ArticleFrontiers in public health2022
Individuals with long-term illness, disability or infirmity are more likely to smoke than healthy controls: An instrumental variable analysis.
Article in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Associations between disability and tobacco use in 31 low-income and middle-income countries: a secondary analysis of cross-sectional data from Multiple Indicator Cluster Surveys.EClinicalMedicine · 2026Article
- Tobacco smoking by disability status before and after COVID-19 onset: a repeated cross-sectional analysis of 1 087 678 adults.European journal of public health · 2026Article
- Prevalence and determinants of disability among the adult population aged 18+ years in Somalia evidence from the 2022 Somali Integrated Households Budget Survey.Frontiers in public health · 2026Article
- Examining Associations Between Smoking Patterns and Employment Status Among a Nationally Representative Sample of U.S. Adults.AJPM focus · 2025Article
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Authors and funding
4 authors.
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Abstract
Despite the prevalence of smoking cessation programs and public health campaigns, individuals with long-term illness, disability, or infirmity have been found to smoke more often than those without such conditions, leading to worsening health. However, the available literature has mainly focused on the association between long-term illness and smoking, which might suffer from the possible bidirectional influence, while few studies have examined the potential causal effect of long-term illness on smoking. This gap in knowledge can be addressed using an instrumental variable analysis that uses a third variable as an instrument between the endogenous independent and dependent variables and allows the identification of the direction of causality under the discussed assumptions. Our study analyzes the UK General Household Survey in 2006, covering a nationally representative 13,585 households. We exploited the number of vehicles as the instrumental variable for long-term illness, disability, or infirmity as vehicle numbers may be related to illness based on the notion that these individuals are less likely to drive, but that vehicle number may have no relationship to the likelihood of smoking. Our results suggested that chronic illness status causes a significantly 28% higher probability of smoking. The findings have wide implications for public health policymakers to design a more accessible campaign around smoking and for psychologists and doctors to take targeted care for the welfare of individuals with long-term illnesses.
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