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Family conflict and the use of conventional and electronic cigarettes in adolescence: the role of impulsivity traits

Eslava, D.; Martínez Vispo, Carmela; Villanueva Blasco, Víctor José; Errasti Pérez, Jose M.; Al-Halabí, Susana

Abstract

Adolescents’ use of tobacco is a worldwide problem due to the negative consequences on their physical and psychosocial development. One contextual variable related to tobacco use is family conflict. Previous research has suggested that the relationship between family conflict and tobacco use could be mediated by personality traits. The aim of this study is to examine the direct and indirect effects of family conflict on tobacco use (conventional and electronic cigarettes) through specific impulsivity constructs. The sample comprised 879 adolescents (56.4% male; M(SD)age = 14.25 (1.88) years). Multiple mediational analysis showed that there was no significant direct effect between family conflict and tobacco use; however, an indirect effect was found between family conflict and conventional cigarette use through sensation seeking and premeditation. With electronic cigarettes, a significant indirect effect was found via sensation seeking. These findings have implications in terms of prevention and treatment of tobacco use during adolescence.

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Vol.:(0123456789) International Journal of Mental Health and Addiction (2023) 21:3885–3896 https://doi.org/10.1007/s11469-022-00828-8 1 3 ORIGINAL ARTICLE Family Conflict andtheUse ofConventional andElectronic Cigarettes inAdolescence: theRole ofImpulsivity Traits D.Eslava1· C.Martínez‑Vispo2· V.J.Villanueva‑Blasco3· J.M.Errasti‑Pérez1· S.Al‑Halabí1 Accepted: 13 April 2022 / Published online: 16 May 2022 © The Author(s) 2022 Abstract Adolescents’ use of tobacco is a worldwide problem due to the negative consequences on their physical and psychosocial development. One contextual variable related to tobacco use is family conflict. Previous research has suggested that the relationship between family conflict and tobacco use could be mediated by personality traits. The aim of this study is to examine the direct and indirect effects of family conflict on tobacco use (conventional and electronic cigarettes) through specific impulsivity constructs. The sample comprised 879 adolescents (56.4% male; M(SD)age = 14.25 (1.88) years). Multiple mediational analysis showed that there was no significant direct effect between family conflict and tobacco use; however, an indirect effect was found between family conflict and conventional cigarette use through sensation seeking and premeditation. With electronic cigarettes, a significant indirect effect was found via sensation seeking. These findings have implications in terms of prevention and treatment of tobacco use during adolescence. Keywords Tobacco· Electronic cigarettes· Family conflict· Impulsivity· Adolescents Introduction Tobacco use is a problem with particular social and clinical significance in the young population since nicotine exposure during this period affects the developing brain, espe‑ cially those areas related to impulsivity, attention, and mood (U.S. Department of Health & Human Services, 2016). The World Health Organization (WHO, 2020) has stated that all forms of tobacco use are harmful, and previous studies have reported that both conven‑ tional cigarettes (CC) and electronic cigarettes (EC) use constitute a relevant public health concern due to their harmful effects on adolescents’ development (Hrywna etal., 2020; Tobore, 2019). * V. J. Villanueva‑Blasco [email protected] 1 University ofOviedo, Oviedo, Spain 2 Departament ofPsychology, University ofValladolid, Valladolid, Spain 3 Faculty ofHealth Sciences, Valencian International University, C/ Pintor Sorolla, 21, 46002Valencia, Spain 3886 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 In Europe, 20% of young people aged 15–24 currently smoke conventional cigarettes (CC) and at least 18% have tried ECs (Eurobarometer, 2021). In Spain, tobacco use is a major public health concern since among 14‑ to 18‑year‑olds, 26.7% report using CC in the previous month, and 9.8% report daily use. In addition, 14.9% of adolescents report using EC in the previous month (Observatorio Español de las Drogas y de las Adic‑ ciones, 2019). Some contextual variables are associated with substance use during adolescence, including tobacco. Previous research shows the