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Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test
In the midst of the COVID-19 pandemic, the use of non-face-to-face information and communication technology (ICT) such as kiosks has increased. While kiosks are useful overall, those who do not adapt well to these technologies experience technostress. The two most serious technostressors are inclusi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Author(s). Published by Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9464304/ https://www.ncbi.nlm.nih.gov/pubmed/36119755 http://dx.doi.org/10.1016/j.ipm.2022.103093 |
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author | Kim, Se Young Park, Hahyeon Kim, Hongbum Kim, Joon Seo, Kyoungwon |
author_facet | Kim, Se Young Park, Hahyeon Kim, Hongbum Kim, Joon Seo, Kyoungwon |
author_sort | Kim, Se Young |
collection | PubMed |
description | In the midst of the COVID-19 pandemic, the use of non-face-to-face information and communication technology (ICT) such as kiosks has increased. While kiosks are useful overall, those who do not adapt well to these technologies experience technostress. The two most serious technostressors are inclusion and overload issues, which indicate a sense of inferiority due to a perceived inability to use ICT well and a sense of being overwhelmed by too much information, respectively. This study investigated the different effects of hybrid technostress—induced by both inclusion and overload issues—on the cognitive load among low-stress and high-stress people when using kiosks to complete daily life tasks. We developed a ‘virtual kiosk test’ to evaluate participants’ cognitive load with eye tracking features and performance features when ordering burgers, sides, and drinks using the kiosk. Twelve low-stress participants and 13 high-stress participants performed the virtual kiosk test. As a result, regarding eye tracking features, high-stress participants generated a larger number of blinks, a longer scanpath length, a more distracted heatmap, and a more complex gaze plot than low-stress participants. Regarding performance features, high-stress participants took significantly longer to order and made more errors than low-stress participants. A support-vector machine (SVM) using both eye tracking features (i.e., number of blinks, scanpath length) and a performance feature (i.e., time to completion) best differentiated between low-stress and high-stress participants (89% accuracy, 100% sensitivity, 83.3% specificity, 75% precision, 85.7% F1 score). Overall, under technostress, high-stress participants experienced cognitive overload and consequently decreased performance; whereas, low-stress participants felt moderate arousal and improved performance. These varying effects of technostress can be interpreted through the Yerkes-Dodson law. Based on our findings, we proposed an adaptive interface, multimodal interaction, and virtual reality training as three implications for technostress relief in non-face-to-face ICT. |
format | Online Article Text |
id | pubmed-9464304 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Author(s). Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94643042022-09-12 Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test Kim, Se Young Park, Hahyeon Kim, Hongbum Kim, Joon Seo, Kyoungwon Inf Process Manag Article In the midst of the COVID-19 pandemic, the use of non-face-to-face information and communication technology (ICT) such as kiosks has increased. While kiosks are useful overall, those who do not adapt well to these technologies experience technostress. The two most serious technostressors are inclusion and overload issues, which indicate a sense of inferiority due to a perceived inability to use ICT well and a sense of being overwhelmed by too much information, respectively. This study investigated the different effects of hybrid technostress—induced by both inclusion and overload issues—on the cognitive load among low-stress and high-stress people when using kiosks to complete daily life tasks. We developed a ‘virtual kiosk test’ to evaluate participants’ cognitive load with eye tracking features and performance features when ordering burgers, sides, and drinks using the kiosk. Twelve low-stress participants and 13 high-stress participants performed the virtual kiosk test. As a result, regarding eye tracking features, high-stress participants generated a larger number of blinks, a longer scanpath length, a more distracted heatmap, and a more complex gaze plot than low-stress participants. Regarding performance features, high-stress participants took significantly longer to order and made more errors than low-stress participants. A support-vector machine (SVM) using both eye tracking features (i.e., number of blinks, scanpath length) and a performance feature (i.e., time to completion) best differentiated between low-stress and high-stress participants (89% accuracy, 100% sensitivity, 83.3% specificity, 75% precision, 85.7% F1 score). Overall, under technostress, high-stress participants experienced cognitive overload and consequently decreased performance; whereas, low-stress participants felt moderate arousal and improved performance. These varying effects of technostress can be interpreted through the Yerkes-Dodson law. Based on our findings, we proposed an adaptive interface, multimodal interaction, and virtual reality training as three implications for technostress relief in non-face-to-face ICT. The Author(s). Published by Elsevier Ltd. 2022-11 2022-09-11 /pmc/articles/PMC9464304/ /pubmed/36119755 http://dx.doi.org/10.1016/j.ipm.2022.103093 Text en © 2022 The Author(s). Published by Elsevier Ltd. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Kim, Se Young Park, Hahyeon Kim, Hongbum Kim, Joon Seo, Kyoungwon Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title | Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title_full | Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title_fullStr | Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title_full_unstemmed | Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title_short | Technostress causes cognitive overload in high-stress people: Eye tracking analysis in a virtual kiosk test |
title_sort | technostress causes cognitive overload in high-stress people: eye tracking analysis in a virtual kiosk test |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9464304/ https://www.ncbi.nlm.nih.gov/pubmed/36119755 http://dx.doi.org/10.1016/j.ipm.2022.103093 |
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