Eye tracking can provide quantitative indices of visual exploration and cognitive processing during radiographic image interpretation. This study examined eye-movement patterns and pupil dynamics and their associations with task performance while fifth-year dental students interpreted a single mixed-dentition panoramic radiograph under free-viewing conditions. Task performance was defined as the number of correctly identified pre-specified items (three radiographic findings plus two interpretive items: dental age estimation and the presence/absence of congenital anomalies). Eye-movement patterns were classified into four groups: clockwise (R, 29.6%), counterclockwise (L, 44.4%), saccadic (S, 16.7%), and concentrated (C, 9.3%). Clockwise scan paths were associated with higher task scores and more globally distributed fixations than other patterns (p < 0.001). Linear mixed-effects modeling suggested that task scores increased up to 120 s of viewing time, whereas longer viewing times were not associated with further improvements. Furthermore, ordinal logistic regression analysis revealed that higher task scores were significantly associated with a smaller mean pupil area across the entire viewing time, combined with a larger pupil area specifically during fixations, suggesting more selective allocation of cognitive resources. These findings indicate associations between global scan structure, time allocation, pupil dynamics, and task performance in this single-image setting. Generalization to overall diagnostic competence or other radiographs requires replication using multiple panoramic images and a broader range of verified findings.
{"title":"Associations Between Eye-Movement Patterns, Pupil Dynamics, and the Interpretation of a Single Mixed-Dentition Panoramic Radiograph Among Dental Students: An Exploratory Eye-Tracking Study.","authors":"Satoshi Tanaka, Hiroyuki Karibe, Yuichi Kato, Ayuko Okamoto, Tsuneo Sekimoto","doi":"10.3390/vision10010013","DOIUrl":"10.3390/vision10010013","url":null,"abstract":"<p><p>Eye tracking can provide quantitative indices of visual exploration and cognitive processing during radiographic image interpretation. This study examined eye-movement patterns and pupil dynamics and their associations with task performance while fifth-year dental students interpreted a single mixed-dentition panoramic radiograph under free-viewing conditions. Task performance was defined as the number of correctly identified pre-specified items (three radiographic findings plus two interpretive items: dental age estimation and the presence/absence of congenital anomalies). Eye-movement patterns were classified into four groups: clockwise (R, 29.6%), counterclockwise (L, 44.4%), saccadic (S, 16.7%), and concentrated (C, 9.3%). Clockwise scan paths were associated with higher task scores and more globally distributed fixations than other patterns (<i>p</i> < 0.001). Linear mixed-effects modeling suggested that task scores increased up to 120 s of viewing time, whereas longer viewing times were not associated with further improvements. Furthermore, ordinal logistic regression analysis revealed that higher task scores were significantly associated with a smaller mean pupil area across the entire viewing time, combined with a larger pupil area specifically during fixations, suggesting more selective allocation of cognitive resources. These findings indicate associations between global scan structure, time allocation, pupil dynamics, and task performance in this single-image setting. Generalization to overall diagnostic competence or other radiographs requires replication using multiple panoramic images and a broader range of verified findings.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921889/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146257983","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Head-mounted ("virtual reality") perimeters (HMPs), based on standard consumer electronic hardware, are a cheaper alternative to standard automated perimetry. They have not been validated in patients with inherited retinal disease (IRDs), yet. We evaluated the Iowa-HMP in a first pilot study. It consists of a legacy smartphone, a headset, and freely available, open-source software. We used the 10-2 grid, the ZEST algorithm, and a background of 10 cd/m2 to measure central visual fields in one normal subject, and in patients with occult macular dystrophy (n = 2), Stargardt's disease (n = 3) and retinitis pigmentosa (n = 6). Results were compared with those from an Octopus 900 perimeter. The typical patterns of visual field loss were clearly discernible, but head-mounted perimeters generally have a limited dynamic range. Within the dynamic range of the Iowa-HMP (14 to 30 dB Octopus sensitivity), the Limits of Agreement (Bland-Altman) were ±7.5 dB. The Iowa-HMP had a diagnostic sensitivity of 0.67 for detecting locations with low perimetric sensitivity (<14 dB in the Octopus perimetry) with a diagnostic specificity of 0.95. Although the Iowa-HMP cannot be directly compared to standard perimetry in IRDs, open software greatly facilitates research in this area.
{"title":"Perimetry of the Central Visual Field Using a Head-Mounted Open-Source Perimeter in Patients with Inherited Retinal Diseases.","authors":"Cord Huchzermeyer, Friedrich Kruse, Jan Kremers","doi":"10.3390/vision10010012","DOIUrl":"10.3390/vision10010012","url":null,"abstract":"<p><p>Head-mounted (\"virtual reality\") perimeters (HMPs), based on standard consumer electronic hardware, are a cheaper alternative to standard automated perimetry. They have not been validated in patients with inherited retinal disease (IRDs), yet. We evaluated the Iowa-HMP in a first pilot study. It consists of a legacy smartphone, a headset, and freely available, open-source software. We used the 10-2 grid, the ZEST algorithm, and a background of 10 cd/m<sup>2</sup> to measure central visual fields in one normal subject, and in patients with occult macular dystrophy (n = 2), Stargardt's disease (n = 3) and retinitis pigmentosa (n = 6). Results were compared with those from an Octopus 900 perimeter. The typical patterns of visual field loss were clearly discernible, but head-mounted perimeters generally have a limited dynamic range. Within the dynamic range of the Iowa-HMP (14 to 30 dB Octopus sensitivity), the Limits of Agreement (Bland-Altman) were ±7.5 dB. The Iowa-HMP had a diagnostic sensitivity of 0.67 for detecting locations with low perimetric sensitivity (<14 dB in the Octopus perimetry) with a diagnostic specificity of 0.95. Although the Iowa-HMP cannot be directly compared to standard perimetry in IRDs, open software greatly facilitates research in this area.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921939/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Using a cross-sectional design, this study assessed and compared myopia knowledge among parents and teachers of schoolchildren aged 6-15 years in Beirut, Lebanon.
