{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,17]],"date-time":"2026-09-17T01:47:22Z","timestamp":1789609642436,"version":"build-2803163510"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T00:00:00Z","timestamp":1781136000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T00:00:00Z","timestamp":1781136000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Doc Ophthalmol"],"published-print":{"date-parts":[[2026,8]]},"DOI":"10.1007\/s10633-026-10116-8","type":"journal-article","created":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T16:19:39Z","timestamp":1781194779000},"page":"69-87","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Enhancing the detection of visual-cognitive disruptions in automated dyslexia diagnosis using viscoelastic constitutive artificial neural networks for eye movement analysis"],"prefix":"10.1007","volume":"153","author":[{"given":"S.","family":"Regilan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"R.","family":"Indumathi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J.","family":"Jenitha","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M.","family":"Sowmiya Manoj","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,6,11]]},"reference":[{"key":"10116_CR1","doi-asserted-by":"publisher","first-page":"112704","DOI":"10.1016\/j.jcp.2023.112704","volume":"499","author":"KP Abdolazizi","year":"2024","unstructured":"Abdolazizi KP, Linka K, Cyron CJ (2024) Viscoelastic constitutive artificial neural networks (vCANNs)\u2013a framework for data-driven anisotropic nonlinear finite viscoelasticity. J Comput Phy 499:112704","journal-title":"J Comput Phy"},{"key":"10116_CR2","doi-asserted-by":"publisher","first-page":"127580","DOI":"10.1109\/ACCESS.2024.3454795","volume":"12","author":"Y Alkhurayyif","year":"2024","unstructured":"Alkhurayyif Y, Sait AR (2024) Multi-modal dyslexia detection model via swin transformer with closed-form continuous time networks. IEEE Access 12:127580\u2013127591","journal-title":"IEEE Access"},{"key":"10116_CR3","doi-asserted-by":"crossref","unstructured":"JA Barela, C Silva, PR Jesus, AM Barela, GA Figueiredo (2025) The impact of sensorimotor with cognitive engagement training on reading and eye movement in developmental dyslexia. Applied Neuropsychol: Child","DOI":"10.1080\/21622965.2025.2484765"},{"issue":"3","key":"10116_CR4","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/s40817-024-00172-w","volume":"10","author":"MP Bucci","year":"2024","unstructured":"Bucci MP, Moscoso A, Acquaviva E, Humeau E, Delorme R (2024) Eye movements and postural control in children; biomarkers of neurodevelopmental disorders: evidences toward new forms of therapeutic intervention? J Pediatric Neuropsychol 10(3):231\u2013242","journal-title":"J Pediatric Neuropsychol"},{"issue":"11","key":"10116_CR5","doi-asserted-by":"publisher","first-page":"2244","DOI":"10.1002\/aur.3238","volume":"17","author":"AS Chan","year":"2024","unstructured":"Chan AS, Leung PY, Pang TW, Sze SL (2024) Eye-tracking training improves visuospatial working memory of children with attention-deficit\/hyperactivity disorder and autism spectrum disorder. Autism Res 17(11):2244\u20132260","journal-title":"Autism Res"},{"issue":"2","key":"10116_CR6","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1080\/19404158.2024.2401784","volume":"29","author":"M Flaherty","year":"2024","unstructured":"Flaherty M, Crippa J, Sim I, Bhate M, Chow CC, Taranath D, Gole G (2024) A critique of behavioural vision therapy techniques for children with reading difficulties including dyslexia. Australian J Learn Diffic 29(2):151\u2013173","journal-title":"Australian J Learn Diffic"},{"key":"10116_CR7","doi-asserted-by":"publisher","first-page":"64754","DOI":"10.1109\/ACCESS.2024.3395803","volume":"12","author":"K Gasmi","year":"2024","unstructured":"Gasmi K, Ammar LB, Krichen M, Alamro MA, Mihoub A, Mrabet M (2024) Optimal ensemble learning model for