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Yun B, Park H, Choi J, Oh J, Sim J, Kim Y, Lee J, Yoon JH. Inequality in Mortality and Cardiovascular Risk Among Young, Low-Income, Self-Employed Workers: Nationwide Retrospective Cohort Study. JMIR Public Health Surveill 2024; 10:e48047. [PMID: 39302342 PMCID: PMC11429069 DOI: 10.2196/48047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 02/05/2024] [Accepted: 05/16/2024] [Indexed: 09/22/2024] Open
Abstract
Background Self-employment is a significant component of South Korea's labor force; yet, it remains relatively understudied in the context of occupational safety and health. Owing to different guidelines for health checkup participation among economically active individuals, disparities in health maintenance may occur across varying employment statuses. Objective This study aims to address such disparities by comparing the risk of all-cause mortality and comorbidities between the self-employed and employee populations in South Korea, using nationwide data. We sought to provide insights relevant to other countries with similar cultural, social, and economic contexts. Methods This nationwide retrospective study used data from the Korean National Health Insurance Service database. Participants (aged 20-59 y) who maintained the same insurance type (self-employed or employee insurance) for ≥3 years (at least 2008-2010) were recruited for this study and monitored until death or December 2021-whichever occurred first. The primary outcome was all-cause mortality. The secondary outcomes were ischemic heart disease, ischemic stroke, cancer, and hospitalization with a mental illness. Age-standardized cumulative incidence rates were estimated through an indirect method involving 5-unit age standardization. A multivariable Cox proportional hazards model was used to estimate the adjusted hazard ratio (HR) and 95% CI for each sex stratum. Subgroup analyses and an analysis of the effect modification of health checkup participation were also performed. Results A total of 11,652,716 participants were analyzed (follow-up: median 10.92, IQR 10.92-10.92 y; age: median 42, IQR 35-50 y; male: n=7,975,116, 68.44%); all-cause mortality occurred in 1.27% (99,542/7,851,282) of employees and 3.29% (124,963/3,801,434) of self-employed individuals (P<.001). The 10-year cumulative incidence rates of all-cause mortality differed significantly by employment status (1.1% for employees and 2.8% for self-employed individuals; P<.001). The risk of all-cause mortality was significantly higher among the self-employed individuals when compared with that among employees, especially among female individuals, according to the final model (male: adjusted HR 1.44, 95% CI 1.42-1.45; female: adjusted HR 1.89, 95% CI 1.84-1.94; P<.001). The risk of the secondary outcomes, except all types of malignancies, was significantly higher among the self-employed individuals (all P values were <.001). According to subgroup analyses, this association was prominent in younger individuals with lower incomes who formed a part of the nonparticipation groups. Furthermore, health checkup participation acted as an effect modifier for the association between employment status and all-cause mortality in both sexes (male: relative excess risk due to interaction [RERI] 0.76, 95% CI 0.74-0.79; female: RERI 1.13, 95% CI 1.05-1.21). Conclusions This study revealed that self-employed individuals face higher risks of all-cause mortality, cardio-cerebrovascular diseases, and mental illnesses when compared to employees. The mortality risk is particularly elevated in younger, lower-income individuals who do not engage in health checkups, with health checkup nonparticipation acting as an effect modifier for this association.
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Affiliation(s)
- Byungyoon Yun
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- The Institute for Occupational Health, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute for Innovation in Digital Healthcare, Yonsei University Health System, Seoul, Republic of Korea
| | - Heejoo Park
- Department of Public Health, Graduate School, Yonsei University, Seoul, Republic of Korea
| | - Jaesung Choi
- Department of Global Economics, Sungkyunkwan University, Seoul, Republic of Korea
| | - Juyeon Oh
- Department of Public Health, Graduate School, Yonsei University, Seoul, Republic of Korea
| | - Juho Sim
- Department of Public Health, Graduate School, Yonsei University, Seoul, Republic of Korea
| | - Yangwook Kim
- Department of Public Health, Graduate School, Yonsei University, Seoul, Republic of Korea
| | - Jongmin Lee
- Department of Public Health, Graduate School, Yonsei University, Seoul, Republic of Korea
| | - Jin-Ha Yoon
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- The Institute for Occupational Health, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute for Innovation in Digital Healthcare, Yonsei University Health System, Seoul, Republic of Korea
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Tremblay M, Bergeron D, Parent AA, Pelletier J, Paré D, Lavallière M. Occupational health and safety portrait of lobster fishers from a St. Lawrence Gulf community. INTERNATIONAL JOURNAL OF OCCUPATIONAL SAFETY AND ERGONOMICS 2024; 30:907-915. [PMID: 38956927 DOI: 10.1080/10803548.2024.2366634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/04/2024]
Abstract
Lobstering industry workers are known to have poor overall health and low safety records, but there is still a gap in information concerning Canadian lobster fishers. This study aimed to report occupational health and safety characteristics of an Atlantic Canada community of lobster fishers and to assess differences between captains and deckhands. Twenty-eight participants (10 captains, 18 deckhands) were questioned and self-reported on lifestyle, general health status, work-related musculoskeletal disorders and traumatic injuries. The data collected reveal both groups' high prevalence of cardiometabolic and musculoskeletal health issues. Captains reported more occupational exposition and health issues, and showed poorer lifestyle habits than deckhands. Fishers reported potential solutions to reduce occupational risks, presented as three types: lifestyle, working behaviours and leadership. This study evaluated a community of Canadian lobster fishers regarding their occupational health and safety. Potential avenues for mitigating occupational risk specific to this community will nurture future implementation.
