ArticlePloS one2018
Income, occupation and education: Are they related to smoking behaviors in China?
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 58 papers.
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Who cites it
58 citing papers in PubMed, 142 citations in OpenAlex.
- Awareness and Perceptions on Health Warning Labels on Cigarette Packs among Smokers: A Cross-Sectional Study.BioMed research international · 2020Trial
- Connection of smoking with risks of dyslipidemia, diabetes, and hypertension among adults in Northeast China: a cross-sectional study.BMC public health · 2026Article
- Persistence of severe global inequalities in the burden of pancreatic cancer: a cross-sectional study.Discover oncology · 2026Article
- Bridging gaps in risk factor control and adherence to recommended lifestyle among Non-Elderly hypertensive patients.Scientific reports · 2025Article
- Environmental Risk Factors for Systemic Lupus Erythematosus Through the Lens of Social Determinants of Health.Arthritis care & research · 2025Review
- Socioeconomic Inequalities in Intention to Quit Smoking Plan Among Korean Adults, 2016-2021.Tobacco use insights · 2025Article
- Perspectives on smoking cessation in the oncology environment: insights from brazilian patients and healthcare providers.Revista brasileira de epidemiologia = Brazilian journal of epidemiology · 2025Article
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- Male adolescents' (Aged 15-24 years) smoking habit and its determinant: analysis of Indonesia demographic and health survey data, 2017.African health sciences · 2024Article
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- Social integration as a mediator of the association between housing tenure and health inequalities among China's migrants: A housing discrimination perspective.SSM - population health · 2024Article
- Tobacco use and its associated factors among middle and old-aged women in India using LASI wave-1 data.PloS one · 2024Article
- Trend and determinants of tobacco use among Indian males over a 22-year period (1998-2021) using nationally representative data.PloS one · 2024Article
- Individual-level socioeconomic status and cataract-induced visual disability among older adults in China: the overview and urban-rural difference.Frontiers in public health · 2024Article
- Trend, regional variation and socioeconomic inequality in cardiovascular disease among the elderly population in China: evidence from a nationwide longitudinal study during 2011-2018.BMJ global health · 2023Article
- Evaluation of an Early Individualized Integrated Rehabilitation Program versus Standard Rehabilitation Program for Smoking Cessation in 115 Smokers Among 467 Female Breast Cancer Patients 2019-2021 in Slovenia.Medical science monitor : international medical journal of experimental and clinical research · 2023Article
- The effect of housing tenure on health status of migrant populations in China: are health service utilization and social integration mediating factors?Archives of public health = Archives belges de sante publique · 2023Article
- Uric acid index is a risk for mild cognitive impairment in type 2 diabetes.Hormones (Athens, Greece) · 2023Observational
- Social Interaction, Survival Stress and Smoking Behavior of Migrant Workers in China-An Empirical Analysis Using CHARLS Data from 2013-2018.Behavioral sciences (Basel, Switzerland) · 2023Article
- The association between viewing cigarette health warning labels and intention to quit smoking among Chinese adult smokers: support for including health outcome content and culturally specific messages.BMC public health · 2023Article
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe association between socioeconomic status (SES) and smoking behaviors may differ across countries. This study aimed to estimate the association between socioeconomic status (income, occupation and education) and multiple measures of smoking behaviors among the Chinese elderly population.
methodsUsing data from the China Health and Retirement Longitudinal Study in 2013, we examined the relationship between socioeconomic status and smoking behaviors through multivariate regression analysis. Sample selection models were applied to correct for sample selection bias. Smoking behaviors were measured by four indicators: smoking status, cigarette consumption, health risks related to smoking, and smoking dependence. Analyses were stratified by gender and urban-rural residence.
resultsAmong Chinese people aged 45 years or older, smokers accounted for 40% of the population in 2013, smoking 19 cigarettes per day. It was also found that 79% of smokers were at an increased health risk. Overall, although the influence of income on smoking behaviors was small and even insignificant, occupation and education levels were significantly associated with smoking behaviors. Managers or professionals were more likely to smoke, however there was no significant relationship with smoking dependence. Individuals with higher educational attainment were less likely to be associated with smoking behaviors. In addition, gender and urban-rural differences existed in the relationship between SES and smoking behaviors.
conclusionsSmoking disparities among diverse levels of socioeconomic status existed but varied greatly by SES indicators and population characteristics. Tobacco control policies in China should be increasingly focused on populations with low socioeconomic status in order to break the link between socioeconomic disadvantage and smoking behaviors. Further actions should mitigate inequalities in education, improve the social culture of cigarette use, and tailor interventions based on characteristics of the population.
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