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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.04.009

Background

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.

Methods

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.

Results

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).

Conclusions

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.

背景本研究旨在分析印度尼西亚一家石油天然气公司的所有权从跨国公司变更为本国公司时,工人对公司安全氛围看法的转变。结果当 X 公司的所有权从跨国公司变更为本国公司时,工人对该公司安全氛围的看法呈下降趋势(从 8.07 降至 7.48)。总体而言,安全氛围的几个子变量得分呈下降趋势,即管理层承诺(8.33 分至 7.56 分)、沟通(8.10 分至 7.64 分)、安全优先(8.55 分至 7.68 分)、个人对风险的认识(8.25 分至 5.48 分)、参与(7.50 分至 7.36 分)以及个人优先和需要(7.50 分至 7.36 分)。结论所有权变更导致 X 公司员工对安全氛围的感知呈下降趋势。另一方面,与跨国时期相比,国内时期员工在支持性环境和工作环境方面的得分更高。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 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

Background

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.

Methods

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.

Results

Among 26,247 Korean workers (mean age: 43.4, men: 47.5%), the prevalence of depressive symptoms was 29.5% (n = 7,751), and the proportion of downsizing was 15.2% (n = 3,978). The prevalence of depressive symptoms was significantly higher among the downsizing group (36.7%, n = 1,460) than among the no-downsizing group (28.3%, n = 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.

Conclusion

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.

背景组织裁员可能与抑郁症状密切相关,但在亚洲地区对这种影响的研究却很有限。本研究调查了 COVID-19 大流行期间裁员与不同就业状况下抑郁症状之间的关联。抑郁症状采用 WHO-5 幸福指数进行测量,临界值为 50。裁员定义为过去三年中员工人数的减少。结果在 26247 名韩国工人(平均年龄:43.4 岁,男性:47.5%)中,抑郁症状发生率为 29.5%(n = 7751),裁员比例为 15.2%(n = 3978)。缩编组的抑郁症状发生率(36.7%,n = 1 460)明显高于未缩编组(28.3%,n = 6 291)。逻辑回归结果显示,裁员与抑郁症状之间存在显著关联(调整后 OR [95% CI]:1.39 [1.29-1.50]),在社会经济地位较高的工人中尤为明显。这些发现突出表明,有必要提供有针对性的心理健康支持,并进一步开展纵向研究,以明确韩国劳动力就业变化与心理健康之间的关系。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.04.008

Introduction

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.

Methods

The ensemble AI model is designed and implemented by the Hadoop ecosystem with Kafka/NiFi, Spark/Hive, HUE, and ELK (Elasticsearch, Logstash, Kibana).

Results

The functional evaluation shows that the main function of this SAP architecture was operated successfully.

Discussion

The proposed model is confirmed to work well with safety mobility gateways to provide some safety applications.

引言 根据大韩民国电力行业现场特定安全管理系统,本文提出了一种新型安全自主平台(SAP)架构,该架构可通过集合人工智能(AI)模型自动、精确地管理现场安全。方法通过 Hadoop 生态系统中的 Kafka/NiFi、Spark/Hive、HUE 和 ELK(Elasticsearch、Logstash、Kibana)设计并实现了集合人工智能模型。结果功能评估表明,该 SAP 架构的主要功能运行成功。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-09-01 DOI: 10.1016/j.shaw.2024.06.002

Background

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.

Methods

Community Health Survey data (August 16 to October 31, 2020–2021) were used to assess depressive symptoms and SP among workers (n = 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).

Results

The prevalence of depressive symptoms was higher in individuals with SP than in those without SP (4.22% [n = 696] vs. 1.89% [n = 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.

Conclusion

SP is significantly associated with depressive symptoms in Korean workers across employment and occupational types, with a prominent association in service workers.

背景病假(SP)在职业健康领域备受关注。本研究旨在分析韩国 COVID-19 大流行期间按职业和就业类型划分的 SP 与抑郁症状之间的关系。方法利用社区健康调查数据(2020-2021 年 8 月 16 日至 10 月 31 日)评估工人(n = 221,241 人;平均年龄 46.0 岁;53.5% 为男性)的抑郁症状和 SP。抑郁症状使用患者健康问卷-9进行测量,SP的定义是出现COVID-19症状时在家休息的能力。通过多重逻辑回归分析,估算了每个性别和年份分层的抑郁症状调整后的几率比(OR)和 95% 的置信区间(CI)。采用交互作用导致的相对超额风险(RERI)评估了 SP 和职业对抑郁症状的交互作用。结果患有 SP 的人的抑郁症状患病率高于未患有 SP 的人(分别为 4.22% [n = 696] vs. 1.89% [n = 3861])。在对人口统计学变量和职业变量进行调整后,2020 年和 2021 年男女 SP 与抑郁症状之间的关系均显著(OR [95% CI]:2020 年男性为 2.18 [1.82-2.62],2021 年男性为 2.41 [1.97-2.93],2020 年女性为 2.05 [1.77-2.38],2021 年女性为 2.47 [2.11-2.88])。在 2021 年的男性工人中,观察到服务业工人和 SP 对抑郁症状的交互作用略微显着(RERI = 2.37,95% CI = [-0.04-4.78]),但在其他阶层中没有观察到。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.02.002
Olga Kuzmina , Douglas Searle

Background

This research suggested a method for evaluating health and safety performance as a combination of reactive and active monitoring.

