Safety and Health at Work最新文献

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Safety Climate Transformation in Oil and Gas Company Ownership Transition (Study Case from Multinational to National Company) 石油天然气公司所有权转型中的安全氛围转变(从跨国公司到本国公司的研究案例)
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.04.009
{"title":"Safety Climate Transformation in Oil and Gas Company Ownership Transition (Study Case from Multinational to National Company)","authors":"","doi":"10.1016/j.shaw.2024.04.009","DOIUrl":"10.1016/j.shaw.2024.04.009","url":null,"abstract":"<div><h3>Background</h3><p>The aim of this research is to analyze the transformation of workers perceptions of the safety climate in an oil and gas company in Indonesia when they experience a change in ownership from a multinational to a national company.</p></div><div><h3>Methods</h3><p>This cross-sectional study used questionnaires distributed offline and online in three periods of ownership of Company X. Data analysis was carried out descriptively by comparing workers perception scores regarding the safety climate at Company X when managed by the multinational holder, transition period, and national holder.</p></div><div><h3>Results</h3><p>Workers perceptions of the safety climate in Company X when it experienced a change in ownership from a multinational company to a national company has a trend of decreasing scores (from 8.07 to 7.48). Overall, a decreasing trend in scores occurred in several sub-variables of safety climate, namely management commitment (8.33 to 7.56), communication (8.10 to 7.64), safety priority (8.55 to 7.68), personal appreciation of risk (8.25 to 5.48), involvement (7.50 to 7.36), and personal priority and need for safety (8.25 to 5.48).</p></div><div><h3>Conclusions</h3><p>Ownership changes cause a trend of decrease in employee perceptions of the safety climate at Company X. Company's priority on safety related to production target factors is decreasing due to the change of ownership. On the other hand, the national period had a higher score in supportive environments and work environments, compared to the multinational period.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 3","pages":"Pages 292-299"},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000313/pdfft?md5=e393f61f7aa4ad56323834b1b7d49b65&pid=1-s2.0-S2093791124000313-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141043384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association Between Organizational Downsizing and Depressive Symptoms Among Korean Workers: A Cross-sectional Analysis 组织裁员与韩国工人抑郁症状之间的关系:横截面分析
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.06.005
Youngsun Park , Juyeon Oh , Heejoo Park , Jian Lee , Byungyoon Yun , Jin-Ha Yoon
{"title":"Association Between Organizational Downsizing and Depressive Symptoms Among Korean Workers: A Cross-sectional Analysis","authors":"Youngsun Park ,&nbsp;Juyeon Oh ,&nbsp;Heejoo Park ,&nbsp;Jian Lee ,&nbsp;Byungyoon Yun ,&nbsp;Jin-Ha Yoon","doi":"10.1016/j.shaw.2024.06.005","DOIUrl":"10.1016/j.shaw.2024.06.005","url":null,"abstract":"<div><h3>Background</h3><p>Organizational downsizing may be significantly linked to depressive symptoms, yet research on this impact in Asian contexts is limited. This study investigates the association between downsizing during the COVID-19 pandemic and depressive symptoms across diverse employment statuses.</p></div><div><h3>Methods</h3><p>This study used the data from 6th Korean Working Conditions Survey. Depressive symptoms were measured using WHO-5 well-being index with a cut-off of 50. Downsizing was defined as decrease in the number of employees during last three years. Multivariable logistic regression adjusted for socio-demographic and occupational factors was used to estimate the adjusted odds ratio (OR) and 95% confidence interval (CI) for depressive symptoms associated with downsizing, including subgroup analyses.</p></div><div><h3>Results</h3><p>Among 26,247 Korean workers (mean age: 43.4, men: 47.5%), the prevalence of depressive symptoms was 29.5% (<em>n</em> = 7,751), and the proportion of downsizing was 15.2% (<em>n</em> = 3,978). The prevalence of depressive symptoms was significantly higher among the downsizing group (36.7%, <em>n</em> = 1,460) than among the no-downsizing group (28.3%, <em>n</em> = 6,291). The result of logistic regression revealed a significant association between downsizing and depressive symptoms (adjusted OR [95% CI]: 1.39 [1.29–1.50]), particularly pronounced among high socioeconomic status workers.</p></div><div><h3>Conclusion</h3><p>This study underscores the significant association between depressive symptoms and organizational downsizing, especially high vulnerability of socioeconomically advantaged and stable workers. These findings highlight the necessity for targeted mental health support and further longitudinal research to clarify the relationship between employment changes and mental health within the Korean workforce.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 3","pages":"Pages 352-359"},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000519/pdfft?md5=58185ac56822f5152f796fbbd180ad12&pid=1-s2.0-S2093791124000519-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141707885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Management Architecture With Multi-modal Ensemble AI Models for Worker Safety 针对工人安全的多模式集合人工智能模型管理架构
