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Identified or conflicted: a latent class and regression tree analysis explaining how identity constructs cluster
E Meijer1,2, W A Gebhardt3, C van Laar4
1Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands. e.meijer@lumc.nl.
Smokers strongly identify with smoking, especially those highly dependent. This "identified smoker" identity is linked to factors like early smoking onset and lower self-efficacy.
Area of Science:
- Psychology
- Behavioral Science
- Public Health
Background:
- Identity is crucial for understanding smoking behavior.
- Previous research often viewed identity constructs separately, but a multifaceted approach is increasingly recognized as important for smoking.
- Understanding how various identity aspects interact is key to addressing smoking behavior.
Purpose of the Study:
- To investigate the clustering of smoking-related self- and group-identity constructs in adult daily smokers.
- To determine if distinct classes of smokers can be identified based on these identity clusters.
- To identify factors that predict membership in these smoker classes.
Main Methods:
- Cross-sectional online survey conducted in The Netherlands and Belgium (2017-2018) with 231 adult daily smokers.
- Latent class analysis and regression tree analysis were employed to identify smoker classes and explanatory factors.
- Key variables included smoker self- and group-identities, quitter/non-smoker identities, mental smoking dependence, consideration of future consequences, age of smoking onset, self-efficacy, and future self thought clarity.
Main Results:
- Two classes of smokers were identified: 'Identified smokers' (54%) and 'Conflicted smokers'.
- 'Identified smokers' exhibited stronger smoker identities, greater expected identity loss upon quitting, and weaker quitter/non-smoker identities.
- Class membership was significantly influenced by the interaction of mental smoking dependence (primary factor), consideration of future consequences, age of smoking onset, self-efficacy, and future self thought clarity.
Conclusions:
- Smoking identity is multifaceted and can be clustered into distinct profiles, such as 'identified' versus 'conflicted' smokers.
- Higher smoking dependence is associated with a stronger smoking-oriented identity.
- Factors like early smoking onset, reduced future thinking, and lower self-efficacy contribute to a more embedded smoking identity.
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