Detailed Information on Publication Record
2024
Enhancing Diagnostic Precision in Dyslexia: Introducing the DYSLEX Platform
ŠVAŘÍČEK, Roman and Nicol DOSTÁLOVÁBasic 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
Language
English
Type of outcome
Prezentace na konferencích
Field of Study
50300 5.3 Education
Country of publisher
Czech Republic
Confidentiality degree
není předmětem státního či obchodního tajemství
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
Změněno: 18/6/2024 09:32, Mgr. Roman Švaříček, Ph.D.
Abstract
V originále
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 project |
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