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IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance
In the current education environment, learning takes place outside the physical classroom, and tutors need to determine whether learners are absorbing the content delivered to them. Online assessment has become a viable option for tutors to establish the achievement of course learning outcomes by le...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8540391/ https://www.ncbi.nlm.nih.gov/pubmed/34695995 http://dx.doi.org/10.3390/s21206783 |
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author | Ramachandra, Chandrika Kamath Joseph, Amudha |
author_facet | Ramachandra, Chandrika Kamath Joseph, Amudha |
author_sort | Ramachandra, Chandrika Kamath |
collection | PubMed |
description | In the current education environment, learning takes place outside the physical classroom, and tutors need to determine whether learners are absorbing the content delivered to them. Online assessment has become a viable option for tutors to establish the achievement of course learning outcomes by learners. It provides real-time progress and immediate results; however, it has challenges in quantifying learner aspects like wavering behavior, confidence level, knowledge acquired, quickness in completing the task, task engagement, inattentional blindness to critical information, etc. An intelligent eye gaze-based assessment system called IEyeGASE is developed to measure insights into these behavioral aspects of learners. The system can be integrated into the existing online assessment system and help tutors re-calibrate learning goals and provide necessary corrective actions. |
format | Online Article Text |
id | pubmed-8540391 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85403912021-10-24 IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance Ramachandra, Chandrika Kamath Joseph, Amudha Sensors (Basel) Article In the current education environment, learning takes place outside the physical classroom, and tutors need to determine whether learners are absorbing the content delivered to them. Online assessment has become a viable option for tutors to establish the achievement of course learning outcomes by learners. It provides real-time progress and immediate results; however, it has challenges in quantifying learner aspects like wavering behavior, confidence level, knowledge acquired, quickness in completing the task, task engagement, inattentional blindness to critical information, etc. An intelligent eye gaze-based assessment system called IEyeGASE is developed to measure insights into these behavioral aspects of learners. The system can be integrated into the existing online assessment system and help tutors re-calibrate learning goals and provide necessary corrective actions. MDPI 2021-10-13 /pmc/articles/PMC8540391/ /pubmed/34695995 http://dx.doi.org/10.3390/s21206783 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ramachandra, Chandrika Kamath Joseph, Amudha IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title | IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title_full | IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title_fullStr | IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title_full_unstemmed | IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title_short | IEyeGASE: An Intelligent Eye Gaze-Based Assessment System for Deeper Insights into Learner Performance |
title_sort | ieyegase: an intelligent eye gaze-based assessment system for deeper insights into learner performance |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8540391/ https://www.ncbi.nlm.nih.gov/pubmed/34695995 http://dx.doi.org/10.3390/s21206783 |
work_keys_str_mv | AT ramachandrachandrikakamath ieyegaseanintelligenteyegazebasedassessmentsystemfordeeperinsightsintolearnerperformance AT josephamudha ieyegaseanintelligenteyegazebasedassessmentsystemfordeeperinsightsintolearnerperformance |