Methods: Two cross-sectional surveys were conducted between October 2022 and February 2024 among parents (n = 1256) and teachers (n = 366) of children aged 6-15 years. Using validated online Google Form questionnaires, data were collected on demographics, awareness, risk factors, and myopia knowledge, and analyzed with Statistical Package for the Social Sciences version 28 (SPSS v28) through descriptive statistics and logistic regression.
Results: Findings showed that 78.3% of parents and 79.5% of teachers had poor knowledge of myopia. Among teachers, better knowledge was linked to being male, having a family history of myopia, positive attitudes toward eyeglasses use, and attending regular or occasional eye care visits (all statistically significant). Among parents, higher knowledge was associated with having previously heard of myopia, higher income and education levels, and a family history of myopia, while parents of private-school children were less knowledgeable. Odds ratios below 1 indicate lower odds of good myopia knowledge relative to the reference category.
Conclusions: Both groups showed inadequate knowledge, underscoring the urgent need for targeted educational interventions to improve myopia awareness and prevention.
{"title":"Knowledge and Awareness of Myopia Among Parents and Teachers of Schoolchildren Aged 6-15 Years in Beirut, Lebanon.","authors":"Ameer Abou Adela, Vanessa R Moodley, Yazan Gammoh","doi":"10.3390/vision10010011","DOIUrl":"10.3390/vision10010011","url":null,"abstract":"<p><strong>Background: </strong>Using a cross-sectional design, this study assessed and compared myopia knowledge among parents and teachers of schoolchildren aged 6-15 years in Beirut, Lebanon.</p><p><strong>Methods: </strong>Two cross-sectional surveys were conducted between October 2022 and February 2024 among parents (<i>n</i> = 1256) and teachers (<i>n</i> = 366) of children aged 6-15 years. Using validated online Google Form questionnaires, data were collected on demographics, awareness, risk factors, and myopia knowledge, and analyzed with Statistical Package for the Social Sciences version 28 (SPSS v28) through descriptive statistics and logistic regression.</p><p><strong>Results: </strong>Findings showed that 78.3% of parents and 79.5% of teachers had poor knowledge of myopia. Among teachers, better knowledge was linked to being male, having a family history of myopia, positive attitudes toward eyeglasses use, and attending regular or occasional eye care visits (all statistically significant). Among parents, higher knowledge was associated with having previously heard of myopia, higher income and education levels, and a family history of myopia, while parents of private-school children were less knowledgeable. Odds ratios below 1 indicate lower odds of good myopia knowledge relative to the reference category.</p><p><strong>Conclusions: </strong>Both groups showed inadequate knowledge, underscoring the urgent need for targeted educational interventions to improve myopia awareness and prevention.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12922107/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Siddharth Gandhi, Katherine Jung, Michael Balas, Parnian Arjmand
Purpose: To evaluate demographic representation in AI-generated and search-engine-sourced images of North American ophthalmologists, overall and stratified by subspecialty, and compare these with actual demographic data. Methods: This cross-sectional analysis examined 2000 images (1000 AI-generated and 1000 search-engine-sourced) across ten North American ophthalmology subspecialties. Images were sourced from four AI platforms (DALL·E 3, Firefly, Midjourney, Grok-2) and four search engines (Google, Bing, DuckDuckGo, Yahoo!). Using a standardized framework, reviewers assessed gender, race, age group, and professional attire. Pearson chi-squared tests were used to compare image sets with actual demographic data from the Association of American Medical Colleges and Canadian Institute for Health Information. Results: AI-generated images depicted 69% men compared to 64% in search-engine-sourced images (p = 0.047), though both were lower than the actual proportion of male ophthalmologists in North America (71-73%, p < 0.001). White individuals were overrepresented in AI-generated images (81%) relative to both search-engine-sourced images (74%, p = 0.001) and actual demographic data (69%, p < 0.001). Younger individuals (under 50 years) were significantly overrepresented in both image sets, with 82% in AI-generated images and 73% in search-engine-sourced images, compared to only 45-46% in actual demographic data (p < 0.001 for both). AI-generated images also depicted ophthalmologists with significantly more stereotypical medical accessories, including stethoscopes (17% vs. 2%, p < 0.001), glasses (45% vs. 30%, p < 0.001), and white coats (68% vs. 53%, p < 0.001), compared to search-engine-sourced images. Conclusions: AI-generated images diverge from actual demographics, presenting a younger, more stereotypical workforce that paradoxically aligns closer to gender parity than reality.
