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An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load
Emotions have specific effects on behavior. At present, studies are increasingly interested in how emotions affect driving behavior. We designed the experiment by combing driving tasks and eye tracking. DSM-V assessment scale was applied to evaluate the depression and manic for participants. In orde...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560664/ https://www.ncbi.nlm.nih.gov/pubmed/37807019 http://dx.doi.org/10.1038/s41598-023-43693-8 |
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author | Wang, Quan Zhu, Feiyu Dang, Ruochen Wei, Xiaojie Han, Gongen Huang, Jinhua Hu, Bingliang |
author_facet | Wang, Quan Zhu, Feiyu Dang, Ruochen Wei, Xiaojie Han, Gongen Huang, Jinhua Hu, Bingliang |
author_sort | Wang, Quan |
collection | PubMed |
description | Emotions have specific effects on behavior. At present, studies are increasingly interested in how emotions affect driving behavior. We designed the experiment by combing driving tasks and eye tracking. DSM-V assessment scale was applied to evaluate the depression and manic for participants. In order to explore the dual impacts of emotional issues and cognitive load on attention mechanism, we defined the safety-related region as the area of interest (AOI) and quantified the concentration of eye tracking data. Participants with depression issues had lower AOI sample percentage and shorter AOI fixation duration under no external cognitive load. During our experiment, the depression group had the lowest accuracy in arithmetic quiz. Additionally, we used full connected network to detect the depression group from the control group, reached 83.33%. Our experiment supported that depression have negative influences on driving behavior. Participants with depression issues reduced attention to the safety-related region under no external cognitive load, they were more prone to have difficulties in multitasking when faced with high cognitive load. Besides, participants tended to reallocate more attention resources to the central area under high cognitive load, a phenomenon we called "visual centralization" in driving behavior. |
format | Online Article Text |
id | pubmed-10560664 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105606642023-10-10 An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load Wang, Quan Zhu, Feiyu Dang, Ruochen Wei, Xiaojie Han, Gongen Huang, Jinhua Hu, Bingliang Sci Rep Article Emotions have specific effects on behavior. At present, studies are increasingly interested in how emotions affect driving behavior. We designed the experiment by combing driving tasks and eye tracking. DSM-V assessment scale was applied to evaluate the depression and manic for participants. In order to explore the dual impacts of emotional issues and cognitive load on attention mechanism, we defined the safety-related region as the area of interest (AOI) and quantified the concentration of eye tracking data. Participants with depression issues had lower AOI sample percentage and shorter AOI fixation duration under no external cognitive load. During our experiment, the depression group had the lowest accuracy in arithmetic quiz. Additionally, we used full connected network to detect the depression group from the control group, reached 83.33%. Our experiment supported that depression have negative influences on driving behavior. Participants with depression issues reduced attention to the safety-related region under no external cognitive load, they were more prone to have difficulties in multitasking when faced with high cognitive load. Besides, participants tended to reallocate more attention resources to the central area under high cognitive load, a phenomenon we called "visual centralization" in driving behavior. Nature Publishing Group UK 2023-10-08 /pmc/articles/PMC10560664/ /pubmed/37807019 http://dx.doi.org/10.1038/s41598-023-43693-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Wang, Quan Zhu, Feiyu Dang, Ruochen Wei, Xiaojie Han, Gongen Huang, Jinhua Hu, Bingliang An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title | An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title_full | An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title_fullStr | An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title_full_unstemmed | An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title_short | An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
title_sort | eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560664/ https://www.ncbi.nlm.nih.gov/pubmed/37807019 http://dx.doi.org/10.1038/s41598-023-43693-8 |
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