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.04.008
{"title":"Management Architecture With Multi-modal Ensemble AI Models for Worker Safety","authors":"","doi":"10.1016/j.shaw.2024.04.008","DOIUrl":"10.1016/j.shaw.2024.04.008","url":null,"abstract":"<div><h3>Introduction</h3><p>Following the Republic of Korea electric power industry site-specific safety management system, this paper proposes a novel safety autonomous platform (SAP) architecture that can automatically and precisely manage on-site safety through ensemble artificial intelligence (AI) models. The ensemble AI model was generated from video information and worker's biometric information as learning data and the estimation results of this model are based on standard operating procedures of the workplace and safety rules.</p></div><div><h3>Methods</h3><p>The ensemble AI model is designed and implemented by the Hadoop ecosystem with Kafka/NiFi, Spark/Hive, HUE, and ELK (Elasticsearch, Logstash, Kibana).</p></div><div><h3>Results</h3><p>The functional evaluation shows that the main function of this SAP architecture was operated successfully.</p></div><div><h3>Discussion</h3><p>The proposed model is confirmed to work well with safety mobility gateways to provide some safety applications.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 3","pages":"Pages 373-378"},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000325/pdfft?md5=85a28d31668f052e3b844c7c2aaa717c&pid=1-s2.0-S2093791124000325-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141034967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association Between Sickness Presenteeism and Depressive Symptoms by Occupation and Employment Type During the COVID-19 Pandemic COVID-19 大流行期间按职业和就业类型分列的病假与抑郁症状之间的关系
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.06.002
{"title":"Association Between Sickness Presenteeism and Depressive Symptoms by Occupation and Employment Type During the COVID-19 Pandemic","authors":"","doi":"10.1016/j.shaw.2024.06.002","DOIUrl":"10.1016/j.shaw.2024.06.002","url":null,"abstract":"<div><h3>Background</h3><p>Sickness presenteeism (SP) has gained attention in occupational health. This study aimed to analyze the relationship between SP and depressive symptoms by occupation and employment type during the COVID-19 pandemic in Korea.</p></div><div><h3>Methods</h3><p>Community Health Survey data (August 16 to October 31, 2020–2021) were used to assess depressive symptoms and SP among workers (<em>n</em> = 221,241; mean age 46.0; 53.5% male). Depressive symptoms were measured using the Patient Health Questionnaire-9, and SP was defined by the ability to rest at home when exhibiting COVID-19 symptoms. Adjusted odds ratios (ORs) and 95% confidence intervals (CIs) of depressive symptoms were estimated using multiple logistic regression analyses for each sex and year stratum. The interaction between SP and occupation on depressive symptoms was assessed using relative excess risk due to interaction (RERI).</p></div><div><h3>Results</h3><p>The prevalence of depressive symptoms was higher in individuals with SP than in those without SP (4.22% [<em>n</em> = 696] vs. 1.89% [<em>n</em> = 3861], respectively). After adjusting for demographic and occupational variables, the association between SP and depressive symptoms was significant in both sexes in 2020 and 2021 (OR [95% CI]: 2.18 [1.82–2.62], 2.41 [1.97–2.93], 2.05 [1.77–2.38], 2.47 [2.11–2.88] for male–2020, male–2021, female–2020, and female–2021, respectively). A marginally significant interaction between service workers and SP on depressive symptoms was observed among male workers in 2021 (RERI = 2.37, 95% CI = [−0.04–4.78]) but not in other strata.</p></div><div><h3>Conclusion</h3><p>SP is significantly associated with depressive symptoms in Korean workers across employment and occupational types, with a prominent association in service workers.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 3","pages":"Pages 338-344"},"PeriodicalIF":3.5,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000416/pdfft?md5=8ba460d5f0a577c28567466448b344c6&pid=1-s2.0-S2093791124000416-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141397547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Health and Safety Performance of UK Universities and How to Improve It 英国大学的健康与安全绩效以及如何提高绩效
