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Tazzeo C, Zucchelli A, Vetrano DL, Demurtas J, Smith L, Schoene D, Sanchez-Rodriguez D, Onder G, Balci C, Bonetti S, Grande G, Torbahn G, Veronese N, Marengoni A. Risk factors for multimorbidity in adulthood: A systematic review. Ageing Res Rev 2023; 91:102039. [PMID: 37647994 DOI: 10.1016/j.arr.2023.102039] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 07/25/2023] [Accepted: 08/18/2023] [Indexed: 09/01/2023]
Abstract
BACKGROUND Multimorbidity, the coexistence of multiple chronic diseases in an individual, is highly prevalent and challenging for healthcare systems. However, its risk factors remain poorly understood. OBJECTIVE To systematically review studies reporting multimorbidity risk factors. METHODS A PRISMA-compliant systematic review was conducted, searching electronic databases (MEDLINE, EMBASE, Web of Science, Scopus). Inclusion criteria were studies addressing multimorbidity transitions, trajectories, continuous disease counts, and specific patterns. Non-human studies and participants under 18 were excluded. Associations between risk factors and multimorbidity onset were reported. RESULTS Of 20,806 identified studies, 68 were included, with participants aged 18-105 from 23 countries. Nine risk factor categories were identified, including demographic, socioeconomic, and behavioral factors. Older age, low education, obesity, hypertension, depression, low pysical function were generally positively associated with multimorbidity. Results for factors like smoking, alcohol consumption, and dietary patterns were inconsistent. Study quality was moderate, with 16.2% having low risk of bias. CONCLUSIONS Several risk factors seem to be consistently associated with an increased risk of accumulating chronic diseases over time. However, heterogeneity in settings, exposure and outcome, and baseline health of participants hampers robust conclusions.
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Affiliation(s)
- Clare Tazzeo
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Alberto Zucchelli
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden; Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy.
| | - Davide Liborio Vetrano
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Jacopo Demurtas
- Primary Care Department USL Toscana Sud Est, AFT Orbetello, Italy
| | - Lee Smith
- Centre for Health, Performance and Wellbeing, Anglia Ruskin University, Cambridge, UK
| | - Daniel Schoene
- Friedrich-Alexander University Erlangen-Nürnberg, Institute of Medical Physics, Erlangen, Germany; Leipzig University, Institute of Exercise and Public Health, Leipzig, Germany; Robert-Bosch-Hospital, Department of Clinical Gerontology, Stuttgart, Germany
| | - Dolores Sanchez-Rodriguez
- Geriatrics Department, Brugmann university hospital, Université Libre de Bruxelles, Brussels, Belgium; WHO Collaborating Centre for Public Health Aspects of Musculo-Skeletal Health and Ageing, Division of Public Health, Epidemiology and Health Economics, University of Liège, Liège, Belgium; Geriatrics Department, Parc Salut Mar, Rehabilitation Research Group, Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain
| | - Graziano Onder
- Department of Geriatric and Orthopedic sciences, Università Cattolica del Sacro Cuore, Roma, Italy
| | - Cafer Balci
- Hacettepe University Faculty of Medicine Division of Geriatric Medicine, Turkey
| | - Silvia Bonetti
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Giulia Grande
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Gabriel Torbahn
- Department of Pediatrics, Paracelsus Medical University, Klinikum Nürnberg, Universitätsklinik der Paracelsus Medizinischen Privatuniversität Nürnberg, Nuremberg, Germany; Department of Pediatrics, Paracelsus Medical University, Salzburg, Austria; Institute for Biomedicine of Aging, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nuremberg, Germany
| | - Nicola Veronese
- Department of Internal Medicine, Geriatrics Section, University of Palermo, Palermo, Italy
| | - Alessandra Marengoni
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden; Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
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Yu Z, Chen Y, Xia Q, Qu Q, Dai T. Identification of status quo and association rules for chronic comorbidity among Chinese middle-aged and older adults rural residents. Front Public Health 2023; 11:1186248. [PMID: 37325337 PMCID: PMC10267321 DOI: 10.3389/fpubh.2023.1186248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 05/11/2023] [Indexed: 06/17/2023] Open
Abstract