relevance of peer influence (Henneberger etal., 2021), socioeconomic status (Polanska etal., 2022), and family factors like permis‑ sive parental style, poor communication among family members, or parental substance use (Loke & Mak, 2013; Thomas etal., 2016). Focusing on the latter, family conflict is the most closely related to substance use (Best etal., 2014; Loke & Mak, 2013; Rajesh etal., 2015). Literature suggests that the distress family conflict can generate in adolescents (Casey & Jones, 2010; Luk etal., 2018) could be associated with substance use as a coping strategy (Cornellà‑Font etal., 2020). However, scant research has explored personality var‑ iables that may mediate between family conflict and tobacco use, specifically with EC. For instance, Fernández‑Artamendi etal. (2021) found that young people’s internal discom‑ fort tends to be externalized through personality characteristics related to their poor ability to regulate negative emotions. Cyders etal. (2016) indicate that impulsivity increases the likelihood of responding to negative emotions with risky behaviors, including substance use. Therefore, identifying mediators of the association between family conflict and smok‑ ing would be warranted to determine potential treatment and prevention targets. A personality variable that could be mediating the relationship between family conflict and tobacco use is impulsivity (Kale etal., 2018). This personality variable is defined as “behavior without adequate thought, the tendency to act with less forethought than do most individuals of equal ability and knowledge, or a predisposition toward rapid, unplanned reactions to internal or external stimuli without regard to the negative consequences of these reactions” (International Society for Research on Impulsivity, 2019). Strickland & Johnson (2020) suggested that the concept of impulsivity includes several independent psychological constructs. Psychometric studies have shown that impulsive traits and behav‑ iors are uncorrelated onto a single variable (Caswell etal., 2015). Research suggests that it would be more accurate to examine specific impulsivity constructs instead of using impul‑ sivity as a single construct (Cyders etal., 2007; Whiteside & Lynam, 2001). These authors proposed a five‑dimension model of impulsivity (negative urgency, positive urgency, sen‑ sation seeking, premeditation, and perseverance), which has gained both theoretical and empirical support (Wang etal., 2020). Following this model, such dimensions are not con‑ sidered variations of impulsivity, but psychological processes that lead impulsive behavior (Whiteside & Lynam, 2001). Research has consistently found that these impulsive traits are related to adolescent conventional tobacco smoking (Bos etal., 2019). However, few stud‑ ies have examined the relationship between specific impulsivity dimensions and EC use in adolescents. For instance, sensation seeking has been associated with greater odds of EC use in adolescents (Case, etal., 2017; Hoffmann, 2021), but other impulsivity dimensions have only been examined in adults (Kale etal., 2020). As noted above, impulsivity traits could be mediating the relationship between fam‑ ily conflict and current tobacco use. In this vein, Trujillo etal. (2016) found that family conflict was not directly related to the frequency of drug use (alcohol and marijuana), but instead there was a significant indirect effect through sensation seeking. Moreover, Mlouki etal. (2021) also found a significant indirect effect of intrafamilial adverse childhood expe‑ riences and substance use, including tobacco use, through impulsivity. 3887 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 To our knowledge, no studies have examined the role of impulsivity traits in the rela‑ tionship between family conflict and different forms of current tobacco use, including CC and EC. Identifying these associations could deepen our understanding of adolescent tobacco use, as well as helping to identify variables that could be targeted by prevention programs, taking the role of new tobacco products (i.e., e‑cigarettes) into account. There‑ fore, the present study aims to examine the mediating role of impulsivity variables between family conflict and adolescents’ tobacco use as follows: (1) examining the direct and indi‑ rect effect of family conflict on CC use through impulsivity variables; and (2) examining the direct and indirect effect of family conflict on EC use through impulsivity