dyslexia prediction based on an adaptive genetic algorithm. IEEE Access 12:64754\u201364764","journal-title":"IEEE Access"},{"key":"10116_CR8","first-page":"1","volume":"24","author":"AG Harrison","year":"2024","unstructured":"Harrison AG, Davin N, Pollock B (2024) Enhanced detection of suboptimal effort in psychoeducational assessments for dyslexia. Clin Neuropsychol 24:1\u201322","journal-title":"Clin Neuropsychol"},{"issue":"151","key":"10116_CR9","doi-asserted-by":"publisher","first-page":"104767","DOI":"10.1016\/j.ridd.2024.104767","volume":"1","author":"MJ Hokken","year":"2024","unstructured":"Hokken MJ, Stein N, Pereira RR, Rours IG, Frens MA, van der Steen J, Pel JJ, Kooiker MJ (2024) Eyes on CVI: eye movements unveil distinct visual search patterns in cerebral visual impairment compared to ADHD, dyslexia, and neurotypical children. Res Dev Disabil 1(151):104767","journal-title":"Res Dev Disabil"},{"key":"10116_CR10","unstructured":"https:\/\/zenodo.org\/records\/13332134"},{"key":"10116_CR11","doi-asserted-by":"crossref","unstructured":"Kaabneh K, AbuFalahah I, Eguchi K, Gochhait S, Leonova I, Montazeri Z, Dehghani M. Dollmaker (2024) Optimization Algorithm: A Novel Human-Inspired Optimizer for Solving Optimization Problems. International Journal of Intelligent Engineering & Systems. 17(3)","DOI":"10.22266\/ijies2024.0630.63"},{"key":"10116_CR22","doi-asserted-by":"crossref","unstructured":"Karthick, R. R. M. A. M. V. K. R., Ramkumar, R., Akram, M., & Kumar, M. V. (2021). Overcome the challenges in bio-medical instruments using IOT\u2013A review. Materials Today: Proceedings, 45, 1614-1619.","DOI":"10.1016\/j.matpr.2020.08.420"},{"issue":"76","key":"10116_CR12","doi-asserted-by":"publisher","first-page":"100960","DOI":"10.1016\/j.ejcon.2024.100960","volume":"1","author":"MV Kulikova","year":"2024","unstructured":"Kulikova MV, Kulikov GY (2024) Continuous\u2013discrete derivative-free extended Kalman filter based on Euler\u2013Maruyama and It\u00f4-Taylor discretizations: conventional and square-root implementations. Eur J Control 1(76):100960","journal-title":"Eur J Control"},{"key":"10116_CR21","doi-asserted-by":"publisher","first-page":"121281","DOI":"10.1016\/j.neuroimage.2025.121281","volume":"22","author":"H Liu","year":"2025","unstructured":"Liu H, Sun Y, Wang Z, Guo J, Song Y, Meng X (2025) Atypical visual selective attention in children with dyslexia: evidence from N2pc and PD. Neuroimage 22:121281","journal-title":"Neuroimage"},{"issue":"6","key":"10116_CR13","doi-asserted-by":"publisher","first-page":"2125","DOI":"10.1109\/TCDS.2024.3410110","volume":"16","author":"E Luque-Buzo","year":"2024","unstructured":"Luque-Buzo E et al (2024) Estimation of the cyclopean eye from binocular smooth pursuit tests. IEEE Trans Cogn Dev Syst 16(6):2125\u20132137","journal-title":"IEEE Trans Cogn Dev Syst"},{"key":"10116_CR14","unstructured":"Bejani, Mehdi, et al. (2025) \"Imputation of Missing Data in Smooth Pursuit Eye Movements Using a Self-Attention-based Deep Learning Approach. \"arXiv preprint arXiv:2506.00545"},{"issue":"12","key":"10116_CR15","doi-asserted-by":"publisher","first-page":"8715","DOI":"10.1109\/TPAMI.2024.3411938","volume":"46","author":"TM Mercier","year":"2024","unstructured":"Mercier TM, Budka M, Vasilev MR, Kirkby JA, Angele B, Slattery TJ (2024) Dual input stream transformer for vertical drift correction in eye-tracking reading data. IEEE Trans Analysis Machine Intel 46(12):8715\u20138726","journal-title":"IEEE Trans Analysis Machine Intel"},{"issue":"246","key":"10116_CR16","doi-asserted-by":"publisher","first-page":"3624","DOI":"10.1016\/j.procs.2024.09.195","volume":"1","author":"F Sbiaa","year":"2024","unstructured":"Sbiaa F, Kotel S, Mghirbi R, Blaeich AG (2024) Revolutionizing dyslexia diagnosis: an intelligent model featuring machine learning and fuzzyfication. Procedia Comput Sci 1(246):3624\u20133633","journal-title":"Procedia Comput Sci"},{"key":"10116_CR17","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1002\/9781394167586.ch8","volume":"22","author":"CV Suresh Babu","year":"2024","unstructured":"Suresh Babu CV, Vinutha S (2024) Impact of AR\/VR in the learning process of children with dyslexia. Augm Reality Virtual Reality Spec Edu. 22:161\u2013188","journal-title":"Augm Reality Virtual Reality Spec Edu."