ŠVAŘÍČEK, Roman and Nicol DOSTÁLOVÁ. Enhancing Diagnostic Precision in Dyslexia: Introducing the DYSLEX Platform. In The International Council on Education for Teaching (ICET), 65th World Assembly, 2022, Braga, Portugal, 2024. 2024.
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Basic information
Original name Enhancing Diagnostic Precision in Dyslexia: Introducing the DYSLEX Platform
Authors ŠVAŘÍČEK, Roman (203 Czech Republic, guarantor, belonging to the institution) and Nicol DOSTÁLOVÁ (203 Czech Republic, belonging to the institution).
Edition The International Council on Education for Teaching (ICET), 65th World Assembly, 2022, Braga, Portugal, 2024. 2024.
Other information
Original language English
Type of outcome Presentations at conferences
Field of Study 50300 5.3 Education
Country of publisher Czech Republic
Confidentiality degree is not subject to a state or trade secret
Organization unit Faculty of Arts
Keywords (in Czech) eye-tracking; dyslexia; reading difficulties
Keywords in English eye-tracking; dyslexia; reading difficulties
Tags International impact, Reviewed
Changed by Changed by: Mgr. Roman Švaříček, Ph.D., učo 12302. Changed: 18/6/2024 09:32.
Abstract
The presentation, explores an innovative approach to diagnosing dyslexia using eye-tracking technology and artificial intelligence. Utilizing eye-tracking devices and AI algorithms, the research differentiates between dyslexic and non-dyslexic readers, offering a more objective and precise diagnostic method. The findings demonstrate that deep learning models, such as multilayer perceptrons and residual neural networks, can achieve approximately 90% accuracy in classifying dyslexia. The study underscores the potential of AI in transforming traditional diagnostic processes and highlights future steps towards digitizing dyslexia diagnosis in collaboration with psychological counseling centers.
Links
TL05000177, research and development projectName: Diagnostika dyslexie s využitím eye-trackingu a umělé inteligence (Acronym: DYSLEX)
Investor: Technology Agency of the Czech Republic
PrintDisplayed: 29/7/2024 05:28