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Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach
Programming as a cognitive activity requires the utilization of various kinds of mental models that involve different cognitive loads while students learn to program. The article discusses the results of an experiment aimed at answering the following question: are eye tracking based measures related...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334692/ http://dx.doi.org/10.1007/978-3-030-52240-7_5 |
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author | Andrzejewska, Magdalena Skawińska, Agnieszka |
author_facet | Andrzejewska, Magdalena Skawińska, Agnieszka |
author_sort | Andrzejewska, Magdalena |
collection | PubMed |
description | Programming as a cognitive activity requires the utilization of various kinds of mental models that involve different cognitive loads while students learn to program. The article discusses the results of an experiment aimed at answering the following question: are eye tracking based measures related to the intrinsic cognitive load (ICL) connected with program comprehension? Thirty one students of computer science took part in the experiment. They analyzed two program codes written in the C++ language to search for (1) logical errors (LER) and (2) syntax errors (SER). ICL was measured by subjective rating of the difficulty of each task. There were significant differences found for the subjective measures of intrinsic load, the effectiveness and the time of tasks performance, and the values of eye tracking parameters: fixation duration average (FDA) and saccade amplitude average (SAA) in two experiment conditions. Longer fixation and shorter saccades were associated with higher ICL. The results obtained suggest that FDA and SAA are eye tracking measures sensitive of intrinsic cognitive load. |
format | Online Article Text |
id | pubmed-7334692 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73346922020-07-06 Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach Andrzejewska, Magdalena Skawińska, Agnieszka Artificial Intelligence in Education Article Programming as a cognitive activity requires the utilization of various kinds of mental models that involve different cognitive loads while students learn to program. The article discusses the results of an experiment aimed at answering the following question: are eye tracking based measures related to the intrinsic cognitive load (ICL) connected with program comprehension? Thirty one students of computer science took part in the experiment. They analyzed two program codes written in the C++ language to search for (1) logical errors (LER) and (2) syntax errors (SER). ICL was measured by subjective rating of the difficulty of each task. There were significant differences found for the subjective measures of intrinsic load, the effectiveness and the time of tasks performance, and the values of eye tracking parameters: fixation duration average (FDA) and saccade amplitude average (SAA) in two experiment conditions. Longer fixation and shorter saccades were associated with higher ICL. The results obtained suggest that FDA and SAA are eye tracking measures sensitive of intrinsic cognitive load. 2020-06-10 /pmc/articles/PMC7334692/ http://dx.doi.org/10.1007/978-3-030-52240-7_5 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Andrzejewska, Magdalena Skawińska, Agnieszka Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title | Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title_full | Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title_fullStr | Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title_full_unstemmed | Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title_short | Examining Students’ Intrinsic Cognitive Load During Program Comprehension – An Eye Tracking Approach |
title_sort | examining students’ intrinsic cognitive load during program comprehension – an eye tracking approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334692/ http://dx.doi.org/10.1007/978-3-030-52240-7_5 |
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