Background Chronic comorbidity has become a major challenge in chronic disease prevention and control. This issue is particularly pronounced in rural areas of developing countries, where the prevalence of chronic disease comorbidity is high, especially among middle-aged and older adults populations. However, the health status of middle-aged and older adults individuals in rural areas of China has received inadequate attention. Therefore, it is crucial to investigate the correlation among chronic diseases to establish a reference basis for adjusting health policies aimed at promoting the prevention and management of chronic diseases among middle-aged and older adults individuals. Methods This study selected 2,262 middle-aged and older adults residents aged 50 years or older in Shangang Village, Jiangsu Province, China, as the study population. To analyze the chronic comorbidity of middle-aged and older adults residents with different characteristics, we used the χ2 test with SPSS statistical software. Data analysis was conducted using the Apriori algorithm of Python software, set to mine the strong association rules of positive correlation between chronic disease comorbidities of middle-aged and older adults residents. Results The prevalence of chronic comorbidity was 56.6%. The chronic disease comorbidity group with the highest prevalence rate was the lumbar osteopenia + hypertension group. There were significant differences in the prevalence of chronic disease comorbidity among middle-aged and older adults residents in terms of gender, BMI, and chronic disease management. The Apriori algorithm was used to screen 15 association rules for the whole population, 11 for genders, and 15 for age groups. According to the order of support, the most common association rules of comorbidity of three chronic diseases were: {lumbar osteopenia} → {hypertension} (support: 29.22%, confidence: 58.44%), {dyslipidemia} → {hypertension} (support: 19.14%, confidence: 65.91%) and {fatty liver} → {hypertension} (support: 17.82%, confidence: 64.17%). Conclusion The prevalence of chronic comorbidity among middle-aged and older adults rural residents in China is relatively high. We identified many association rules among chronic diseases, dyslipidemia is mostly the antecedent, and hypertension is primarily the result. In particular, the majority of comorbidity aggregation patterns consisted of hypertension and dyslipidemia. By implementing scientifically-proven prevention and control strategies, the development of healthy aging can be promoted.
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Affiliation(s)
- Zijing Yu
- Institute of Medical Information/Library, Chinese Academy of Medical Sciences, Beijing, China
- Peking Union Medical College, Beijing, China
| | - Yuquan Chen
- Institute of Medical Information/Library, Chinese Academy of Medical Sciences, Beijing, China
- Peking Union Medical College, Beijing, China
| | - Qianhang Xia
- Institute of Medical Information/Library, Chinese Academy of Medical Sciences, Beijing, China
- Peking Union Medical College, Beijing, China
| | - Qingru Qu
- PBC School of Finance, Tsinghua University, Beijing, China
| | - Tao Dai
- Institute of Medical Information/Library, Chinese Academy of Medical Sciences, Beijing, China
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Jin H, Wang Z, Guo A, Zhang H, Liu W, Zhu Y, Hua M, Shi J, Shi J, Yu D. Patterns of multimorbidity in community health centres in Shanghai, China: a retrospective, cross-sectional study based on outpatient data from 2014 to 2018. BMJ Open 2022; 12:e048727. [PMID: 36198446 PMCID: PMC9535180 DOI: 10.1136/bmjopen-2021-048727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
OBJECTIVE Caring for patients with multimorbidity is an important part of primary care. It has become increasingly relevant that understanding the spectrum of multimorbidity will help general practitioners (GPs) acquire working knowledge and improve management skills. However, there was little research on characteristics of multimorbidity in primary care in China. This study aimed to identify the spectrum of frequency, proportion and ranking of multimorbidity patterns in adult patients seen at community health centres (CHCs) in Shanghai, China. DESIGN AND SETTING This was an observational, retrospective, cross-sectional study analysis of outpatient data of 244 CHCs in Shanghai, China. PARTICIPANTS Adult patients with chronic disease who visited Shanghai CHCs during 2014-2018 were selected from Shanghai CHC electronic medical records database using the International Classification of Diseases 10th Revision codes matched to the Second Version of International Classification of Primary Care codes. PRIMARY AND SECONDARY OUTCOME MEASURES A number of adult patients with chronic disease were counted. Then frequency, proportion and rank of disease patterns of multimorbidity were analysed. RESULTS Analysis of 301 651 158 electronic health records of 5 909 280 adult patients (54.2% females) found the multimorbidity proportion to be 81.2%. The prevalence of multimorbidity increased with age, which climbed from 43.7% among those aged 19-34 to 94.9% among those more than 80 years of age. The proportion of multimorbidity was higher in females (83.2%) than males (79.7%). Vascular and metabolic diseases were the most frequent diseases for patients over 45 years old. CONCLUSIONS Multimorbidity has brought huge challenges to primary care practice in Shanghai. The Shanghai government should strengthen its support for the multitargeted prevention of chronic diseases and the improvement of GPs' management capabilities.