{"title":"Demographic Disparities in AI-Generated Versus Search-Engine-Sourced Images of Ophthalmologists: A Cross-Sectional Analysis.","authors":"Siddharth Gandhi, Katherine Jung, Michael Balas, Parnian Arjmand","doi":"10.3390/vision10010010","DOIUrl":"10.3390/vision10010010","url":null,"abstract":"<p><p><b>Purpose</b>: To evaluate demographic representation in AI-generated and search-engine-sourced images of North American ophthalmologists, overall and stratified by subspecialty, and compare these with actual demographic data. <b>Methods</b>: This cross-sectional analysis examined 2000 images (1000 AI-generated and 1000 search-engine-sourced) across ten North American ophthalmology subspecialties. Images were sourced from four AI platforms (DALL·E 3, Firefly, Midjourney, Grok-2) and four search engines (Google, Bing, DuckDuckGo, Yahoo!). Using a standardized framework, reviewers assessed gender, race, age group, and professional attire. Pearson chi-squared tests were used to compare image sets with actual demographic data from the Association of American Medical Colleges and Canadian Institute for Health Information. <b>Results</b>: AI-generated images depicted 69% men compared to 64% in search-engine-sourced images (<i>p</i> = 0.047), though both were lower than the actual proportion of male ophthalmologists in North America (71-73%, <i>p</i> < 0.001). White individuals were overrepresented in AI-generated images (81%) relative to both search-engine-sourced images (74%, <i>p</i> = 0.001) and actual demographic data (69%, <i>p</i> < 0.001). Younger individuals (under 50 years) were significantly overrepresented in both image sets, with 82% in AI-generated images and 73% in search-engine-sourced images, compared to only 45-46% in actual demographic data (<i>p</i> < 0.001 for both). AI-generated images also depicted ophthalmologists with significantly more stereotypical medical accessories, including stethoscopes (17% vs. 2%, <i>p</i> < 0.001), glasses (45% vs. 30%, <i>p</i> < 0.001), and white coats (68% vs. 53%, <i>p</i> < 0.001), compared to search-engine-sourced images. <b>Conclusions</b>: AI-generated images diverge from actual demographics, presenting a younger, more stereotypical workforce that paradoxically aligns closer to gender parity than reality.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921965/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146258885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Giovanni Rubegni, Alessandra Cartocci, Alessio Luschi, Niccolò Castellino, Francesco Cappellani, Dario Romano, Benedetta Colizzi, Luca Rossetti, Gian Marco Tosi
Background: Large language models (LLMs) and vision-language models (VLMs) have recently been applied to ophthalmology for patient education, diagnosis, and surgical decision support. Their ability to generate, interpret, and synthesize medical information positions them as promising assistive tools in glaucoma care. This scoping review aims to consolidate current evidence on the applications of LLMs and VLMSs in glaucoma, summarizing their tasks, inputs, performance metrics, and limitations to guide future clinical and research developments. Methods: A systematic search was conducted in PubMed, Scopus, Web of Science, arXiv, and IEEE Xplore from 2014 to July 2025. Eligible studies included original research and research letters employing LLMs or VLMs/MM-LLMs in any glaucoma-related application, including diagnostic reasoning, image interpretation, patient education, or surgical decision support. Screening and full-text review were independently performed by two reviewers following PRISMA-ScR methodology, with discrepancies resolved by consensus. Results: In total, 316 records were identified across five databases, with 27 studies meeting the inclusion criteria. The selected studies focused on three main domains: patient education (n = 11), diagnosis and risk prediction (n = 10), and surgical management (n = 6). Conclusions: Current LLMs serve best as assistive rather than autonomous tools in glaucoma care. They demonstrate strong potential in patient communication and text-based clinical decision support but remain constrained by variable accuracy, limited multimodal integration, and a lack of ophthalmology-specific fine-tuning. Future research should focus on developing domain-trained and retrieval-augmented LLMs, enhancing multimodal (text-image) fusion, ensuring readability adaptation for patients, and establishing ethical and regulatory frameworks for clinical implementation.
