERO (CRD420251022655). Medline, Embase, and CENTRAL were searched from 1998 to 2024 for English-language studies reporting treatment outcomes for ocular SJS/TEN. Results: A total of 194 studies encompassing 6698 treated eyes were included. Best-corrected visual acuity (BCVA) improved in 52.2% of eyes, epithelial regeneration occurred in 16.8%, and symptom relief was reported in 26.3%. Common treatments included topical therapy (n = 1424), mucosal grafts (n = 1220), contact lenses (n = 1134), amniotic membrane transplantation (AMT) (n = 889), systemic medical therapy (n = 524), and punctal occlusion (n = 456). Emerging therapies included TNF-alpha inhibitors, anti-VEGF agents, photodynamic therapy, and 5-fluorouracil. Conclusions: Disease-stage-specific therapy is crucial in ocular SJS/TEN. Acute interventions such as AMT may prevent long-term complications, while chronic care targets structural and tear-film abnormalities. Further prospective studies are needed to standardize care and optimize visual outcomes.

背景:Stevens-Johnson综合征(SJS)和中毒性表皮坏死松解症(TEN)是罕见的危及生命的皮肤粘膜疾病,通常伴有严重的眼部并发症。50-68%的病例发生眼部受累,可导致永久性视力丧失。尽管如此,最佳的管理策略仍不清楚,治疗方法差异很大。方法:根据PRISMA指南进行系统评价,并在PROSPERO (CRD420251022655)进行前瞻性注册。检索了Medline、Embase和CENTRAL从1998年到2024年报道眼部SJS/TEN治疗结果的英语研究。结果:共纳入194项研究,包括6698只治疗过的眼睛。52.2%的眼睛最佳矫正视力(BCVA)改善,16.8%的眼睛发生上皮再生,26.3%的眼睛症状缓解。常见的治疗方法包括局部治疗(n = 1424)、粘膜移植(n = 1220)、隐形眼镜(n = 1134)、羊膜移植(n = 889)、全身药物治疗(n = 524)和点状阻断(n = 456)。新兴疗法包括tnf - α抑制剂、抗vegf药物、光动力疗法和5-氟尿嘧啶。结论:针对疾病分期的治疗是治疗眼部SJS/TEN的关键。急性干预如AMT可以预防长期并发症,而慢性护理针对结构和泪膜异常。需要进一步的前瞻性研究来规范护理和优化视力结果。
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引用次数: 0
Predicting Pattern Standard Deviation in Glaucoma: A Machine Learning Approach Leveraging Clinical Data. 青光眼预测模式标准差:利用临床数据的机器学习方法。
IF 1.8 Q2 Medicine Pub Date : 2025-09-01 DOI: 10.3390/vision9030077
Raheem Remtulla, Patrik Abdelnour, Daniel R Chow, Andres C Ramos, Guillermo Rocha, Paul Harasymowycz

Visual field (VF) testing is crucial for the management of glaucoma. However, the process is often hindered by technician shortages and reliability issues. In this study, we leveraged machine learning to predict pattern standard deviation (PSD) using clinical inputs. This machine learning retrospective study used publicly accessible data from 743 eyes (541 glaucoma and 202 non-glaucoma controls). An automated neural network (ANN) model was trained using seven clinical input features: mean retinal nerve fiber layer (RNFL), IOP, patient age, CCT, glaucoma diagnosis, study protocol, and laterality. The ANN demonstrated efficient training across 1000 epochs, with consistent error reduction in training and test sets. Mean RMSEs were 1.67 ± 0.05 for training, and 2.27 ± 0.27 for testing. The r was 0.89 ± 0.01 for training, and 0.81 ± 0.04 for testing, indicating strong predictive accuracy with minimal overfitting. The LOFO analysis revealed that the primary contributors to PSD prediction were RNFL, CCT, IOP, glaucoma status, study protocol, and age, listed in order of significance. Our neural network successfully predicted PSD from RNFL and clinical data with strong performance metrics, in addition to demonstrating construct validity. This work demonstrates that neural networks hold the potential to predict or even generate VF estimations based solely on RNFL and clinical inputs.

