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A Structural Equation Modeling Approach to Fatigue-related Risk Factors for Occupational Injury

机译:疲劳相关职业伤害危险因素的结构方程建模方法

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摘要

Occupational injury is associated with numerous individual and work-related risk factors, including long working hours and short sleep duration; however, the complex mechanisms causing such injuries are not yet fully understood. The authors used structural equation modeling (SEM) as a novel approach to examine fatigue-related direct and indirect potential risk factors for occupational injury. The study sample contained 89,366 employed workers from the National Health Interview Survey (pooled across 6 years, 2004–2009), an annual survey of a representative cross-sectional sample of the US population. Direct and indirect effects of weekly hours worked and usual sleep duration on occupational injuries were modeled using SEM procedures for dichotomous outcomes and a complex sampling design. Confounding and mediating effects of gender, age, race/ethnicity, occupation, industry, type of pay, body mass index (BMI), and psychological distress were simultaneously examined. Long working hours and short sleep duration independently increased the risk of injury. Additional direct risk factors were gender, occupation, type of pay, and BMI. At the same time, sleep duration mediated the adverse relations of long working hours, high psychological distress, and high BMI with injury. These findings indicate that SEM is a useful approach with which to examine dichotomous outcomes and indirect effects in complex samples, and it offers a comprehensive new model of injury prediction.
机译:职业伤害与许多个人和与工作有关的危险因素有关,包括工作时间长和睡眠时间短;然而,导致这种伤害的复杂机制尚未完全被理解。作者使用结构方程模型(SEM)作为检查疲劳相关的直接和间接职业伤害潜在危险因素的新方法。该研究样本包含89,366名美国国民健康访问调查(2004年至2009年,汇总了6年)的就业工人,这是一项针对美国人口代表性样本的年度调查。每周工作时间和通常睡眠时间对职业伤害的直接和间接影响是使用SEM程序模拟的,用于二分结果和复杂的抽样设计。同时检查了性别,年龄,种族/民族,职业,行业,薪酬类型,体重指数(BMI)和心理困扰的混淆和中介作用。长时间的工作和短暂的睡眠时间会独立增加受伤的风险。其他直接风险因素是性别,职业,薪酬类型和BMI。同时,睡眠时间介导了长时间工作,高心理困扰和高BMI与伤害的不良关系。这些发现表明,SEM是检查复杂样品中二分结果和间接影响的有用方法,并且它提供了损伤预测的综合新模型。

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