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Affiliation(s)
- Hua Jin
- Department of General Practice,Clinical Research Center for General Practice, Yangpu Hospital,School of Medicine,Tongji University, Shanghai, China
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
| | - Zhaoxin Wang
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
- Department of Social Medicine and Health Management, School of Public Health,Shanghai Jiaotong University School of Medicine, Shanghai, China
- School of Management, Hainan Medical University, Haikou, China
| | - Aizhen Guo
- Department of General Practice,Clinical Research Center for General Practice, Yangpu Hospital,School of Medicine,Tongji University, Shanghai, China
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
| | - Hanzhi Zhang
- Department of General Practice,Clinical Research Center for General Practice, Yangpu Hospital,School of Medicine,Tongji University, Shanghai, China
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
| | - Wei Liu
- Huangpu District Dapuqiao Community Health Center, Shanghai, China
| | - Yuqin Zhu
- Department of Emergency, Yangpu Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Ming Hua
- Jing'an District Daning Community Health Center, Shanghai, China
| | - Jianjun Shi
- Department of General Practice,Clinical Research Center for General Practice, Yangpu Hospital,School of Medicine,Tongji University, Shanghai, China
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
| | - Jianwei Shi
- Department of Social Medicine and Health Management, School of Public Health,Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Dehua Yu
- Department of General Practice,Clinical Research Center for General Practice, Yangpu Hospital,School of Medicine,Tongji University, Shanghai, China
- Shanghai General Practice and Community Health Development Research Center, Shanghai, China
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Debsarma D, Saha J, Choudhary BK. Prevalence, pattern, and correlates of multimorbidity among adult and old aged women in India. CLINICAL EPIDEMIOLOGY AND GLOBAL HEALTH 2022. [DOI: 10.1016/j.cegh.2022.101143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Chauhan S, Patel R, Kumar S. Prevalence, factors and inequalities in chronic disease multimorbidity among older adults in India: analysis of cross-sectional data from the nationally representative Longitudinal Aging Study in India (LASI). BMJ Open 2022; 12:e053953. [PMID: 35351706 PMCID: PMC8961109 DOI: 10.1136/bmjopen-2021-053953] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
OBJECTIVE This study examines the prevalence, patterns and factors of chronic disease-related multimorbidity. Also, this study examines the inequality in the prevalence of multimorbidity among older adults in India. DESIGN Cross-sectional study; large nationally representative survey data. SETTING AND PARTICIPANTS We have used the first wave of a Longitudinal Ageing Study in India conducted in 2017-2018 across all the 35 states (excluded Sikkim) and union territories in India. This study used information from 31 373 older people aged 60+years in India. PRIMARY AND SECONDARY OUTCOME MEASURES The outcome variable for this study is multimorbidity. The study used multinomial logistic regression to examine the risk factors for multimorbidity among older adults. To measure the inequality in multimorbidity, the slope of index inequality and relative index of inequality have been used to understand the ranked-based inequality. RESULTS Almost one-fourth (24.1%) reported multimorbidity. The relative risk ratio (RRR) of multimorbidity (RRR=2.12; 95% CI=1.49 to 3.04) was higher among higher educated older adults than uneducated older adults. Furthermore, the RRR of multimorbidity (RRR=2.35; 95% CI=2.02 to 2.74) was higher among urban older adults than their rural counterparts. Older adults in the richest wealth quintile were more likely to report multimorbidities (RRR=2.86; 95% CI=2.29 to 3.55) than the poorest older adults. Good self-rated health and no activities of daily living disability were associated with a lower risk of multimorbidities. CONCLUSIONS This study contributes to the comprehensive knowledge of the prevalence, factors and inequality of the chronic disease-related multimorbidity among older adults in India. Considering India's ageing population and high prevalence of multimorbidity, the older adults must be preferred in disease prevention and health programmes, however, without compromising other subpopulations in the country. There is a need to develop geriatric healthcare services in India. Additionally, there is a need to disseminate awareness and management of multimorbidity among urban and highly educated older adults.