视野(VF)检查对青光眼的治疗至关重要。然而,这一过程经常受到技术人员短缺和可靠性问题的阻碍。在这项研究中,我们利用机器学习来预测临床输入的模式标准差(PSD)。这项机器学习回顾性研究使用了743只眼睛(541只青光眼和202只非青光眼对照)的公开数据。自动神经网络(ANN)模型使用七个临床输入特征进行训练:平均视网膜神经纤维层(RNFL)、IOP、患者年龄、CCT、青光眼诊断、研究方案和侧边。该人工神经网络证明了在1000个epoch上的有效训练,在训练集和测试集上具有一致的误差减少。训练组均方根误差为1.67±0.05,测试组均方根误差为2.27±0.27。训练的r为0.89±0.01,测试的r为0.81±0.04,表明预测精度高,过拟合最小。LOFO分析显示,影响PSD预测的主要因素依次为RNFL、CCT、IOP、青光眼状态、研究方案和年龄。我们的神经网络成功地从RNFL和临床数据中预测PSD,并具有强大的性能指标,此外还证明了结构的有效性。这项工作表明,神经网络具有预测甚至仅基于RNFL和临床输入生成VF估计的潜力。
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引用次数: 0
Modulating Multisensory Processing: Interactions Between Semantic Congruence and Temporal Synchrony. 调节多感觉加工:语义一致性和时间同步之间的相互作用。
IF 1.8 Q2 Medicine Pub Date : 2025-09-01 DOI: 10.3390/vision9030074
Susan Geffen, Taylor Beck, Christopher W Robinson

Presenting information to multiple sensory modalities often facilitates or interferes with processing, yet the mechanisms remain unclear. Using a Stroop-like task, the two reported experiments examined how semantic congruency and incongruency in one sensory modality affect processing and responding in a different modality. Participants were presented with pictures and sounds simultaneously (Experiment 1) or asynchronously (Experiment 2) and had to respond whether the visual or auditory stimulus was an animal or vehicle, while ignoring the other modality. Semantic congruency and incongruency in the unattended modality both affected responses in the attended modality, with visual stimuli having larger effects on auditory processing than the reverse (Experiment 1). Effects of visual input on auditory processing decreased under longer SOAs, while effects of auditory input on visual processing increased over SOAs and were correlated with relative processing speed (Experiment 2). These results suggest that congruence and modality both impact multisensory processing.

将信息呈现给多种感觉模式通常会促进或干扰处理,但机制尚不清楚。使用类似stroop的任务,两个报告的实验研究了语义一致性和语义不一致性在一种感觉模态中如何影响不同模态的加工和反应。参与者被同时(实验1)或不同步(实验2)呈现图片和声音,并被要求对视觉或听觉刺激是动物还是交通工具做出反应,同时忽略其他形式。无注意模态的语义一致性和语义不一致性都影响有注意模态的反应,视觉刺激对听觉加工的影响大于听觉刺激对听觉加工的影响(实验1)。视觉输入对听觉加工的影响随时间的延长而减弱,而听觉输入对视觉加工的影响随时间的延长而增强,并与相对加工速度相关(实验2)。这些结果表明,一致性和模态都影响多感觉加工。
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引用次数: 0
Gaze Dispersion During a Sustained-Fixation Task as a Proxy of Visual Attention in Children with ADHD. 持续注视任务中的凝视分散是ADHD儿童视觉注意的代表。
IF 1.8 Q2 Medicine Pub Date : 2025-09-01 DOI: 10.3390/vision9030076
Lionel Moiroud, Ana Moscoso, Eric Acquaviva, Alexandre Michel, Richard Delorme, Maria Pia Bucci

Aim: The aim of this preliminary study was to explore the visual attention in children with ADHD using eye-tracking, and to identify a relevant quantitative proxy of their attentional control.

Methods: Twenty-two children diagnosed with ADHD (aged 7 to 12 years) and their 24 sex-, age-matched control participants with typical development performed a visual sustained-fixation task using an eye-tracker. Fixation stability was estimated by calculating the bivariate contour ellipse area (BCEA) as a continuous index of gaze dispersion during the task.

Results: Children with ADHD showed a significantly higher BCEA than control participants (p < 0.001), reflecting their increased gaze instability. The impairment in gaze fixation persisted even in the absence of visual distractors, suggesting intrinsic attentional dysregulation in ADHD.