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Affiliation(s)
- Mathieu Tremblay
- Department of Health Sciences, Université du Québec à Rimouski (UQAR), Rimouski, Canada
| | - Dave Bergeron
- Department of Health Sciences, Université du Québec à Rimouski (UQAR), Rimouski, Canada
| | - Andrée-Anne Parent
- Department of Health Sciences, Université du Québec à Rimouski (UQAR), Rimouski, Canada
| | - Jérôme Pelletier
- Department of Health Sciences, Université du Québec à Rimouski (UQAR), Rimouski, Canada
| | - Daniel Paré
- Department of Health Sciences, Université du Québec à Rimouski (UQAR), Rimouski, Canada
| | - Martin Lavallière
- Centre intersectoriel en santé durable, Université du Québec à Chicoutimi (UQAC), Chicoutimi, Canada
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Sowan W, Kissane D. Demoralization and well-being among self-employed individuals with cardiac disease: the role of intolerance of uncertainty. Front Psychol 2024; 15:1388032. [PMID: 39021650 PMCID: PMC11253239 DOI: 10.3389/fpsyg.2024.1388032] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 06/19/2024] [Indexed: 07/20/2024] Open
Abstract
Background Individuals with cardiac disease (CD) who are self-employed may experience ability limitations and especially intensive challenges and uncertainties. These challenges may cause demoralization and impaired well-being. Objectives To examine: (a) whether work ability limitations are related to demoralization and well-being among self-employed people with CD; (b) rates of demoralization; and (c) how demoralization and intolerance of uncertainty (IU) are associated with well-being. Methods The study involved 120 self-employed individuals with CD. The PROCESS macro was used to analyze mediation and moderation processes. Results The prevalence of demoralization syndrome was 37.4%. Work ability-limitations were associated with higher demoralization levels. Demoralization was associated with well-being only among participants with high IU. Further, demoralization mediated the relationship between work ability limitations and well-being only for individuals with high IU. Conclusion Encountering limitations among self-employed was associated with demoralization and lower levels of well-being, especially among those with high IU. In addition, demoralization syndrome is prevalent among individuals with CD in general. Early recognition and treatment of demoralization as a treatable psychological syndrome are essential for preventing its degeneration into more complex forms. In addition to uncertainty related to health, it is important to pay special attention to other sources of uncertainty.
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Affiliation(s)
- Wafaa Sowan
- School of Social Work, University of Haifa, Haifa, Israel
| | - David Kissane
- Centre for Palliative Care, Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
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Bell CN, Owens-Young JL, Thorpe RJ. Self-Employment, Working Hours, and Hypertension by Race/Ethnicity in the USA. J Racial Ethn Health Disparities 2023; 10:2207-2217. [PMID: 36068481 DOI: 10.1007/s40615-022-01400-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 08/12/2022] [Accepted: 08/19/2022] [Indexed: 10/14/2022]
Abstract
There is a large literature on work-related characteristics and hypertension, but studies on self-employment, longer working hours, and hypertension are mixed. Assessments of self-employment should be extended to account for people with part-time self-employment (i.e., employees also earning income from self-employment). The aim of this study was to determine the association of different types of self-employment with hypertension among adults by race/ethnicity and to assess whether longer working hours moderated these associations. Using data from the 2007-2018 National Health and Nutrition Examination Survey, measured hypertension (blood pressure ≥ 140/90 mm Hg) was assessed and employment categories included employees, part-time self-employment (i.e., employee with self-employment income), or full-time self-employment. Modified Poisson regressions and multiplicative interaction terms were used. Having full-time self-employment was associated with lower relative risk (RR) of hypertension compared to employees among Black (RR = 0.77, 95% confidence interval (CI) = 0.61-0.96) and White men (RR = 0.77, 0.65-0.93) compared to employees. Full-time self-employment was associated with higher risk of hypertension (RR = 1.36, 95% CI = 1.01-1.82) compared to employees among Hispanic women, while part-time self-employment was associated with lower risk (RR = 0.69, 95% CI = 0.48-0.98). Among White women, part-time self-employment was associated with higher relative risk of hypertension (RR = 1.27, 95% CI = 1.05-1.53) compared to employees. There were significant interactions between employment categories and longer working hours among Hispanic women as well as Black women and men. The results suggest that self-employment categories and longer working hours impact hypertension by race/ethnicity and sex. Because the number of full-time and part-time self-employed adults has increased, the health of this particular subgroup of workers should be further addressed.