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Affiliation(s)
- Shekhar Chauhan
- International Institute for Population Sciences, Mumbai, Maharashtra, India
| | - Ratna Patel
- International Institute for Population Sciences, Mumbai, Maharashtra, India
| | - Shubham Kumar
- International Institute for Population Sciences, Mumbai, Maharashtra, India
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Fleitas Alfonzo L, King T, You E, Contreras-Suarez D, Zulkelfi S, Singh A. Theoretical explanations for socioeconomic inequalities in multimorbidity: a scoping review. BMJ Open 2022; 12:e055264. [PMID: 35197348 PMCID: PMC8882654 DOI: 10.1136/bmjopen-2021-055264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE To document socioepidemiological theories used to explain the relationship between socioeconomic disadvantage and multimorbidity. DESIGN Scoping review. METHODS A search strategy was developed and then applied to multiple electronic databases including Medline, Embase, PsychInfo, Web of Science, Scielo, Applied Social Sciences, ERIC, Humanities Index and Sociological Abstracts. After the selection of studies, data were extracted using a data charting plan. The last search was performed on the 28 September 2021. Extracted data included: study design, country, population subgroups, measures of socioeconomic inequality, assessment of multimorbidity and conclusion on the association between socioeconomic variables and multimorbidity. Included studies were further assessed on their use of theory, type of theories used and context of application. Finally, we conducted a meta-narrative synthesis to summarise the results. RESULTS A total of 64 studies were included in the review. Of these, 33 papers included theories as explanations for the association between socioeconomic position and multimorbidity. Within this group, 16 explicitly stated those theories and five tested at least one theory. Behavioural theories (health behaviours) were the most frequently used, followed by materialist (access to health resources) and psychosocial (stress pathways) theories. Most studies used theories as post hoc explanations for their findings or for study rationale. Supportive evidence was found for the role of material, behavioural and life course theories in explaining the relationship between social inequalities and multimorbidity. CONCLUSION Given the widely reported social inequalities in multimorbidity and its increasing public health burden, there is a critical gap in evidence on pathways from socioeconomic disadvantage to multimorbidity. Generating evidence of these pathways will guide the development of intervention and public policies to prevent multimorbidity among people living in social disadvantage. Material, behavioural and life course pathways can be targeted to reduce the negative effect of low socioeconomic position on multimorbidity.
