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Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling
INTRODUCTION: In recent years, the widespread shift from on-site to remote work has led to a decline in employees’ mental health. Consequently, this transition to remote work poses several challenges for both employees and employers. To address these challenges, there is an urgent need for technique...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10475727/ https://www.ncbi.nlm.nih.gov/pubmed/37670827 http://dx.doi.org/10.3389/fpubh.2023.1196539 |
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author | Minusa, Shunsuke Yoshimura, Chihiro Mizuno, Hiroyuki |
author_facet | Minusa, Shunsuke Yoshimura, Chihiro Mizuno, Hiroyuki |
author_sort | Minusa, Shunsuke |
collection | PubMed |
description | INTRODUCTION: In recent years, the widespread shift from on-site to remote work has led to a decline in employees’ mental health. Consequently, this transition to remote work poses several challenges for both employees and employers. To address these challenges, there is an urgent need for techniques to detect declining mental health in employees’ daily lives. Emotion-based health assessment, which examines emotional diversity (emodiversity) experienced in daily life, is a possible solution. However, the feasibility of emodiversity remains unclear, especially from the perspectives of its applicability to remote workers and countries other than Europe and the United States. This study investigated the association between subjective mental health decline and emotional factors, such as emodiversity, as well as physical conditions, in remote workers in Japan. METHOD: To explore this association, we conducted a consecutive 14-day prospective observational experiment on 18 Japanese remote workers. This experiment comprised pre-and post-questionnaire surveys, physiological sensing, daytime emotion self-reports, and subjective health reports at end-of-day. In daytime emotion self-reports, we introduced smartphone-based experience sampling (also known as ecological momentary assessment), which is suitable for collecting context-dependent self-reports precisely in a recall bias-less manner. For 17 eligible participants (mean ± SD, 39.1 ± 9.1 years), we evaluated whether and how the psycho-physical characteristics, including emodiversity, changed on subjective mental health-declined experimental days after analyzing descriptive statistics. RESULTS: Approximately half of the experimental days (46.3 ± 18.9%) were conducted under remote work conditions. Our analysis showed that physical and emotional indices significantly decreased on mental health-declined days. Especially on high anxiety and depressive days, we found that emodiversity indicators significantly decreased (global emodiversity on anxiety conditions, 0.409 ± 0.173 vs. 0.366 ± 0.143, p = 0.041), and positive emotional experiences were significantly suppressed (61.5 ± 7.7 vs. 55.5 ± 6.4, p < 0.001). DISCUSSION: Our results indicated that the concept of emodiversity can be applicable even to Japanese remote workers, whose cultural background differs from that of individuals in Europe and the United States. Emodiversity showed significant associations with emotion dysregulation-related mental health deterioration, suggesting the potential of emodiversity as useful indicators in managing such mental health deterioration among remote workers. |
format | Online Article Text |
id | pubmed-10475727 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104757272023-09-05 Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling Minusa, Shunsuke Yoshimura, Chihiro Mizuno, Hiroyuki Front Public Health Public Health INTRODUCTION: In recent years, the widespread shift from on-site to remote work has led to a decline in employees’ mental health. Consequently, this transition to remote work poses several challenges for both employees and employers. To address these challenges, there is an urgent need for techniques to detect declining mental health in employees’ daily lives. Emotion-based health assessment, which examines emotional diversity (emodiversity) experienced in daily life, is a possible solution. However, the feasibility of emodiversity remains unclear, especially from the perspectives of its applicability to remote workers and countries other than Europe and the United States. This study investigated the association between subjective mental health decline and emotional factors, such as emodiversity, as well as physical conditions, in remote workers in Japan. METHOD: To explore this association, we conducted a consecutive 14-day prospective observational experiment on 18 Japanese remote workers. This experiment comprised pre-and post-questionnaire surveys, physiological sensing, daytime emotion self-reports, and subjective health reports at end-of-day. In daytime emotion self-reports, we introduced smartphone-based experience sampling (also known as ecological momentary assessment), which is suitable for collecting context-dependent self-reports precisely in a recall bias-less manner. For 17 eligible participants (mean ± SD, 39.1 ± 9.1 years), we evaluated whether and how the psycho-physical characteristics, including emodiversity, changed on subjective mental health-declined experimental days after analyzing descriptive statistics. RESULTS: Approximately half of the experimental days (46.3 ± 18.9%) were conducted under remote work conditions. Our analysis showed that physical and emotional indices significantly decreased on mental health-declined days. Especially on high anxiety and depressive days, we found that emodiversity indicators significantly decreased (global emodiversity on anxiety conditions, 0.409 ± 0.173 vs. 0.366 ± 0.143, p = 0.041), and positive emotional experiences were significantly suppressed (61.5 ± 7.7 vs. 55.5 ± 6.4, p < 0.001). DISCUSSION: Our results indicated that the concept of emodiversity can be applicable even to Japanese remote workers, whose cultural background differs from that of individuals in Europe and the United States. Emodiversity showed significant associations with emotion dysregulation-related mental health deterioration, suggesting the potential of emodiversity as useful indicators in managing such mental health deterioration among remote workers. Frontiers Media S.A. 2023-08-21 /pmc/articles/PMC10475727/ /pubmed/37670827 http://dx.doi.org/10.3389/fpubh.2023.1196539 Text en Copyright © 2023 Minusa, Yoshimura and Mizuno. 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 Minusa, Shunsuke Yoshimura, Chihiro Mizuno, Hiroyuki Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title | Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title_full | Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title_fullStr | Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title_full_unstemmed | Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title_short | Emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
title_sort | emodiversity evaluation of remote workers through health monitoring based on intra-day emotion sampling |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10475727/ https://www.ncbi.nlm.nih.gov/pubmed/37670827 http://dx.doi.org/10.3389/fpubh.2023.1196539 |
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