背景:大型语言模型(LLMs)和视觉语言模型(VLMs)最近被应用于眼科患者教育、诊断和手术决策支持。它们产生、解释和综合医疗信息的能力使它们成为青光眼护理中有前途的辅助工具。本综述旨在整合llm和VLMSs在青光眼中的应用的现有证据,总结它们的任务、输入、性能指标和局限性,以指导未来的临床和研究发展。方法:系统检索2014 - 2025年7月PubMed、Scopus、Web of Science、arXiv、IEEE explore等数据库。符合条件的研究包括在任何青光眼相关应用中使用llm或vlm / mm - llm的原始研究和研究信函,包括诊断推理、图像解释、患者教育或手术决策支持。筛选和全文审查由两名审稿人按照PRISMA-ScR方法独立进行,差异通过协商一致解决。结果:共在5个数据库中确定了316条记录,其中27项研究符合纳入标准。入选的研究集中在三个主要领域:患者教育(n = 11)、诊断和风险预测(n = 10)和手术管理(n = 6)。结论:目前llm在青光眼治疗中最适合作为辅助工具而非自主工具。它们在患者沟通和基于文本的临床决策支持方面显示出强大的潜力,但仍然受到准确性可变,多模式整合有限以及缺乏眼科特定微调的限制。未来的研究应侧重于开发领域训练和检索增强的llm,增强多模态(文本-图像)融合,确保对患者的可读性适应,并建立临床实施的伦理和监管框架。
{"title":"Applications of Large Language Models in Glaucoma: A Scoping Review.","authors":"Giovanni Rubegni, Alessandra Cartocci, Alessio Luschi, Niccolò Castellino, Francesco Cappellani, Dario Romano, Benedetta Colizzi, Luca Rossetti, Gian Marco Tosi","doi":"10.3390/vision10010009","DOIUrl":"10.3390/vision10010009","url":null,"abstract":"<p><p><b>Background</b>: Large language models (LLMs) and vision-language models (VLMs) have recently been applied to ophthalmology for patient education, diagnosis, and surgical decision support. Their ability to generate, interpret, and synthesize medical information positions them as promising assistive tools in glaucoma care. This scoping review aims to consolidate current evidence on the applications of LLMs and VLMSs in glaucoma, summarizing their tasks, inputs, performance metrics, and limitations to guide future clinical and research developments. <b>Methods</b>: A systematic search was conducted in PubMed, Scopus, Web of Science, arXiv, and IEEE Xplore from 2014 to July 2025. Eligible studies included original research and research letters employing LLMs or VLMs/MM-LLMs in any glaucoma-related application, including diagnostic reasoning, image interpretation, patient education, or surgical decision support. Screening and full-text review were independently performed by two reviewers following PRISMA-ScR methodology, with discrepancies resolved by consensus. <b>Results</b>: In total, 316 records were identified across five databases, with 27 studies meeting the inclusion criteria. The selected studies focused on three main domains: patient education (n = 11), diagnosis and risk prediction (n = 10), and surgical management (n = 6). <b>Conclusions</b>: Current LLMs serve best as assistive rather than autonomous tools in glaucoma care. They demonstrate strong potential in patient communication and text-based clinical decision support but remain constrained by variable accuracy, limited multimodal integration, and a lack of ophthalmology-specific fine-tuning. Future research should focus on developing domain-trained and retrieval-augmented LLMs, enhancing multimodal (text-image) fusion, ensuring readability adaptation for patients, and establishing ethical and regulatory frameworks for clinical implementation.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921805/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We report a novel phenomenon in which dynamic changes in luminance are perceived as changes in transparency rather than as changes in surface lightness. Participants viewed an achromatic disc on a uniform gray background and indicated whether the observed change was best described in terms of lightness or transparency. In Experiment 1, transparency-change responses were more frequent at low contrast and were strongly biased toward sequences in which contrast decreased over time, revealing a pronounced asymmetry between decreasing and increasing contrast trajectories. Experiment 2 introduced a size manipulation, such that the disc either expanded or contracted during the luminance modulation. Transparency-change responses were highest when contrast decreased and the disc expanded, indicating that spatial expansion further amplifies transparency-related interpretations of the disc's surface appearance. Overall, the results reveal a systematic asymmetry in how contrast-change direction shapes visual appearance, consistent with a forward bias in the processing of continuously changing visual signals. When contrast dynamically approached the background level, perceptual representations appeared to be weighted toward the upcoming low-contrast state, enhancing impressions of increasing transparency. These findings demonstrate that even minimal displays lacking traditional geometric cues to transparency can evoke strong transparency impressions, driven by predictive weighting of spatiotemporal contrast trajectories rather than by static image properties alone.
{"title":"Perceived Transparency from Dynamic Luminance Modulation in Uniform Center-Surround Displays.","authors":"Soomin Kim, Sung-Ho Kim","doi":"10.3390/vision10010008","DOIUrl":"10.3390/vision10010008","url":null,"abstract":"<p><p>We report a novel phenomenon in which dynamic changes in luminance are perceived as changes in transparency rather than as changes in surface lightness. Participants viewed an achromatic disc on a uniform gray background and indicated whether the observed change was best described in terms of lightness or transparency. In Experiment 1, transparency-change responses were more frequent at low contrast and were strongly biased toward sequences in which contrast decreased over time, revealing a pronounced asymmetry between decreasing and increasing contrast trajectories. Experiment 2 introduced a size manipulation, such that the disc either expanded or contracted during the luminance modulation. Transparency-change responses were highest when contrast decreased and the disc expanded, indicating that spatial expansion further amplifies transparency-related interpretations of the disc's surface appearance. Overall, the results reveal a systematic asymmetry in how contrast-change direction shapes visual appearance, consistent with a forward bias in the processing of continuously changing visual signals. When contrast dynamically approached the background level, perceptual representations appeared to be weighted toward the upcoming low-contrast state, enhancing impressions of increasing transparency. These findings demonstrate that even minimal displays lacking traditional geometric cues to transparency can evoke strong transparency impressions, driven by predictive weighting of spatiotemporal contrast trajectories rather than by static image properties alone.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921995/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Thiago P Fernandes, Natanael A Santos, Linnea N Dahlgren
Background: Orientation discrimination tasks provide a core measure of visual sensitivity and are widely used to study how perceptual performance varies with stimulus uncertainty and visual field location. Here, we examined how external noise, retinal eccentricity, and individual perceptual efficiency shape orientation discrimination thresholds.