Methods

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&S practices. Subsequently, the effect of workers' involvement in H&S management on RIDDOR and near-miss reports, was investigated using statistical analysis.

Results

A ranking of UK universities that perform highly in Health and Safety (H&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&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.

Conclusion

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&S performance in their own organisations.

背景这项研究提出了一种将被动监测和主动监测相结合的健康与安全绩效评估方法。方法向英国健康与安全执行局(HSE)和英国 100 所大学发出了一些信息自由申请(FoI)。对英国大学的应报告事件、疾病和危险事故数量进行了汇总,并与良好健康和福利影响排名相结合。采用半结构式调查来确定最佳健康与安全实践。随后,使用统计分析方法调查了工人参与健康与安全管理对 RIDDOR 和险情报告的影响。结果汇总了在健康与安全(H&S)方面表现突出的英国大学的排名,并与选定的大学取得联系,以确定最佳实践。最佳实践分为三类:团队管理、角色与责任以及健康与安全绩效监控。其中一项研究结果表明,提供风险评估进修培训与报告的 RIDDOR 事故数量之间存在反向依赖关系。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-06-01 DOI: 10.1016/j.shaw.2024.02.005
Jeevasunthari Gunasegaran , Ying-Ying Teh , Chin-Keong Lim , Shiow-Fern Ng

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.

根据世界卫生组织的建议,COVID-19 大流行导致手套使用量大幅增加。尽管人们努力确保手套的质量和安全,但与手套相关的皮肤病(如手部皮炎)已变得无处不在,尤其是在医护人员中。本综述讨论了手部皮炎的发病率、病因和风险因素,以及过去十年中为克服手套相关手部皮炎而在医用手套方面开展的研究工作。研究人员从 Ovid、PubMed 和 Scopus 数据库中筛选出 49 篇相关论文,对 2013 年至 2022 年的研究论文进行了审查。受 COVID-19 大流行的影响,医护人员手部皮炎的平均发病率从 21.08% 上升到 37.24%。这些病例很可能是对手套中常见的乳胶蛋白、橡胶添加剂和促进剂过敏所致。使用乳胶手套的替代品,如无促进剂和无乳胶手套,有助于减少过敏引起的手部皮炎。严格的手部卫生习惯,如勤洗手和使用消毒剂,也是导致手部皮炎的因素之一。在过去十年中,手套研究进展主要集中在减少或固定乳胶蛋白方面。其中包括使用可生物降解的二甲醛、海藻酸钠、杏仁蛋白、菠萝蛋白酶、木瓜蛋白酶、紫外线 LED 原型光反应器,以及使用硅烷 A174 的结构改性纳米二氧化硅。建议采取两种有效的手部皮炎预防措施,即增加一层手套衬里和使用温和的酒精洗手液。这些进步代表着在降低与使用手套相关的手部皮炎风险方面迈出了可喜的一步。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 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

Background

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.

Methods

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.

Results

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.

Conclusion

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.

背景有效的险情管理对于预防工伤事故非常重要。公司对险情报告的反应不足会导致工人对公司产生不安全感和不满情绪。我们调查了公司对险情报告的应对措施与工人离职意向之间的关系。方法 我们于 2022 年 3 月对日本 20 岁以上的工人进行了一项横断面研究,采用在线自填式问卷调查。分析对象包括 5,071 名有过险些发生事故经历并向公司报告的参与者。自变量是公司对险情报告的反应,分为三类:充分反应组、不充分反应组和无反应组。因变量为离职意向。我们使用多层次逻辑回归分析计算了几率比(OR)和 95% 的保密区间(CI),并对行业进行了嵌套,同时对协变量进行了调整。结果 在 5,071 名参与者中,3,058 人(60.3%)属于充分响应组,1,484 人(29.3%)属于不充分响应组,529 人(10.4%)属于无响应组。在多变量调整模型中,与充分响应组相比,不充分响应组和无响应组的OR值分别为1.80(95%CI:1.56-2.08)和2.63(95%CI:2.15-3.22)。重要的是,不仅要收集险情报告,还要对报告做出适当回应,并向工人提供反馈。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 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

Background

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.

Methods

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.

Results

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; p < 0.001) and mental health promotion activities (RR = 2.01; 95% CI = 1.06–3.82; p = 0.032), than those with low rankings. Although on-site and online occupational health services increased, home workspace assessments did not.

Conclusion

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.