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.02.002
Olga Kuzmina , Douglas Searle
{"title":"Health and Safety Performance of UK Universities and How to Improve It","authors":"Olga Kuzmina ,&nbsp;Douglas Searle","doi":"10.1016/j.shaw.2024.02.002","DOIUrl":"10.1016/j.shaw.2024.02.002","url":null,"abstract":"<div><h3>Background</h3><p>This research suggested a method for evaluating health and safety performance as a combination of reactive and active monitoring.</p></div><div><h3>Methods</h3><p>A number of Freedom of Information requests (FoI) were sent to the Health and safety Executive (HSE) and 100 UK universities. Data on the number of reportable incidents, diseases and dangerous occurrences were compiled for UK universities and combined with the Impact Ranking for good health and well-being. A semi-structured survey was used to identify best H&amp;S practices. Subsequently, the effect of workers' involvement in H&amp;S management on RIDDOR and near-miss reports, was investigated using statistical analysis.</p></div><div><h3>Results</h3><p>A ranking of UK universities that perform highly in Health and Safety (H&amp;S) was assembled and selected universities were contacted to identify best practices. Best practices were divided into three categories: team management, roles and responsibilities, and H&amp;S performance monitoring. One of the findings demonstrated a reverse dependence between provision of a refresher training in risk assessments and a number of reported RIDDOR incidents.</p></div><div><h3>Conclusion</h3><p>Health and Safety professionals in the universities may find it useful to reflect on these findings and the identified best practices in order to improve the H&amp;S performance in their own organisations.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 2","pages":"Pages 139-146"},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000088/pdfft?md5=a9775880094263b715e69137c992a196&pid=1-s2.0-S2093791124000088-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139876799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Review on Prevalence, Risk Factors, and Research Advancements on the Use of Medical Gloves Concerning Hand Dermatitis Among Health Care Workers 回顾医护人员手部皮炎的发病率、风险因素以及使用医用手套的研究进展
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.02.005
Jeevasunthari Gunasegaran , Ying-Ying Teh , Chin-Keong Lim , Shiow-Fern Ng
{"title":"Review on Prevalence, Risk Factors, and Research Advancements on the Use of Medical Gloves Concerning Hand Dermatitis Among Health Care Workers","authors":"Jeevasunthari Gunasegaran ,&nbsp;Ying-Ying Teh ,&nbsp;Chin-Keong Lim ,&nbsp;Shiow-Fern Ng","doi":"10.1016/j.shaw.2024.02.005","DOIUrl":"10.1016/j.shaw.2024.02.005","url":null,"abstract":"<div><p>The COVID-19 pandemic has led to a significant surge in glove usage, as recommended by the World Health Organization. Despite efforts to ensure the quality and safety of gloves, glove-associated skin diseases such as hand dermatitis have become ubiquitous, particularly among health care workers. This review discusses the prevalence, causes, and risk factors of hand dermatitis, as well as research efforts in medical gloves in the past decade to overcome glove-related hand dermatitis. Research papers from 2013 to 2022 were reviewed, selecting only 49 relevant papers from the Ovid, PubMed, and Scopus databases. The average prevalence of hand dermatitis among health care workers increased from 21.08% to 37.24% upon the impact of the COVID-19 pandemic. The cases are likely due to allergies to latex proteins, rubber additives, and accelerators commonly found in gloves. Using alternatives to latex gloves, such as accelerator-free and latex-free glove options, can help reduce allergy-induced hand dermatitis. Strict hand hygiene practices, such as frequent hand washing and the use of sanitizers, are also contributing factors in contracting hand dermatitis. Over the past decade, glove research advancements have focused mainly on reducing or immobilizing latex proteins. These include the use of biodegradable dialdehyde, sodium alginate, arctigenin, bromelain, papain, UV-LED, prototype photoreactors, and structure-modified nanosilica with silane A174. Two effective hand dermatitis preventive measures, i.e. an additional layer of glove liners and the use of gentle alcohol-based hand sanitizer, were recommended. These advancements represent promising steps towards mitigating hand dermatitis risks associated with glove usage.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 2","pages":"Pages 129-138"},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000118/pdfft?md5=d2166bfe70bfe5024f9a226f902fbede&pid=1-s2.0-S2093791124000118-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140001900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relationship Between Companies' Responses to Near-Miss Reports and Turnover Intentions of Workers: A Nationwide Cross-Sectional Study 公司对险情报告的反应与工人离职意向之间的关系:一项全国性横断面研究