Conclusions: Our results provide preliminary evidence that eye-tracking coupled with BCEA analysis, provides a sensitive and non-invasive tool for quantifying visual attentional resources of children with ADHD. If replicated and extended, the increased use of gaze instability as an indicator of visual attention in children could have a major impact in clinical settings to assist clinicians. This analysis focuses on overall gaze dispersion rather than fine eye micro-movements such as microsaccades.

目的:本初步研究的目的是利用眼动追踪技术探讨ADHD儿童的视觉注意,并确定其注意力控制的相关定量代理。方法:22名被诊断为多动症的儿童(7 - 12岁)和24名性别、年龄相匹配的正常发育的对照者使用眼动仪进行视觉持续注视任务。通过计算双变量轮廓椭圆面积(BCEA)作为任务中注视分散的连续指标来估计注视稳定性。结果:ADHD儿童的BCEA显著高于对照组(p < 0.001),反映出他们的凝视不稳定性增加。即使在没有视觉干扰物的情况下,注视注视的损害仍然存在,这表明ADHD存在内在的注意力失调。结论:本研究结果为眼动追踪结合BCEA分析提供了一种灵敏且无创的工具来量化ADHD儿童的视觉注意力资源提供了初步证据。如果复制和推广,更多地使用凝视不稳定作为儿童视觉注意力的指标,可能会在临床环境中产生重大影响,以协助临床医生。这种分析侧重于整体的凝视分散,而不是精细的眼球微运动,如微扫视。
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引用次数: 0
A Comparative Study Between Clinical Optical Coherence Tomography (OCT) Analysis and Artificial Intelligence-Based Quantitative Evaluation in the Diagnosis of Diabetic Macular Edema. 临床光学相干断层扫描(OCT)分析与基于人工智能的定量评估在糖尿病黄斑水肿诊断中的比较研究。
IF 1.8 Q2 Medicine Pub Date : 2025-09-01 DOI: 10.3390/vision9030075
Camila Brandão Fantozzi, Letícia Margaria Peres, Jogi Suda Neto, Cinara Cássia Brandão, Rodrigo Capobianco Guido, Rubens Camargo Siqueira

Recent advances in artificial intelligence (AI) have transformed ophthalmic diagnostics, particularly for retinal diseases. In this prospective, non-randomized study, we evaluated the performance of an AI-based software system against conventional clinical assessment-both quantitative and qualitative-of optical coherence tomography (OCT) images for diagnosing diabetic macular edema (DME). A total of 700 OCT exams were analyzed across 26 features, including demographic data (age, sex), eye laterality, visual acuity, and 21 quantitative OCT parameters (Macula Map A X-Y). We tested two classification scenarios: binary (DME presence vs. absence) and multiclass (six distinct DME phenotypes). To streamline feature selection, we applied paraconsistent feature engineering (PFE), isolating the most diagnostically relevant variables. We then compared the diagnostic accuracies of logistic regression, support vector machines (SVM), K-nearest neighbors (KNN), and decision tree models. In the binary classification using all features, SVM and KNN achieved 92% accuracy, while logistic regression reached 91%. When restricted to the four PFE-selected features, accuracy modestly declined to 84% for both logistic regression and SVM. These findings underscore the potential of AI-and particularly PFE-as an efficient, accurate aid for DME screening and diagnosis.

人工智能(AI)的最新进展已经改变了眼科诊断,特别是视网膜疾病的诊断。在这项前瞻性、非随机研究中,我们评估了基于人工智能的软件系统在诊断糖尿病黄斑水肿(DME)方面的性能,对比了光学相干断层扫描(OCT)图像的常规临床评估(定量和定性)。总共700份OCT检查分析了26个特征,包括人口统计数据(年龄、性别)、眼侧度、视力和21个定量OCT参数(黄斑图A X-Y)。我们测试了两种分类方案:二元(二甲醚存在与不存在)和多类(六种不同的二甲醚表型)。为了简化特征选择,我们应用了副一致特征工程(PFE),分离出与诊断最相关的变量。然后,我们比较了逻辑回归、支持向量机(SVM)、k近邻(KNN)和决策树模型的诊断准确性。在使用所有特征的二值分类中,SVM和KNN的准确率达到92%,而逻辑回归的准确率达到91%。当局限于四个pfe选择的特征时,逻辑回归和支持向量机的准确率都适度下降到84%。这些发现强调了人工智能——尤其是pfe——作为二甲醚筛查和诊断有效、准确的辅助手段的潜力。
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