variables. Method This is a cross‑sectional study, and the STROBE checklist can be consulted in the Supple‑ mentary material. Participants The target population comprised 912 Spanish adolescents from two state‑funded second‑ ary schools in the east of Spain, Teruel, where most schools receive public funds (91.7%; EPDATA, 2021). Since, in Spain, the assignment of public school centers is made mainly by proximity to the parents’ home or employment (Organic Law 3/2020, Boletín Oficial del Estado, 2020), the socio‑economic profile of the participating students is heterogene‑ ous. The inclusion criteria for participating in the study were (1) providing parents’ or legal guardian’s written informed consent and (2) being willing to participate. The vast majority (96%) of the total target population agreed to participate. Thus, the final study sample com‑ prised 879 participants (56.4% male, Mage = 14.25; SD = 1.88, range = 11–19). Instruments A sociodemographic record form was used to collect age, sex, ethnicity, school year, and other school‑related data. The following instruments were used to collect the remaining data for the study: Current conventional and electronic cigarette use Questionnaire (from the survey ESTUDES 2012, Observatorio Español de las Drogas y de las Adicciones, 2014). Current tobacco use is measured using the question, “How often have you smoked tobacco (conventional cigarettes) in the last 30days?” Items are rated on a 4‑point Likert scale (from never to daily). Current e‑cigarette use is measured using the question, “On how many of the last 30days have you used electronic cigarettes?” Items are rated on a 7‑point Likert scale (from 0 to 30days). UPPS-P Impulsive Behavior Scale (Cándido etal., 2012; Lynam etal., 2006). This is a self‑report instrument evaluating five impulsivity constructs (negative urgency, positive urgency, sensation seeking. premeditation, and perseverance). It consists of 20 items, which are rated on a 4‑point Likert scale, with higher scores indicating less impulsive behavior. EFE Evaluación Familiar Estratégica (Strategic Family Evaluation) (Morell‑Gomis et al., 2011): This is a self‑report instrument assessing five constructs (communication, social support, conflict, rules and consequences) about family dynamics. Items are rated on a 5‑point Likert scale (1 = “never”; 5 = “always”). Although the original instrument measures these variables for each family member, for the purpose of this study, we asked about family conflict in general. 3888 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 Procedure The study was approved by the Ethical Research Committee of Aragón (CEICA) and Research EthicsCommittee (CEID) of Valencian International University(Spain) complied with the ethical standards established in the Spanish Data Protection and Guarantee of Digi‑ tal Rights Law 3/2018. Parents were informed of the voluntary nature of the students’ par‑ ticipation and the confidentiality of the data. The estimated duration was 30 to 40min, being held in the regular classroom during school hours, under the researcher’s supervision. Analytical Strategy Descriptive statistics and Pearson’s correlations were conducted. Multiple mediation analy‑ ses were performed using the PROCESS macro for SPSS (Hayes & Little, 2018). Two mul‑ tiple mediation models were tested in which family conflict was the independent variable (X), impulsivity‑related constructs were the potential mediators (Ms), and CC use (yes vs. no) and EC use (yes vs. no) in the last 30days were the dependent variables (Y). Predictor and mediator variables were introduced into the model as continuous, based on the scores from the questionnaires described above. Gender and age were included as covariates in these analyses. Bias‑corrected bootstrapping (with 20,000 resamples) was used to generate confidence intervals for the hypotheses tested as it is the preferred method for assessing indirect effects (Preacher & Hayes, 2008), which represent the effect of X on Y through M. Indirect effects estimate the difference in Y between two cases that differ by one unit on X through the joint effect of X on M, which, in turn, influences Y (Hayes & Rockwood, 2020). In this approach, effects are considered significant if the upper and lower bound of the bias‑corrected 95% confidence intervals (95% CI) do not contain zero (Preacher & Kel‑ ley, 2011). The direct effects represent the relationship between X and Y not attributable to the mechanism through