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Affiliation(s)
- Caryn N Bell
- Department of Social, Behavioral, and Population Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA.
| | | | - Roland J Thorpe
- Hopkins Center for Health Disparities Solutions, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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Varanka-Ruuska T, Rautio N, Sebert S, Ala-Mursula L. Glucose Metabolism in Midlife Is Associated With Preceding 30-Year Employment Trajectories: A Northern Finland Birth Cohort 1966 Study. J Occup Environ Med 2023; 65:104-112. [PMID: 36253928 DOI: 10.1097/jom.0000000000002732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE The aim of the study is to evaluate how glucose metabolism in midlife is related to preceding 30-year-long employment trajectories. METHODS In the Northern Finland Birth Cohort 1966, we compared glucose metabolism at 46 to employment trajectories (previously defined for men and women and named as high-educated, traditional, self-employed, delayed, and floundering; n = 6399). RESULTS Compared with individuals in high-educated trajectories, odds ratios for type 2 diabetes (T2D, 95% confidence interval) in traditional and floundering trajectories in men were 1.65 (1.02-2.68) and 2.42 (1.38-4.23) and in women 1.89 (1.04-3.43) and 2.60 (1.46-4.62), respectively. In self-employed trajectory in women, odds ratios for prediabetes and T2D were 1.66 (1.09-2.51) and 2.47 (1.21-5.04). CONCLUSIONS The highest risks for T2D in midlife were associated after traditional and floundering trajectories in men and women and after self-employment trajectory in women.
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Snowdon JL, Scheufele EL, Pritts J, Le PT, Mensah GA, Zhang X, Dankwa-Mullan I. Evaluating Social Determinants of Health Variables in Advanced Analytic and Artificial Intelligence Models for Cardiovascular Disease Risk and Outcomes: A Targeted Review. Ethn Dis 2023; 33:33-43. [PMID: 38846264 PMCID: PMC11152155 DOI: 10.18865/1704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2024] Open
Abstract
Introduction/Purpose Predictive models incorporating relevant clinical and social features can provide meaningful insights into complex interrelated mechanisms of cardiovascular disease (CVD) risk and progression and the influence of environmental exposures on adverse outcomes. The purpose of this targeted review (2018-2019) was to examine the extent to which present-day advanced analytics, artificial intelligence, and machine learning models include relevant variables to address potential biases that inform care, treatment, resource allocation, and management of patients with CVD. Methods PubMed literature was searched using the prespecified inclusion and exclusion criteria to identify and critically evaluate primary studies published in English that reported on predictive models for CVD, associated risks, progression, and outcomes in the general adult population in North America. Studies were then assessed for inclusion of relevant social variables in the model construction. Two independent reviewers screened articles for eligibility. Primary and secondary independent reviewers extracted information from each full-text article for analysis. Disagreements were resolved with a third reviewer and iterative screening rounds to establish consensus. Cohen's kappa was used to determine interrater reliability. Results The review yielded 533 unique records where 35 met the inclusion criteria. Studies used advanced statistical and machine learning methods to predict CVD risk (10, 29%), mortality (19, 54%), survival (7, 20%), complication (10, 29%), disease progression (6, 17%), functional outcomes (4, 11%), and disposition (2, 6%). Most studies incorporated age (34, 97%), sex (34, 97%), comorbid conditions (32, 91%), and behavioral risk factor (28, 80%) variables. Race or ethnicity (23, 66%) and social variables, such as education (3, 9%) were less frequently observed. Conclusions Predictive models should adjust for race and social predictor variables, where relevant, to improve model accuracy and to inform more equitable interventions and decision making.