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Affiliation(s)
- Ludmila Fleitas Alfonzo
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Tania King
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Emily You
- Academic Unit for Psychiatry of Old Age, Department of Psychiatry, The University of Melbourne Faculty of Medicine Dentistry and Health Sciences, Melbourne, Victoria, Australia
| | - Diana Contreras-Suarez
- Melbourne Institute: Applied Economic and Social Research, University of Melbourne, Melbourne, Victoria, Australia
| | - Syafiqah Zulkelfi
- Centre for Health Equity, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Ankur Singh
- Centre of Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
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Gonzalez-Gonzalez AI, Brünn R, Nothacker J, Dinh TS, Brueckle MS, Dieckelmann M, Müller BS, van den Akker M. Everyday lives of middle-aged persons living with multimorbidity: protocol of a mixed-methods systematic review. BMJ Open 2021; 11:e050990. [PMID: 34933859 PMCID: PMC8693087 DOI: 10.1136/bmjopen-2021-050990] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
INTRODUCTION Multimorbidity is the simultaneous occurrence of several (chronic) diseases. Persons living with multimorbidity not only have complex care needs, but the burden of care often has a negative impact on their family lives, leisure time and professional activities. The aim of this project is to systematically review the literature to assess how multimorbidity affects the everyday lives of middle-aged persons, and to find out what abilities and resources help in the development of coping strategies to overcome the challenges of living with it. METHODS AND ANALYSIS We will systematically search for studies reporting on the everyday life experiences of middle-aged persons (30-60 years) with multimorbidity (≥2 chronic conditions) in MEDLINE, CINAHL, PsycINFO, Social Sciences Citation Index, Social Sciences Citation Index Expanded, PSYNDEX and The Cochrane Library from inception. We will include all primary studies that use quantitative, qualitative and mixed methodologies, irrespective of publication date/study setting.Two independent reviewers will screen titles/abstracts/full texts, extract data from the selected studies and present evidence in terms of study/population characteristics, data collection method and the phenomenon of interest, that is, everyday life experiences of middle-aged persons with multimorbidity. Risk of bias will be independently assessed by two reviewers using the Mixed Methods Appraisal Tool. We will use a convergent integrated approach on qualitative/quantitative studies, whereby information will be synthesised narratively and, if possible, quantitatively. ETHICS AND DISSEMINATION Ethical approval is not required due to the nature of the proposed systematic review. Results from this research will be disseminated at relevant (inter)national conferences and via publication in peer-reviewed journals. PROSPERO REGISTRATION NUMBER CRD42021226699.
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Affiliation(s)
- Ana Isabel Gonzalez-Gonzalez
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
- REDISSEC, Madrid, Spain
| | - Robin Brünn
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
| | - Julia Nothacker
- Institute for Evidence in Medicine (for Cochrane Germany Foundation), Medical Center- University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Truc Sophia Dinh
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
| | - Maria-Sophie Brueckle
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
| | - Mirjam Dieckelmann
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
| | - Beate S Müller
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
| | - Marjan van den Akker
- Institute of General Practice, Goethe-Universitat Frankfurt am Main, Frankfurt am Main, Germany
- Academic Center for General Practice, Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium
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Piwowar-Sulej K, Bąk-Grabowska D. The Impact of Mandate Contract and Self-Employment on Workers' Health-Evidence from Poland. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18063138. [PMID: 33803666 PMCID: PMC8002841 DOI: 10.3390/ijerph18063138] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 03/04/2021] [Accepted: 03/12/2021] [Indexed: 12/28/2022]
Abstract
The purpose of the study is to analyze the correlations between two clearly defined forms of non-standard employment (self-employment and mandate contract) and workers' health. The study also addressed such variables as gender, age, length of service, and the reason for employment (voluntary vs. non-voluntary). The research was carried out in Poland in 2020 using the CATI method (a telephone interviewing technique), and it covered a sample of 200 workers (100 self-employed and 100 working under a mandate contract). Most of the respondents declared that their form of employment did not affect their health. However, the statistical analysis showed significant differences in health status between the self-employed and those working on a mandate contract. Self-employed respondents experienced mental health impacts more often, whereas those working under a mandate contract more frequently declared that their physical health was affected. The length of service was only important for mental health, having a negative impact on it. The respondents' age and gender turned out to be statistically insignificant, which is in contradiction to many previous research findings. The inability to choose one's form of employment resulted in worse physical health. These findings demonstrate the importance of certain variables that were not prioritized in previous studies and emphasize the need to clearly define what non-standard and precarious forms of employment are, as well as revealing new correlations between the studied categories and providing directions for further research.
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Affiliation(s)
- Katarzyna Piwowar-Sulej
- Department of Labor Capital and Innovation, Faculty of Management, Wroclaw University of Economics and Business, Komandorska St. 118/120, 53-345 Wrocław, Poland
- Correspondence: ; Tel.: +48-503-129-991
| | - Dominika Bąk-Grabowska
- Department of Economics and Organization of Enterprise, Faculty of Management, Wroclaw University of Economics and Business, Komandorska St. 118/120, 53-345 Wrocław, Poland;
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