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.01.004
Ayaka Yamamoto , Tomohisa Nagata , Kiminori Odagami , Nuri Purwito Adi , Masako Nagata , Koji Mori
{"title":"Relationship Between Companies' Responses to Near-Miss Reports and Turnover Intentions of Workers: A Nationwide Cross-Sectional Study","authors":"Ayaka Yamamoto ,&nbsp;Tomohisa Nagata ,&nbsp;Kiminori Odagami ,&nbsp;Nuri Purwito Adi ,&nbsp;Masako Nagata ,&nbsp;Koji Mori","doi":"10.1016/j.shaw.2024.01.004","DOIUrl":"10.1016/j.shaw.2024.01.004","url":null,"abstract":"<div><h3>Background</h3><p>Effective near-miss management is important in preventing workplace accidents. A company's inadequate response to near-miss reports can lead workers to feel insecure and dissatisfied with the company. We investigated the relationship between companies' responses to near-miss reports and turnover intentions of workers.</p></div><div><h3>Methods</h3><p>We conducted a cross-sectional study using online self-administered questionnaire survey to workers aged ≥20 years in Japan in March 2022. The analysis included 5,071 participants who had near-miss experiences and reported them to their companies. The independent variable was companies' responses to near-miss reports, classified into three categories: adequate response group, inadequate response group, and no response group. The dependent variable was turnover intentions. We calculated the odds ratio and 95% confidential interval (CI) using multilevel logistic regression analyses nested for industries and adjusted for covariates.</p></div><div><h3>Results</h3><p>Of the 5,071 participants, 3,058 (60.3%) were adequate response group, 1,484 (29.3%) were inadequate response group, and 529 (10.4%) were no response group. In multivariable adjusted model, compared with adequate response group, the odds ratio of inadequate response group and no response group were 1.80 (95% CI: 1.56–2.08) and 2.63 (95% CI: 2.15–3.22), respectively.</p></div><div><h3>Conclusion</h3><p>Our results suggested that there was a relationship between companies' responses to the near-miss reports and turnover intentions of workers. It is important not only to collect near-misses but also to respond appropriately to the reports and provide feedback to workers.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 2","pages":"Pages 187-191"},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000040/pdfft?md5=ffd2e247c72219cf3face789842c4476&pid=1-s2.0-S2093791124000040-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139664260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Government Guidelines and Corporate Governance on Telework Adoption and Occupational Health Measures in Taiwanese-Listed Companies 政府指导方针和公司治理对台湾上市公司采用远程工作和职业健康措施的影响
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.04.004
Chia-Jung Li , Louise E. Anthony , Tomohisa Nagata , Yawen Cheng , Ro-Ting Lin
{"title":"Effect of Government Guidelines and Corporate Governance on Telework Adoption and Occupational Health Measures in Taiwanese-Listed Companies","authors":"Chia-Jung Li ,&nbsp;Louise E. Anthony ,&nbsp;Tomohisa Nagata ,&nbsp;Yawen Cheng ,&nbsp;Ro-Ting Lin","doi":"10.1016/j.shaw.2024.04.004","DOIUrl":"10.1016/j.shaw.2024.04.004","url":null,"abstract":"<div><h3>Background</h3><p>Telework adoption in Taiwan has surged because of government guidelines during the COVID-19 pandemic. This study examined the disclosure practices of Taiwanese-listed companies, assessing their adherence to government telework guidelines and their correlation with corporate governance, focusing on occupational health measures.</p></div><div><h3>Methods</h3><p>We conducted a guideline-adherent cohort analysis of the 2020 and 2021 sustainability reports of 295 Taiwanese-listed companies. We assessed their disclosure of corporate measures for teleworking in alignment with two government guidelines, specifically occupational health measures. Using the McNemar test and general estimating equation analysis, we compared the 2020 and 2021 responses and examined their associations with corporate governance rankings.