首页|期刊导航|环境与职业医学|厂矿企业劳动者职业健康素养与职业紧张的关联:基于LASSO-多水平logistic回归

厂矿企业劳动者职业健康素养与职业紧张的关联:基于LASSO-多水平logistic回归OA

Relationship between occupational health literacy and occupational stress among workers in mining and manufacturing:Based on LASSO-multilevel logistic regression

中文摘要英文摘要

[背景]健康素养与心理健康密切相关,提升健康素养有助于促进其心理健康.然而,厂矿企业劳动者职业紧张与其职业健康素养是否有关联,尚无定论. [目的]了解甘肃省金属采矿业、冶金业和非金属矿物制品业 3个行业劳动者的职业健康素养水平和职业紧张状况,分析职业健康素养与职业紧张的相关性. [方法]2024年 5-12月,采用分层整群随机抽样法,对甘肃省金属采矿业、冶金业和非金属矿物制品业73家大、中、小微型厂矿企业劳动者的职业健康素养水平和职业紧张进行测评.采用LASSO回归筛选影响职业紧张的相关因素,并采用多水平随机截距混合效应logistic模型研究职业紧张的影响因素,并探讨职业健康素养与职业紧张的关系. [结果]本研究调查金属采矿业、冶金业和非金属矿物制品业 3个行业厂矿企业劳动者 3 611名,存在职业紧张者 1 031名(28.55%).无论是总体职业健康素养还是各维度职业健康素养,具备职业健康素养的劳动者其职业紧张检出率均低于不具备者(P<0.05).通过LASSO回归分析得出,与职业紧张密切相关的因素为职业健康素养维度一(职业健康法律知识)、维度二(职业健康保护基本知识)、维度四(健康工作方式和行为)、性别、平均月收入和夜班.三水平随机截距混合效应logistic回归分析结果显示,职业健康素养维度一(OR=0.69,95%CI:0.58~0.82)、维度二(OR=0.71,95%CI:0.58~0.87)和维度四(OR=0.81,95%CI:0.67~0.98)与职业紧张风险呈现负相关.平均月收入 3 001~≤5 000、5 001~≤7 000、≥7 001元的劳动者职业紧张的风险分别是平均月收入≤3 000元者的 61%(OR=0.61,95%CI:0.45~0.81)、56%(OR=0.56,95%CI:0.41~0.78)、36%(OR=0.36,95%CI:0.24~0.53).男性(OR=1.66,95%CI:1.32~2.10)和夜班劳动者(OR=2.29,95%CI:1.90~2.76)发生职业紧张的风险较高.随机效应方差显示,组内相关系数为0.12. [结论]厂矿企业劳动者职业紧张与职业健康素养存在负相关,男性、低收入和夜班是影响劳动者职业紧张的危险因素.建议重点关注以上劳动群体,将职业健康素养纳入工作场所心理健康促进,从而改善劳动者心理健康状况.

[Background]Health literacy is closely related to mental health,and improving health literacy has been shown to promote mental well-being.However,whether occupational stress among workers in mining and manufacturing is associated with their occupational health literacy remains inconclusive. [Objective]To study the levels of occupational health literacy and occupational stress among workers in three industrial sectors(metal ores mining,metal smelting,and manufacture of non-metallic mineral products)in Gansu Province,and to analyze the correlation between them. [Methods]Between May and December 2024,a stratified cluster random sampling method was employed to survey workers from 73 large,medium,and small and micro sized enterprises across the aforementioned industries in Gansu Province.Participants'occupational health literacy and occupational stress levels were assessed.The LASSO regression model was applied to identify key factors influencing occupational stress,and subsequently a multilevel random intercept mixed-effects logistic model was used to study factors influencing occupational stress and to explore the relationship between occupational health literacy and occupational stress. [Results]A total of 3 611 workers across the three industries were surveyed,among whom 1 031(28.55%)experienced occupational stress.Workers with adequate occupational health literacy—whether assessed in terms of overall literacy or specific dimensions—demonstrated a significantly lower prevalence of occupational stress compared to those without adequate literacy(P<0.05).Through the LASSO regression analysis,it was found that the factors closely related to occupational stress were dimension one(occupational health legal knowledge),dimension two(basic knowledge of occupational health protection),and dimension four(healthy working methods and behaviors)of occupational health literacy,gender,average monthly income,and night shifts.The results from the three-level random intercept mixed-effects logistic regression model indicated that dimensions one(OR=0.69,95%CI:0.58,0.82),two(OR=0.71,95%CI:0.58,0.87),and four(OR=0.81,95%CI:0.67,0.98)of occupational health literacy were negatively correlated with the risk of occupational stress.Workers with an average monthly income of 3 001-≤5 000,5 001-≤7 000,and≥7 001 yuan reported occupa-tional stress risks that were 61%(OR=0.61,95%CI:0.45,0.81),56%(OR=0.56,95%CI:0.41,0.78),and 36%(OR=0.36,95%CI:0.24,0.53)of those with an average monthly income≤3 000 yuan,respectively.Male workers(OR=1.66,95%CI:1.32,2.10)and those on night shifts(OR=2.29,95%CI:1.90,2.76)had a higher risk of occupational stress.The random effects variance showed that the intraclass correlation coefficient was 0.12. [Conclusion]There is a negative correlation between occupational stress and occupational health literacy among workers in mining and manufacturing.Being male,having a low income,and working night shifts are risk factors affecting workers'occupational stress.It is rec-ommended to focus on these groups of workers and incorporate occupational health literacy into workplace mental health promotion.

张海涯;赵文莉;王舒玥;何玉红;邬家龙

甘肃省疾病预防控制中心职业卫生科,甘肃 兰州 730000甘肃省疾病预防控制中心职业卫生科,甘肃 兰州 730000甘肃省疾病预防控制中心职业卫生科,甘肃 兰州 730000甘肃省疾病预防控制中心职业卫生科,甘肃 兰州 730000甘肃省疾病预防控制中心职业卫生科,甘肃 兰州 730000

医药卫生

职业健康素养厂矿企业职业紧张LASSO回归多水平logistic模型

occupational health literacymining and manufacturingoccupational stressLASSO regressionmultilevel logistic model

《环境与职业医学》 2026 (2)

182-188,7

10.11836/JEOM25282

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