ArticleInternational archives of occupational and environmental health2022
Identifying the risk features for occupational stress in medical workers: a cross-sectional study.
Article in International archives of occupational and environmental health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 22 citations in OpenAlex.
- Article
- Occupational stress and psychological wellbeing among critical care nurses in private hospitals in Somalia: a national cross-sectional study.Frontiers in public health · 2026Article
- Burnout Syndrome Among Psychiatric Unit Nurses: Prevalence and Associated Correlates in Capital Territory Hospitals.Journal of nursing management · 2026Article
- Development and validation of a prediction model for the incidence of psychological disturbance in Chinese nurses: baseline data from a cohort study.Frontiers in public health · 2026Article
- Latent profiles of occupational stress and their association with premenstrual syndrome: a cross-sectional study of Chinese nurses.Frontiers in public health · 2026Article
- Development and validation of a nomogram for predicting high-burnout risk in nurses.Journal of clinical nursing · 2025Article
- Association between occupational stress and mental health of nurses during the COVID-19 pandemic: A cross-sectional research.Nursing open · 2023Article
- The Prevalence and Correlated Factors of Occupational Stress, Cumulative Fatigue, and Musculoskeletal Disorders among Information Technology Workers: A Cross-Sectional Study in Chongqing, China.Healthcare (Basel, Switzerland) · 2023Article
- The Status of Occupational Stress and Its Influence on the Health of Medical Staff in Lanzhou, China.International journal of environmental research and public health · 2022Article
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
Abstract
objectiveOccupational stress is considered a worldwide epidemic experienced by a large proportion of the working population. The identification of characteristics that place people at high risk for occupational stress is the basis of managing and intervening in this condition. In this study, we aimed to identify and validate the risk features for occupational stress among medical workers using a risk model and nomogram.
methodsThis cross-sectional study included 1988 eligible participants from Henan Province in China. Occupational stress and worker-occupation fit were measured with the Depression, Anxiety and Stress Scales (DASS-21) and Worker-Occupation Fit Inventory (WOFI). The identification of risk features was achieved through constructing multiple logistic regression model, and the risk features were used to develop the risk model and nomogram. Receiver operating characteristic (ROC) curves and calibration plots were generated to assess the effectiveness and calibration of the risk model.
resultsAmong 1988 participants in our study, there were 42.5% (845/1988) medical workers experienced occupational stress. The risk features for occupational stress included poor work-occupation fit (WOF score < 25, expected risk: 77.3%), nurse population (expected risk: 63.1%), male sex (expected risk: 67.2%), work experience duration of 11-19 years (expected risk: 54.5%), experience of a traumatic event (expected risk: 65.3%) and the lack of a regular exercise habit (expected risk: 60.2%). For medical workers who have these risk features, the expected risk probability of occupational stress would be 90.2%.
conclusionThe current data can be used to identify medical workers at risk of developing occupational stress. Identifying risk features for occupational stress and the work-occupation fit can support hierarchical stress management in hospitals.
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