</p></div><div><h3>Results</h3><p>Telework adoption increased significantly from 2020 to 2021, with 68% of companies reporting new work modes. The mentioning of government guidelines also increased to 67% by 2021. Companies with higher governance rankings were more likely to adopt online occupational health measures, including occupational health services (RR = 2.03; 95% CI = 1.41–2.94; <em>p</em> &lt; 0.001) and mental health promotion activities (RR = 2.01; 95% CI = 1.06–3.82; <em>p</em> = 0.032), than those with low rankings. Although on-site and online occupational health services increased, home workspace assessments did not.</p></div><div><h3>Conclusion</h3><p>Our findings highlight significant upward trends in the disclosure of telework measures following the issuance of government guidelines. Corporate governance is significantly associated with the implementation of occupational health measures. Amid the evolution of teleworking, both government guidelines and corporate governance have become essential for shaping work arrangements and ensuring workforce well-being.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 2","pages":"Pages 164-171"},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000271/pdfft?md5=936904d93221de3c49486275d22a6a57&pid=1-s2.0-S2093791124000271-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141051185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilizing Artificial Neural Networks for Establishing Hearing-Loss Predicting Models Based on a Longitudinal Dataset and Their Implications for Managing the Hearing Conservation Program 利用人工神经网络建立基于纵向数据集的听力损失预测模型及其对听力保护计划管理的影响
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.02.004
Thanawat Khajonklin , Yih-Min Sun , Yue-Liang Leon Guo , Hsin-I Hsu , Chung Sik Yoon , Cheng-Yu Lin , Perng-Jy Tsai
{"title":"Utilizing Artificial Neural Networks for Establishing Hearing-Loss Predicting Models Based on a Longitudinal Dataset and Their Implications for Managing the Hearing Conservation Program","authors":"Thanawat Khajonklin ,&nbsp;Yih-Min Sun ,&nbsp;Yue-Liang Leon Guo ,&nbsp;Hsin-I Hsu ,&nbsp;Chung Sik Yoon ,&nbsp;Cheng-Yu Lin ,&nbsp;Perng-Jy Tsai","doi":"10.1016/j.shaw.2024.02.004","DOIUrl":"10.1016/j.shaw.2024.02.004","url":null,"abstract":"<div><h3>Background</h3><p>Though the artificial neural network (ANN) technique has been used to predict noise-induced hearing loss (NIHL), the established prediction models have primarily relied on cross-sectional datasets, and hence, they may not comprehensively capture the chronic nature of NIHL as a disease linked to long-term noise exposure among workers.</p></div><div><h3>Methods</h3><p>A comprehensive dataset was utilized, encompassing eight-year longitudinal personal hearing threshold levels (HTLs) as well as information on seven personal variables and two environmental variables to establish NIHL predicting models through the ANN technique. Three subdatasets were extracted from the afirementioned comprehensive dataset to assess the advantages of the present study in NIHL predictions.</p></div><div><h3>Results</h3><p>The dataset was gathered from 170 workers employed in a steel-making industry, with a median cumulative noise exposure and HTL of 88.40 dBA-year and 19.58 dB, respectively. Utilizing the longitudinal dataset demonstrated superior prediction capabilities compared to cross-sectional datasets. Incorporating the more comprehensive dataset led to improved NIHL predictions, particularly when considering variables such as noise pattern and use of personal protective equipment. Despite fluctuations observed in the measured HTLs, the ANN predicting models consistently revealed a discernible trend.</p></div><div><h3>Conclusions</h3><p>A consistent correlation was observed between the measured HTLs and the results obtained from the predicting models. However, it is essential to exercise caution when utilizing the model-predicted NIHLs for individual workers due to inherent personal fluctuations in HTLs. Nonetheless, these ANN models can serve as a valuable reference for the industry in effectively managing its hearing conservation program.</p></div>","PeriodicalId":56149,"journal":{"name":"Safety and Health at Work","volume":"15 2","pages":"Pages 220-227"},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2093791124000106/pdfft?md5=3ad2862c1ca43665274fdd07f55b55cf&pid=1-s2.0-S2093791124000106-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139919745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of the Association Between Presenteeism and Absenteeism among Replacement Workers and Paid Workers: Cross-sectional Studies and Machine Learning Techniques 比较替代工人和有偿工人的缺勤率与旷工率之间的关系:横断面研究与机器学习技术
IF 3.5 3区 医学
Safety and Health at Work Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.03.001
Heejoo Park , Juho Sim , Juyeon Oh , Jongmin Lee , Chorom Lee , Yangwook Kim , Byungyoon Yun , Jin-ha Yoon
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