Methods: Forty-two adults (mean age = 32.35 years, SD = 7.23) completed a two-alternative forced-choice task judging the orientation (clockwise vs. counterclockwise) of briefly presented Gabor patches under varying levels of external noise (low, medium, high) and eccentricity (0°, 5°, 10°). Orientation offsets ranged from -8° to +8°. Thresholds were estimated using psychometric functions and analyzed via rm ANOVA, linear mixed-effects models, and supervised machine learning.
Results: Accuracy declined with increasing noise (ω2 = 0.48, p < 0.001) and improved with larger orientation offsets (ω2 = 0.62, p < 0.001). Thresholds increased with both noise (ω2 = 0.31, p = 0.002) and eccentricity (ω2 = 0.27, p = 0.003). Signal-to-noise efficiency was the strongest predictor (β = -0.72, p < 0.001); age alone was nonsignificant, but its interaction with eccentricity showed selective peripheral declines. Mixed-effects models confirmed spatial effects (β = 0.058, p < 0.001) and residual between-subject variability (σ2 = 0.14). Predictive models generalized well (R2 = 0.54).
Conclusions: Orientation discrimination is shaped by both stimulus-level difficulty and individual differences in perceptual efficiency, which account for variability in sensitivity across visual conditions. Age-related differences emerge primarily under spatial load and depend on interactions between observer traits and task demands.
背景:定向辨别任务是衡量视觉敏感度的一个核心指标,被广泛用于研究知觉表现随刺激不确定性和视野位置的变化。在这里,我们研究了外部噪声、视网膜偏心率和个体感知效率如何影响取向识别阈值。方法:42名成年人(平均年龄32.35岁,SD = 7.23)完成一项双选项强迫选择任务,判断在不同程度的外部噪声(低、中、高)和偏心率(0°、5°、10°)下,Gabor贴片的方向(顺时针或逆时针)。方向偏移范围从-8°到+8°。使用心理测量函数估计阈值,并通过rm方差分析、线性混合效应模型和监督机器学习进行分析。结果:准确度随噪声增大而下降(ω2 = 0.48, p < 0.001),随方向偏移量增大而提高(ω2 = 0.62, p < 0.001)。阈值随着噪声(ω2 = 0.31, p = 0.002)和偏心率(ω2 = 0.27, p = 0.003)的增加而增加。信噪比是最强的预测因子(β = -0.72, p < 0.001);年龄本身不显著,但其与偏心率的相互作用表现出选择性的外周下降。混合效应模型证实了空间效应(β = 0.058, p < 0.001)和主体间剩余变异(σ2 = 0.14)。预测模型具有良好的通用性(R2 = 0.54)。结论:取向歧视受刺激水平难度和个体知觉效率差异的共同影响,从而解释了不同视觉条件下的敏感度差异。年龄相关差异主要出现在空间负荷下,并依赖于观察者特征和任务需求之间的相互作用。
{"title":"Signal-to-Noise Efficiency Explains Inter-Observer Variability in Orientation Discrimination.","authors":"Thiago P Fernandes, Natanael A Santos, Linnea N Dahlgren","doi":"10.3390/vision10010004","DOIUrl":"10.3390/vision10010004","url":null,"abstract":"<p><strong>Background: </strong>Orientation discrimination tasks provide a core measure of visual sensitivity and are widely used to study how perceptual performance varies with stimulus uncertainty and visual field location. Here, we examined how external noise, retinal eccentricity, and individual perceptual efficiency shape orientation discrimination thresholds.</p><p><strong>Methods: </strong>Forty-two adults (mean age = 32.35 years, SD = 7.23) completed a two-alternative forced-choice task judging the orientation (clockwise vs. counterclockwise) of briefly presented Gabor patches under varying levels of external noise (low, medium, high) and eccentricity (0°, 5°, 10°). Orientation offsets ranged from -8° to +8°. Thresholds were estimated using psychometric functions and analyzed via rm ANOVA, linear mixed-effects models, and supervised machine learning.</p><p><strong>Results: </strong>Accuracy declined with increasing noise (ω<sup>2</sup> = 0.48, <i>p</i> < 0.001) and improved with larger orientation offsets (ω<sup>2</sup> = 0.62, <i>p</i> < 0.001). Thresholds increased with both noise (ω<sup>2</sup> = 0.31, <i>p</i> = 0.002) and eccentricity (ω<sup>2</sup> = 0.27, <i>p</i> = 0.003). Signal-to-noise efficiency was the strongest predictor (β = -0.72, <i>p</i> < 0.001); age alone was nonsignificant, but its interaction with eccentricity showed selective peripheral declines. Mixed-effects models confirmed spatial effects (β = 0.058, <i>p</i> < 0.001) and residual between-subject variability (σ<sup>2</sup> = 0.14). Predictive models generalized well (R<sup>2</sup> = 0.54).</p><p><strong>Conclusions: </strong>Orientation discrimination is shaped by both stimulus-level difficulty and individual differences in perceptual efficiency, which account for variability in sensitivity across visual conditions. Age-related differences emerge primarily under spatial load and depend on interactions between observer traits and task demands.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12922025/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Constantin Alin Nicola, Maria Cristina Marinescu, Cristina Alexandrescu, Anne Marie Firan, Walid Alyamani, Mihaela Simona Naidin, Radu Constantin Ciuluvica, Radu Antoniu Patrascu, Anca Maria Capraru, Adina Turcu-Stiolica
Background and objectives: Primary open-angle glaucoma (POAG) is one of the leading ocular diseases leading to irreversible blindness and is often asymptomatic until advanced cases. While intraocular pressure reduction remains the cornerstone of treatment, neuroprotective strategies targeting retinal ganglion cell metabolism are actively investigated. Niacinamide (nicotinamide, vitamin B3), a precursor of NAD+, has shown neuroprotective potential in preclinical models. This exploratory study evaluated the short-term functional, structural, and electrophysiological effects of oral niacinamide supplementation in POAG.
