TY - JOUR
T1 - Transition through smoking stages in adolescents
T2 - an innovative perspective using growth mixture models
AU - MohammadpourAsl, Asghar
AU - Masoudi, Nazanin
AU - Jafari, Nasrin
AU - Yaghoubi, Samane
AU - Hamidi, Farzaneh
AU - Dehghani, Ali
AU - Azimi, Somaye
AU - Saadati, Fateme
AU - Kashiri, Fatemeh
AU - Kivi, Farzaneh Dehkan
AU - Abbasi, Mehdi
AU - Asghari-Jafarabadi, Mohammad
N1 - Funding Information:
We would like to appreciate the collaboration of the Research Deputy of Tabriz University of Medical Sciences for their much-appreciated contribution in this study. This work was supported by the Research Deputy of Tabriz University of Medical Sciences [Grant no 5/D/509207].
Publisher Copyright:
© 2021, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2023/4
Y1 - 2023/4
N2 - Aim: Little has been studied about the transition from initial smoking experimentation to future regular smoking in adolescents. We therefore aimed to describe the stages of the transition to smoking process in adolescents using growth mixture models (GMMs). Subject and methods: In this two-phase cohort study, a representative sample of 4903 10th-grade students was assessed using multistage sampling in Tabriz, Iran. The main outcomes comprising smoking status, intention to start smoking, and smoking during the past week/month, were collected in addition to the predictors, using valid and reliable instruments. The optimal number of classes was determined, and GMMs were conducted with covariates. Results: Decisively, GMMs emerged as a three-class optimal model comprising “Smokers and intending smokers” (5.5%), “Occasional smokers” (17.7%), and “Non-smokers” (76.8%). GMMs lead in significant intercepts (range over 1.3 to 37.8) and significant and positive slopes (range over 0.32 to 1.44) for the change in outcomes (all p < 0.05). Higher age, being male, higher socio-economic status, having a smoker friend, having a smoker in the family, substance abuse, and self-injury, higher attitude toward smoking, and general risk-taking behavior were directly related to a positive change in outcomes (all p < 0.05). Conclusions: The GMMs, highlighted two substantial initiations and transitions through smoking stages in adolescents with effective and directed programs, and second, the importance of implementing educational campaigns, public-awareness initiatives, and targeted interventions in the future.
AB - Aim: Little has been studied about the transition from initial smoking experimentation to future regular smoking in adolescents. We therefore aimed to describe the stages of the transition to smoking process in adolescents using growth mixture models (GMMs). Subject and methods: In this two-phase cohort study, a representative sample of 4903 10th-grade students was assessed using multistage sampling in Tabriz, Iran. The main outcomes comprising smoking status, intention to start smoking, and smoking during the past week/month, were collected in addition to the predictors, using valid and reliable instruments. The optimal number of classes was determined, and GMMs were conducted with covariates. Results: Decisively, GMMs emerged as a three-class optimal model comprising “Smokers and intending smokers” (5.5%), “Occasional smokers” (17.7%), and “Non-smokers” (76.8%). GMMs lead in significant intercepts (range over 1.3 to 37.8) and significant and positive slopes (range over 0.32 to 1.44) for the change in outcomes (all p < 0.05). Higher age, being male, higher socio-economic status, having a smoker friend, having a smoker in the family, substance abuse, and self-injury, higher attitude toward smoking, and general risk-taking behavior were directly related to a positive change in outcomes (all p < 0.05). Conclusions: The GMMs, highlighted two substantial initiations and transitions through smoking stages in adolescents with effective and directed programs, and second, the importance of implementing educational campaigns, public-awareness initiatives, and targeted interventions in the future.
KW - Adolescents
KW - Growth mixture models
KW - Latent class
KW - Smoking stages
KW - Transition
UR - https://www.scopus.com/pages/publications/85104889922
U2 - 10.1007/s10389-021-01535-9
DO - 10.1007/s10389-021-01535-9
M3 - Article
AN - SCOPUS:85104889922
SN - 2198-1833
VL - 31
SP - 661
EP - 669
JO - Journal of Public Health
JF - Journal of Public Health
IS - 4
ER -