M. Results are presented as unstandardized coefficients for con‑ tinuous variables and as log‑odds for the dichotomous outcome variables. Due to the use of cross‑sectional data, reverse models were conducted for each outcome variable to evaluate the hypothesized models’ specificity (Preacher & Hayes, 2008). More specifically, models were tested reversing each proposed mediator and predictor variable. Results A third of the sample (33.0%) reported having smoked CC at some time during their lives, while a fifth (20.4%) reported having used EC. In terms of tobacco use in the previous 30days, 14.0% of the sample reported having used CC, while 10.9% reported having used EC. Descriptive statistics and Pearson’s correlations of the study variables are presented in Table1. Family conflict was positively correlated with the two outcome variables (CC and EC use). In terms of correlations with the proposed mediating vari‑ ables (impulsivity variables), family conflict positively correlated with positive urgency, negative urgency, and sensation seeking, and negatively correlated with perseverance and premeditation. All impulsivity variables correlated significantly with CC and EC use except for premeditation and EC use. 3889 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 Table 1 Descriptive statistics and bivariate correlations (N = 879) Note. CC, conventional cigarette; EC, electronic cigarette. *p < 0.05; **p < 0.01; ***p < 0.001 Mean (SD) % (n) 1 2 3 4 5 6 7 8 9 1.Age 14.25 (1.88) ‑ 2.Sex (male) 56.4 (496) − 0.01 ‑ 3.Family conflict 9.37 (3.14) 0.18*** − 0.03 ‑ 4.Negative urgency 10.14 (2.95) 0.06 0.02 0.23*** ‑ 5.Positive urgency 10.25 (2.65) 0.04 0.06 0.19*** 0.53*** ‑ 6.Sensation seeking 10.85 (2.84) 0.06 0.10** 0.13*** 0.30*** 0.50*** ‑ 7.Premeditation 12.18 (2.50) − 0.10** 0.04 − 0.22*** − 0.10** 0.03 0.04 ‑ 8.Perseverance 12.40 (2.66) − 0.18*** − 0.02 − 0.22*** − 0.08*0.06 0.11** 0.63*** ‑ 9.CC use (last 30days) 14 (123) 0.29*** − 0.01 0.13*** 0.11** 0.07*0.11** − 0.17*** − 0.14*** ‑ 10.EC use (last 30days) 10.9 (96) 0.10** 0.07*0.10** 0.10** 0.11** 0.15*** − 0.06 − 0.08*0.26*** 3890 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 Multiple Mediation Analyses Both mediation models showed that the direct effect of family conflict (path c′) on CC and EC use was not significant. When examining the indirect effect of family conflict on CC use via impulsivity variables (Table2), the total indirect effect was significant (a*b = 0.063, 95% CI [0.037, 0.095]). With respect to specific pathways, the indirect effect was significant through sensation seeking (a*b = 0.013, 95% CI [0.002, 0.028]) and through premeditation (a*b = 0.029, 95% CI [0.011, 0.050]). With regard to the indirect effect of family conflict on EC use via impulsivity variables (Table3), the total indirect effect was also significant (a*b = 0.059, 95% CI [0.021, 0.091]). In terms of specific pathways, the only indirect effect that was significant was through sensation seeking (a*b = 0.018, 95% CI [0.006, 0.034]). Reverse Mediation Analysis All of the results of the reverse models were non‑significant. For CC use: negative urgency (a*b = 0.005, 95% CI [− 0.005, 0.016]), positive urgency (a*b = 0.004, 95% CI [− 0.005, 0.016]), sensation seeking (a*b = 0.002, 95% CI [− 0.003, 0.007]), premedita‑ tion (a*b = − 0.005, 95% CI [− 0.019, 0.006]), and perseverance (a*b = − 0.004, 95% Table 2 Multiple mediational analysis results controlled by covariates for CC use (N = 879) Note. CC, conventional cigarette; EC, electronic cigarette. The b estimates for pathways where CC (dichoto‑ mous) is the outcome variable reflects the increase or decrease in the predicted log odds of smoking that would be predicted by a 1 unit increase or decrease in family conflict while holding all other predictors constant a Standard er ror; blower limit confidence interval; cupper limit confidence interval; dbootstrap lower limit confidence interval; ebootstrap upper limit confidence interval Direct bSEapLLCIbULCIc Family conflict → negative urgency (a1)0.21 0.03 < 0.001 0.15 0.28 Family conflict → positive urgency (a2)0.16 0.03 < 0.001 0.11 0.22 Family conflict → sensation seeking (a3)0.11 0.03 < 0.001 0.05 0.17 Family conflict → premeditation (a4) − 0.17 0.03 < 0.001 − 0.22 − 0.12 Family conflict → perseverance (a5) − 0.16 0.03 < 0.001 − 0.22 − 0.11 Negative urgency → CC use (b1) 0.08 0.04 0.086 − 0.01 0.16 Positive urgency → CC use (b2) − 0.01 0.05 0.802 − 0.12 0.09 Sensation seeking → CC use (b3)0.12 