Materials and methods: In this interventional study, patients with POAG received oral niacinamide 500 mg daily for six months. Visual field (VF) global and localized sensitivity (Mean Deviation [MD], Pattern Standard Deviation [PSD]), Optic Coherence Tomography (OCT)-derived peripapillary retinal nerve fiber layer (RNFL) and macular ganglion cell complex (GCC), and Visual evoked potentials (VEP) latency parameters (P2 1.4 Hz, P100 1°, and P100 15') were assessed at baseline and at six months. Because both eyes from some participants were included, primary longitudinal inference was based on clustered analyses using generalized estimating equations and linear mixed-effects models to account for inter-eye correlation. Eye-level paired analyses were used for exploratory comparison. Change-change relationships across modalities were explored using Spearman correlation.
Results: After accounting for inter-eye correlation, no statistically significant change in MD was detected (mean ΔMD +0.43 dB; GEE p = 0.099; LME p = 0.101), and PSD remained stable. RNFL thickness showed a small decrease (-1.26 µm; GEE p = 0.046), while GCC did not change significantly. VEP P100 latencies remained stable, whereas P2 latency showed a small increase (+3.9 ms; GEE p = 0.039). Correlation analysis revealed a moderate association between changes in GCC and MD (ρ = 0.44), suggesting concordance between macular structural stability and global visual field performance.
Conclusions: When inter-eye correlation is appropriately accounted for, six months of niacinamide supplementation in POAG is associated with overall functional, structural, and electrophysiological stability, without evidence of clinically meaningful improvement or progression. These findings support short-term safety and highlight the importance of clustered analytical approaches and macular-centered biomarkers in future glaucoma neuroprotection trials.
背景与目的:原发性开角型青光眼(POAG)是导致不可逆性失明的主要眼部疾病之一,直到晚期才出现症状。虽然眼压降低仍然是治疗的基石,但针对视网膜神经节细胞代谢的神经保护策略正在积极研究中。烟酰胺(烟酰胺,维生素B3)是NAD+的前体,在临床前模型中显示出神经保护潜力。本探索性研究评估了口服烟酰胺对POAG的短期功能、结构和电生理影响。材料和方法:在这项介入研究中,POAG患者每天口服烟酰胺500 mg,持续6个月。在基线和6个月时评估视野(VF)全局和局部灵敏度(平均偏差[MD],模式标准差[PSD]),光学相干断层扫描(OCT)衍生的乳头周围视网膜神经纤维层(RNFL)和黄斑神经节细胞复体(GCC),以及视觉诱发电位(VEP)潜伏期参数(P2 1.4 Hz, P100 1°和P100 15')。由于一些参与者的双眼被包括在内,因此主要的纵向推断是基于聚类分析,使用广义估计方程和线性混合效应模型来解释眼间相关性。采用眼位配对分析进行探索性比较。使用Spearman相关探讨了不同模式的变化-变化关系。结果:考虑眼间相关性后,MD无统计学意义变化(平均ΔMD +0.43 dB; GEE p = 0.099; LME p = 0.101), PSD保持稳定。RNFL厚度略有下降(-1.26µm; GEE p = 0.046),而GCC变化不显著。VEP P100潜伏期保持稳定,而P2潜伏期略有增加(+3.9 ms; GEE p = 0.039)。相关分析显示,GCC和MD的变化之间存在中度相关性(ρ = 0.44),表明黄斑结构稳定性与整体视野表现之间存在一致性。结论:当适当考虑眼间相关性时,POAG患者补充烟酰胺6个月与整体功能、结构和电生理稳定性相关,没有证据表明有临床意义的改善或进展。这些发现支持短期安全性,并强调了聚类分析方法和以黄斑为中心的生物标志物在未来青光眼神经保护试验中的重要性。
{"title":"An Exploratory Study of Six-Month Niacinamide Supplementation on Macular Structure and Electrophysiology in Primary Open-Angle Glaucoma.","authors":"Constantin Alin Nicola, Maria Cristina Marinescu, Cristina Alexandrescu, Anne Marie Firan, Walid Alyamani, Mihaela Simona Naidin, Radu Constantin Ciuluvica, Radu Antoniu Patrascu, Anca Maria Capraru, Adina Turcu-Stiolica","doi":"10.3390/vision10010007","DOIUrl":"10.3390/vision10010007","url":null,"abstract":"<p><strong>Background and objectives: </strong>Primary open-angle glaucoma (POAG) is one of the leading ocular diseases leading to irreversible blindness and is often asymptomatic until advanced cases. While intraocular pressure reduction remains the cornerstone of treatment, neuroprotective strategies targeting retinal ganglion cell metabolism are actively investigated. Niacinamide (nicotinamide, vitamin B3), a precursor of NAD+, has shown neuroprotective potential in preclinical models. This exploratory study evaluated the short-term functional, structural, and electrophysiological effects of oral niacinamide supplementation in POAG.