},{"key":"10116_CR24","doi-asserted-by":"publisher","unstructured":"Surulivelu, M., Hemanand, D., Babu, R. G., & Subash, T. D. (2026). AI-based tuberculosis detection and localization in chest X-rays using a Binarized Simplicial Convolutional Neural Network for efficient and accurate diagnosis. Biomedical Signal Processing and Control, 113, 108928. https:\/\/doi.org\/10.1016\/j.bspc.2025.108928","DOI":"10.1016\/j.bspc.2025.108928"},{"issue":"1","key":"10116_CR18","doi-asserted-by":"publisher","first-page":"e1801","DOI":"10.1002\/dys.1801","volume":"31","author":"R Svaricek","year":"2025","unstructured":"Svaricek R, Dostalova N, Sedmidubsky J, Cernek A (2025) Insight: combining fixation visualisations and residual neural networks for dyslexia classification from eye-tracking data. Dyslexia 31(1):e1801","journal-title":"Dyslexia"},{"key":"10116_CR19","doi-asserted-by":"publisher","first-page":"4109","DOI":"10.1109\/TNSRE.2024.3496087","volume":"32","author":"R Vaitheeshwari","year":"2024","unstructured":"Vaitheeshwari R, Chih-Hsuan C, Chung CR, Yang HY, Yeh SC, Wu EH, Kumar M (2024) Dyslexia analysis and diagnosis based on eye movement. IEEE Trans Neural Systems Rehabil Eng 32:4109\u20134119","journal-title":"IEEE Trans Neural Systems Rehabil Eng"},{"key":"10116_CR23","doi-asserted-by":"crossref","unstructured":"Wesley, K., Varshini, L., Vilashini, G., & Karthick, R. (2025, May). An Effective Framework to Identify Diseases in Coffee Plants Leaves and Pesticide Recommendation System. In 2025 Global Conference in Emerging Technology (GINOTECH) (pp. 1-6). IEEE.","DOI":"10.1109\/GINOTECH63460.2025.11077060"},{"key":"10116_CR20","doi-asserted-by":"publisher","first-page":"153307","DOI":"10.1109\/ACCESS.2024.3450525","volume":"12","author":"Q Zhu","year":"2024","unstructured":"Zhu Q, Li Q, Xie Y, Chen H, Mao Y (2024) High-order Time-reassigned synchrosqueezing transform and its application in tight sandstone gas reservoir. IEEE Access. 12:153307","journal-title":"IEEE Access."}],"container-title":["Documenta Ophthalmologica"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10633-026-10116-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10633-026-10116-8","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10633-026-10116-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T02:32:38Z","timestamp":1787711558000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10633-026-10116-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,11]]},"references-count":24,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,8]]}},"alternative-id":["10116"],"URL":"https:\/\/doi.org\/10.1007\/s10633-026-10116-8","relation":{},"ISSN":["0012-4486","1573-2622"],"issn-type":[{"value":"0012-4486","type":"print"},{"value":"1573-2622","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,11]]},"assertion":[{"value":"8 August 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 May 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 June 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","label":"Conflict of interest","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"This article does not contain any studies with human participants performed by any of the authors.","order":2,"name":"Ethics","label":"Ethical approval","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable.","order":3,"name":"Ethics","label":"Consent to participate","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not Applicable.","order":4,"name":"Ethics","label":"Consent for publication","group":{"name":"EthicsHeading","label":"Declarations"}}]}}