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Can a chatbot enhance hazard awareness in the construction industry?
Safety training enhances hazard awareness in the construction industry. Its effectiveness is a component of occupational safety and health. While face-to-face safety training has dominated in the past, the frequent lockdowns during COVID-19 have led us to rethink new solutions. A chatbot is messagin...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749401/ https://www.ncbi.nlm.nih.gov/pubmed/36530655 http://dx.doi.org/10.3389/fpubh.2022.993700 |
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author | Zhu, Xiaoe Li, Rita Yi Man Crabbe, M. James C. Sukpascharoen, Khunanan |
author_facet | Zhu, Xiaoe Li, Rita Yi Man Crabbe, M. James C. Sukpascharoen, Khunanan |
author_sort | Zhu, Xiaoe |
collection | PubMed |
description | Safety training enhances hazard awareness in the construction industry. Its effectiveness is a component of occupational safety and health. While face-to-face safety training has dominated in the past, the frequent lockdowns during COVID-19 have led us to rethink new solutions. A chatbot is messaging software that allows people to interact, obtain answers, and handle sales and inquiries through a computer algorithm. While chatbots have been used for language education, no study has investigated their usefulness for hazard awareness enhancement after chatbot training. In this regard, we developed four Telegram chatbots for construction safety training and designed the experiment as the treatment factor. Previous researchers utilized eye-tracking in the laboratory for construction safety research; most have adopted it for qualitative analyses such as heat maps or gaze plots to study visual paths or search strategies via eye-trackers, which only studied the impact of one factor. Our research has utilized an artificial intelligence-based eye-tracking tool. As hazard awareness can be affected by several factors, we filled this research void using 2-way interaction terms using the design of experiment (DOE) model. We designed an eye-tracking experiment to study the impact of site experience, Telegram chatbot safety training, and task complexity on hazard awareness, which is the first of its kind. The results showed that Telegram chatbot training enhanced the hazard awareness of participants with less onsite experience and in less complex scenarios. Low-cost chatbot safety training could improve site workers' danger awareness, but the design needs to be adjusted according to participants' experience. Our results offer insights to construction safety managers in safety knowledge sharing and safety training. |
format | Online Article Text |
id | pubmed-9749401 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97494012022-12-15 Can a chatbot enhance hazard awareness in the construction industry? Zhu, Xiaoe Li, Rita Yi Man Crabbe, M. James C. Sukpascharoen, Khunanan Front Public Health Public Health Safety training enhances hazard awareness in the construction industry. Its effectiveness is a component of occupational safety and health. While face-to-face safety training has dominated in the past, the frequent lockdowns during COVID-19 have led us to rethink new solutions. A chatbot is messaging software that allows people to interact, obtain answers, and handle sales and inquiries through a computer algorithm. While chatbots have been used for language education, no study has investigated their usefulness for hazard awareness enhancement after chatbot training. In this regard, we developed four Telegram chatbots for construction safety training and designed the experiment as the treatment factor. Previous researchers utilized eye-tracking in the laboratory for construction safety research; most have adopted it for qualitative analyses such as heat maps or gaze plots to study visual paths or search strategies via eye-trackers, which only studied the impact of one factor. Our research has utilized an artificial intelligence-based eye-tracking tool. As hazard awareness can be affected by several factors, we filled this research void using 2-way interaction terms using the design of experiment (DOE) model. We designed an eye-tracking experiment to study the impact of site experience, Telegram chatbot safety training, and task complexity on hazard awareness, which is the first of its kind. The results showed that Telegram chatbot training enhanced the hazard awareness of participants with less onsite experience and in less complex scenarios. Low-cost chatbot safety training could improve site workers' danger awareness, but the design needs to be adjusted according to participants' experience. Our results offer insights to construction safety managers in safety knowledge sharing and safety training. Frontiers Media S.A. 2022-11-30 /pmc/articles/PMC9749401/ /pubmed/36530655 http://dx.doi.org/10.3389/fpubh.2022.993700 Text en Copyright © 2022 Zhu, Li, Crabbe and Sukpascharoen. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Zhu, Xiaoe Li, Rita Yi Man Crabbe, M. James C. Sukpascharoen, Khunanan Can a chatbot enhance hazard awareness in the construction industry? |
title | Can a chatbot enhance hazard awareness in the construction industry? |
title_full | Can a chatbot enhance hazard awareness in the construction industry? |
title_fullStr | Can a chatbot enhance hazard awareness in the construction industry? |
title_full_unstemmed | Can a chatbot enhance hazard awareness in the construction industry? |
title_short | Can a chatbot enhance hazard awareness in the construction industry? |
title_sort | can a chatbot enhance hazard awareness in the construction industry? |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749401/ https://www.ncbi.nlm.nih.gov/pubmed/36530655 http://dx.doi.org/10.3389/fpubh.2022.993700 |
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