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Affiliation(s)
- Jane L. Snowdon
- Center for Artificial Intelligence, Research, and Evaluation, IBM Watson Health, Cambridge, MA 02142
| | - Elisabeth L. Scheufele
- Center for Artificial Intelligence, Research, and Evaluation, IBM Watson Health, Cambridge, MA 02142
| | - Jill Pritts
- Center for Artificial Intelligence, Research, and Evaluation, IBM Watson Health, Cambridge, MA 02142
| | - Phuong-Tu Le
- Division of Integrative Biological and Behavioral Sciences, National Institute on Minority Health and Health Disparities, National Institutes of Health, Bethesda, MD 20892
| | - George A. Mensah
- Center for Translation Research and Implementation Science, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892
| | - Xinzhi Zhang
- Center for Translation Research and Implementation Science, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892
| | - Irene Dankwa-Mullan
- Center for Artificial Intelligence, Research, and Evaluation, IBM Watson Health, Cambridge, MA 02142
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Bell CN, Tavares CD, Owens-Young JL, Thorpe RJ. Self-employment, educational attainment, and hypertension among Black women and men. FRONTIERS IN EPIDEMIOLOGY 2022; 2:991628. [PMID: 38455288 PMCID: PMC10910997 DOI: 10.3389/fepid.2022.991628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 08/31/2022] [Indexed: 03/09/2024]
Abstract
Background Self-employment is generally associated with better health outcomes and educational attainment can shape self-employment. Yet, Black Americans are less likely to be self-employed and analyses of self-employment and health among Black Americans are few. The aim of this study was to determine how educational attainment moderates the associations between self-employment and hypertension among Black adults. Methods Using data from the 2007-2018 National Health and Nutrition Examination Survey, participants who self-identified as non-Hispanic Black (n = 2,855) were categorized as (1) employees with no self-employment income, (2) employees with self-employment income, or (3) having full-time self-employment. Modified Poisson regressions and multiplicative interaction terms were used to determine whether educational attainment moderated the associations between self-employment and measured hypertension (i.e., 140/90 mm Hg or anti-hypertensive medication). Results Most participants were employees with no self-employment income (81.9%), but 11.8% were employees reporting some self-employment income and 6.3% were self-employed full-time. About two in five (40.9%) had hypertension. Having full-time self-employment was associated with lower risk of hypertension compared to those who were employees (risk ratio = 0.82, 95% confidence interval = 0.67-0.98), and educational attainment moderated the associations among Black men such that part-time self-employment was associated with high rates of hypertension among Black men who had not completed high school. Conclusions These results suggest that full-time self-employment is associated with lower risk of hypertension among Black adults, but that being an employee with some self-employment income may elevate rates of hypertension among Black men depending on educational attainment. Future studies should assess pathways between self-employment and hypertension by educational attainment among Black women and men.
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Affiliation(s)
- Caryn N. Bell
- Department of Social, Behavioral, and Population Science, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, United States
| | - Carlos D. Tavares
- Department of Anthropology and Sociology, Lafayette College, Easton, PA, United States
| | | | - Roland J. Thorpe
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States
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Zhou D, Wen X. Self-employment and health inequality of migrant workers. BMC Health Serv Res 2022; 22:937. [PMID: 35864486 PMCID: PMC9306050 DOI: 10.1186/s12913-022-08340-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Accepted: 07/14/2022] [Indexed: 11/18/2022] Open
Abstract
Background Self-employment is one of the most common forms of employment for migrant workers in China. However, migrant workers’ lifestyle and behavior, as well as health disparities among them, would be impacted by self-employment. This research aims to explore the mechanism and group differences of the effect of self-employment on health inequality among Chinese migrant workers. Materials and methods To explore the effect of self-employment on health inequalities among migrant workers, this research uses the data from the 2018 China Migrant Workers Dynamic Monitoring Survey, and the RIF-I-OLS decomposition method. Results We find that self-employment will reduce the health inequality of Chinese migrant workers significantly, especially among migrant workers with low education, low income, and low social integration. A further examination reveals that self-employment can directly promote the self-rated health of migrant workers. Additionally, it indirectly alleviates the health inequality among migrant workers by mediating effect of expanding access to public welfare, such as by establishing health records and strengthening health education. Conclusion The government should permit and encourage migrant workers to engage in self-employment. It is necessary to provide public services such as health education, health records, and health rights for migrant workers, and focus on the employment of migrant workers in city, especially those with low income and low education. we believe that measures should be taken to enhance migrant workers’ sense of belonging in urban China Only on this basis can health inequality among migrant workers be truly reduced.
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Affiliation(s)
- Deshui Zhou
- School of Finance and Public Management, Anhui University of Finance & Economics, 962 CaoShan Road, Bengbu City, 233030, Anhui Province, China
| | - Xin Wen
- School of Public Administration, Dongbei University of Finance & Economics, 217 JianShan Street, Dalian City, 116001, Liaoning Province, China.
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