背景在 COVID-19 大流行期间,由于政府出台了相关指导方针,台湾采用远程办公的人数激增。本研究考察了台湾上市公司的信息披露实践,评估了他们对政府远程办公指南的遵守情况及其与公司治理的相关性,重点关注职业健康措施。方法我们对 295 家台湾上市公司的 2020 年和 2021 年可持续发展报告进行了指南遵守情况队列分析。我们评估了这些公司披露的企业远程办公措施是否与两项政府指导方针一致,特别是职业健康措施。通过 McNemar 检验和一般估计方程分析,我们比较了 2020 年和 2021 年的回答,并研究了它们与公司治理排名之间的关联。结果从 2020 年到 2021 年,采用远程办公的公司显著增加,68% 的公司报告了新的工作模式。到 2021 年,提及政府指导方针的比例也上升到 67%。治理排名较高的公司比排名较低的公司更有可能采用在线职业健康措施,包括职业健康服务(RR = 2.03; 95% CI = 1.41-2.94; p < 0.001)和心理健康促进活动(RR = 2.01; 95% CI = 1.06-3.82; p = 0.032)。尽管现场和在线职业健康服务有所增加,但家庭工作空间评估却没有增加。公司治理与职业健康措施的实施密切相关。在远程办公的发展过程中,政府指导原则和公司治理对于制定工作安排和确保员工福利至关重要。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 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

Background

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.

Methods

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.

Results

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.

Conclusions

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.

背景虽然人工神经网络(ANN)技术已被用于预测噪声性听力损失(NIHL),但已建立的预测模型主要依赖于横截面数据集,因此可能无法全面反映NIHL这种与工人长期暴露于噪声环境有关的疾病的慢性性质。方法利用一个综合数据集,其中包括八年纵向个人听阈水平(HTL)以及七个个人变量和两个环境变量的信息,通过ANN技术建立NIHL预测模型。从上述综合数据集中提取了三个子数据集,以评估本研究在预测 NIHL 方面的优势。结果该数据集收集自 170 名受雇于炼钢行业的工人,其累积噪声暴露量和 HTL 的中位数分别为 88.40 dBA 年和 19.58 dB。与横截面数据集相比,纵向数据集的预测能力更强。纳入更全面的数据集后,NIHL 的预测结果得到了改善,尤其是在考虑噪声模式和个人防护设备的使用等变量时。尽管在测量的 HTLs 中观察到波动,但 ANN 预测模型始终显示出明显的趋势。然而,由于 HTL 固有的个人波动性,在使用模型预测的个体工人 NIHLs 时必须谨慎。尽管如此,这些 ANN 模型仍可作为行业有效管理听力保护计划的宝贵参考。
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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 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 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

Background

Replacement drivers represent a significant portion of platform labor in the Republic of Korea, often facing night shifts and the demands of emotional labor. Research on replacement drivers is limited due to their widespread nature. This study examined the levels of presenteeism and absenteeism among replacement drivers in comparison to those of paid male workers in the Republic of Korea.

Methods

This study collected data for replacement drivers and used data from the 6th Korean Working Conditions Survey for paid male workers over the age of 20 years. Propensity score matching was performed to balance the differences between paid workers and replacement drivers. Multivariable logistic regression was used to estimate the adjusted odds ratio (OR) and 95% confidence intervals for presenteeism and absenteeism by replacement drivers. Stratified analysis was conducted for age groups, educational levels, income levels, and working hours. The analysis was adjusted for variables including age, education, income, working hours, working days per week, and working duration.

Results

Among the 1,417 participants, the prevalence of presenteeism and absenteeism among replacement drivers was 53.6% (n = 210) and 51.3% (n = 201), respectively. The association of presenteeism and absenteeism (adjusted OR [95% CI] = 8.42 [6.36−11.16] and 20.80 [95% CI = 14.60−29.62], respectively) with replacement drivers being significant, with a prominent association among the young age group, high educational, and medium income levels.

Conclusion

The results demonstrated that replacement drivers were more significantly associated with presenteeism and absenteeism than paid workers. Further studies are necessary to establish a strategy to decrease the risk factors among replacement drivers.

替班司机在韩国的平台劳工中占很大比例,他们经常面临夜班和情感劳动的要求。由于替班司机的普遍性,对他们的研究十分有限。本研究将替班司机的旷工率和缺勤率与韩国有薪男工的旷工率和缺勤率进行了比较。本研究收集了替班司机的数据,并使用了韩国第六次工作条件调查中 20 岁以上有薪男性工人的数据。为了平衡有偿工人和替班司机之间的差异,研究人员进行了倾向得分匹配。使用多变量逻辑回归估算了替班司机出现旷工和缺勤的调整后几率和 95% 的置信区间。对年龄组、教育水平、收入水平和工作时间进行了分层分析。分析对年龄、教育程度、收入、工作时间、每周工作日和工作持续时间等变量进行了调整。在 1417 名参与者中,替班司机的旷工率和缺勤率分别为 53.6%(人数=210)和 51.3%(人数=201)。替班司机的迟到和旷工(调整后 OR [95% CI] 分别为 8.42 [ 6.36-11.16] 和 20.80 [95% CI 14.60-29.62])与年轻年龄组、高学历和中等收入水平的替班司机有显著关联。研究结果表明,与带薪工人相比,替班司机与旷工和缺勤的关系更为明显。有必要开展进一步研究,以制定减少替班司机风险因素的策略。
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Safety and Health at Work
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