</p><p><strong>Materials and methods: </strong>In this interventional study, patients with POAG received oral niacinamide 500 mg daily for six months. Visual field (VF) global and localized sensitivity (Mean Deviation [MD], Pattern Standard Deviation [PSD]), Optic Coherence Tomography (OCT)-derived peripapillary retinal nerve fiber layer (RNFL) and macular ganglion cell complex (GCC), and Visual evoked potentials (VEP) latency parameters (P2 1.4 Hz, P100 1°, and P100 15') were assessed at baseline and at six months. Because both eyes from some participants were included, primary longitudinal inference was based on clustered analyses using generalized estimating equations and linear mixed-effects models to account for inter-eye correlation. Eye-level paired analyses were used for exploratory comparison. Change-change relationships across modalities were explored using Spearman correlation.</p><p><strong>Results: </strong>After accounting for inter-eye correlation, no statistically significant change in MD was detected (mean ΔMD +0.43 dB; GEE <i>p</i> = 0.099; LME <i>p</i> = 0.101), and PSD remained stable. RNFL thickness showed a small decrease (-1.26 µm; GEE <i>p</i> = 0.046), while GCC did not change significantly. VEP P100 latencies remained stable, whereas P2 latency showed a small increase (+3.9 ms; GEE <i>p</i> = 0.039). Correlation analysis revealed a moderate association between changes in GCC and MD (ρ = 0.44), suggesting concordance between macular structural stability and global visual field performance.</p><p><strong>Conclusions: </strong>When inter-eye correlation is appropriately accounted for, six months of niacinamide supplementation in POAG is associated with overall functional, structural, and electrophysiological stability, without evidence of clinically meaningful improvement or progression. These findings support short-term safety and highlight the importance of clustered analytical approaches and macular-centered biomarkers in future glaucoma neuroprotection trials.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921966/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259629","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Arthur Buffara van den Berg, Roberta Matschinske van den Berg, Bernardo Kaplan Moscovici, Maya Dodhia, Larissa Gouvea, Wallace Chamon, Karolinne Maia Rocha
The objective of this study was to compare subjective manifest refraction with wavefront-based automated refraction using iTrace (ray tracing) and LadarWave (Hartmann-Shack) in eyes implanted with two enhanced monofocal intraocular lenses (IOLs) and a standard aspheric monofocal IOL, emphasizing agreement and refractive variability across optical designs. This retrospective cohort included 84 eyes from 42 patients implanted with Tecnis Eyhance (DIB00), RayOne EMV (RAO200E), or Tecnis ZCB00 IOLs. Postoperative evaluation (1-3 months) included uncorrected and corrected distance visual acuity and subjective manifest refraction, followed by automated refraction with iTrace and LadarWave. Outcomes were sphere, cylinder, and spherical equivalent (SE). Agreement was assessed using mean signed difference, mean absolute error, root mean square error, Bland-Altman limits of agreement, proportions within clinically relevant thresholds, and vector astigmatism (J0, J45). Linear mixed-effect modeling evaluated SE differences across methods and IOL types while accounting for within-subject correlation. Subjective SE differed among IOLs (p = 0.027), with RAO200E more myopic than ZCB00 (-0.20 ± 0.32 D vs. -0.08 ± 0.44 D, p = 0.035). Automated refraction showed greater variability and poorer agreement in enhanced monofocal IOLs, particularly for cylinder and SE, with wider limits of agreement and fewer eyes within ±0.50 D compared with ZCB00. In mixed-effect contrasts (three-method repeated-measures model), iTrace and LadarWave showed a consistent myopic bias versus manifest refraction in DIB00 and RAO200E, whereas in ZCB00 the iTrace-manifest difference was not significant and LadarWave retained a significant myopic bias. Enhanced monofocal IOLs exhibit reduced agreement between wavefront-based automated and subjective manifest refraction compared with a standard aspheric monofocal IOL. Manifest refraction remains essential for postoperative assessment, and automated measurements should be interpreted as complementary, particularly in IOL designs that modify aberrations.
{"title":"Wavefront Automated Refraction Comparison of Three Different IOLs: Aspheric Monofocal and Two Enhanced Monofocal IOLs.","authors":"Arthur Buffara van den Berg, Roberta Matschinske van den Berg, Bernardo Kaplan Moscovici, Maya Dodhia, Larissa Gouvea, Wallace Chamon, Karolinne Maia Rocha","doi":"10.3390/vision10010006","DOIUrl":"10.3390/vision10010006","url":null,"abstract":"<p><p>The objective of this study was to compare subjective manifest refraction with wavefront-based automated refraction using iTrace (ray tracing) and LadarWave (Hartmann-Shack) in eyes implanted with two enhanced monofocal intraocular lenses (IOLs) and a standard aspheric monofocal IOL, emphasizing agreement and refractive variability across optical designs. This retrospective cohort included 84 eyes from 42 patients implanted with Tecnis Eyhance (DIB00), RayOne EMV (RAO200E), or Tecnis ZCB00 IOLs. Postoperative evaluation (1-3 months) included uncorrected and corrected distance visual acuity and subjective manifest refraction, followed by automated refraction with iTrace and LadarWave. Outcomes were sphere, cylinder, and spherical equivalent (SE). Agreement was assessed using mean signed difference, mean absolute error, root mean square error, Bland-Altman limits of agreement, proportions within clinically relevant thresholds, and vector astigmatism (J0, J45). Linear mixed-effect modeling evaluated SE differences across methods and IOL types while accounting for within-subject correlation. Subjective SE differed among IOLs (<i>p</i> = 0.027), with RAO200E more myopic than ZCB00 (-0.20 ± 0.32 D vs. -0.08 ± 0.44 D, <i>p</i> = 0.035). Automated refraction showed greater variability and poorer agreement in enhanced monofocal IOLs, particularly for cylinder and SE, with wider limits of agreement and fewer eyes within ±0.50 D compared with ZCB00. In mixed-effect contrasts (three-method repeated-measures model), iTrace and LadarWave showed a consistent myopic bias versus manifest refraction in DIB00 and RAO200E, whereas in ZCB00 the iTrace-manifest difference was not significant and LadarWave retained a significant myopic bias. Enhanced monofocal IOLs exhibit reduced agreement between wavefront-based automated and subjective manifest refraction compared with a standard aspheric monofocal IOL. Manifest refraction remains essential for postoperative assessment, and automated measurements should be interpreted as complementary, particularly in IOL designs that modify aberrations.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921915/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146259258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rosa Pia D'Acri, Francesco Demarco, Alessandro Soranzo
This paper proposes E-MOTE (Emotion-aware Teacher Education Framework), an ethically grounded conceptual model aimed at enhancing teacher education through the integrated use of the Facial Action Coding System (FACS), Artificial Intelligence (AI), and Virtual Reality (VR). As a conceptual and design-oriented proposal, E-MOTE is presented as a structured blueprint for future development and empirical validation, not as an implemented or evaluated system. Grounded in neuroscientific and educational research, E-MOTE seeks to strengthen teachers' emotional awareness, teacher noticing, and social-emotional learning competencies. Rather than reporting empirical findings, this article offers a theoretically structured framework and an operational blueprint for the design of emotion-aware teacher training environments, establishing a structured foundation for future empirical validation. E-MOTE articulates three core contributions: (1) it clarifies the multi-layered construct of emotion-aware teaching by distinguishing between emotion detection, perception, awareness, and regulation; (2) it proposes an integrated AI-FACS-VR architecture for real-time and post hoc feedback on teachers' perceptual performance; and (3) it outlines a staged experimental blueprint for future empirical validation under ethically governed conditions. As a design-oriented proposal, E-MOTE provides a structured foundation for cultivating emotionally responsive pedagogy and inclusive classroom management, supporting the development of perceptual micro-skills in teacher practice. Its distinctive contribution lies in proposing a shift from predominantly macro-behavioral simulation toward the deliberate cultivation of perceptual micro-skills through FACS-informed analytics integrated with AI-driven simulations.
{"title":"E-MOTE: A Conceptual Framework for Emotion-Aware Teacher Training Integrating FACS, AI and VR.","authors":"Rosa Pia D'Acri, Francesco Demarco, Alessandro Soranzo","doi":"10.3390/vision10010005","DOIUrl":"10.3390/vision10010005","url":null,"abstract":"<p><p>This paper proposes E-MOTE (Emotion-aware Teacher Education Framework), an ethically grounded conceptual model aimed at enhancing teacher education through the integrated use of the Facial Action Coding System (FACS), Artificial Intelligence (AI), and Virtual Reality (VR). As a conceptual and design-oriented proposal, E-MOTE is presented as a structured blueprint for future development and empirical validation, not as an implemented or evaluated system. Grounded in neuroscientific and educational research, E-MOTE seeks to strengthen teachers' emotional awareness, teacher noticing, and social-emotional learning competencies. Rather than reporting empirical findings, this article offers a theoretically structured framework and an operational blueprint for the design of emotion-aware teacher training environments, establishing a structured foundation for future empirical validation. E-MOTE articulates three core contributions: (1) it clarifies the multi-layered construct of emotion-aware teaching by distinguishing between emotion detection, perception, awareness, and regulation; (2) it proposes an integrated AI-FACS-VR architecture for real-time and post hoc feedback on teachers' perceptual performance; and (3) it outlines a staged experimental blueprint for future empirical validation under ethically governed conditions. As a design-oriented proposal, E-MOTE provides a structured foundation for cultivating emotionally responsive pedagogy and inclusive classroom management, supporting the development of perceptual micro-skills in teacher practice. Its distinctive contribution lies in proposing a shift from predominantly macro-behavioral simulation toward the deliberate cultivation of perceptual micro-skills through FACS-informed analytics integrated with AI-driven simulations.</p>","PeriodicalId":36586,"journal":{"name":"Vision (Switzerland)","volume":"10 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12921945/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146258883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}