0.05 0.007 0.03 0.21 Premeditation → CC use (b4) − 0.17 0.05 < 0.001 − 0.28 0.07 Perseverance → CC use (b5) − 0.05 0.05 0.384 − 0.15 0.06 Family conflict → CC use (c′) 0.03 0.03 0.324 − 0.03 0.10 Indirect bSEaBooLLCIdBooULCIe Total indirect effect 0.06 0.02 0.04 0.10 Family conflict → negative urgency → CC use 0.02 0.01 − 0.00 0.04 Family conflict → positive urgency → CC use − 0.00 0.01 − 0.02 0.02 Family conflict → sensation seeking → CC use 0.01 0.01 0.00 0.03 Family conflict → premeditation → CC use 0.03 0.01 0.01 0.05 Family conflict → perseverance → CC use 0.01 0.01 − 0.00 0.03 3891 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 CI [− 0.017, 0.005]). For EC use: negative urgency (a*b = 0.005, 95% CI [− 0.006, 0.017]), positive urgency (a*b = 0.005, 95% CI [− 0.006, 0.017]), sensation seeking (a*b = 0.002, 95% CI [− 0.003, 0.009]), premeditation (a*b = − 0.006, 95% CI [− 0.020, 0.007]), and perseverance (a*b = − 0.005, 95% CI [− 0.019, 0.006]). Discussion To our knowledge, this is the first study examining the role of impulsivity constructs in the relationship between family conflict and CC and EC use in adolescents. Our findings showed that family conflict was not directly related to CC and EC use, but that there was a significant positive indirect effect of family conflict through some specific impulsiv‑ ity constructs. More specifically, sensation seeking was found as a significant positive mediator between family conflict and both tobacco use outcomes (CC and EC current use). These findings are in line with previous studies, such as Trujillo etal. (2016), who found that sensation seeking mediated between family conflict and current alcohol and Table 3 Multiple mediational analysis results controlled by covariates for EC use (N = 879) Note. CC, conventional cigarette; EC, electronic cigarette. The b estimates for pathways where EC (dichoto‑ mous) is the outcome variable reflects the increase or decrease in the predicted log odds of smoking that would be predicted by a 1 unit increase or decrease in family conflict while holding all other predictors constant a Standard er ror; blower limit confidence interval; cupper limit confidence interval; dbootstrap lower limit confidence interval; ebootstrap upper limit confidence interval Direct bSEapLLCIbULCIc Family conflict → negative urgency (a1)0.21 0.03 < 0.001 0.15 0.28 Family conflict → positive urgency (a2)0.16 0.03 < 0.001 0.11 0.22 Family conflict → sensation seeking (a3)0.11 0.03 < 0.001 0.05 0.17 Family conflict → premeditation (a4) − 0.17 0.03 < 0.001 − 0.22 − 0.12 Family conflict → perseverance (a5) − 0.16 0.03 < 0.001 − 0.22 − 0.11 Negative urgency → EC use (b1) 0.05 0.05 0.322 − 0.04 0.14 Positive urgency → EC use (b2) 0.03 0.06 0.584 − 0.08 0.14 Sensation seeking → EC use (b3)0.16 0.02 < 0.001 0.07 0.26 Premeditation → EC use (b4) − 0.03 0.06 0.653 − 0.13 0.08 Perseverance → EC use (b5) − 0.10 0.05 0.079 − 0.20 0.01 Family conflict → EC use (c′) 0.04 0.04 0.289 − 0.03 0.10 Indirect bSEaBooLLCIdBooULCIe Total indirect effect 0.05 0.02 0.02 0.09 Family conflict → negative urgency → EC use 0.01 0.01 − 0.01 0.03 Family conflict → positive urgency → EC use 0.01 0.01 − 0.01 0.02 Family conflict → sensation seek‑ ing → EC use 0.02 0.01 0.01 0.03 Family conflict → premeditation → EC use 0.00 0.01 − 0.01 0.02 Family conflict → perseverance → EC use 0.02 0.01 − 0.00 0.04 3892 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 marijuana use. Family conflict has an impact on how adolescents cope with distress and unpleasant emotions, with drug use as an emotional regulation strategy (Trujillo etal., 2016). In this regard, sensation seeking—one of the most widely studied impulsivity variables in relation to substance use—has consistently been found to be positively associated with tobacco use (Doran & Tully, 2018; Kelly etal., 2019; Peterson & Smith, 2017). However, our findings differ from studies such as Case etal. (2017), who found a relationship between sensation seeking and starting to use EC but not with current EC use. This discrepancy may be for a number of reasons, such as the use of different ques‑ tionnaires, the studies having been done in different countries in which patterns of EC use may be different (USA vs. Spain), or because the current study examined sensation seeking as a mediator variable. More research is needed to clarify how sensation seek‑ ing is associated with the use of different tobacco products. Our results also showed that family conflict had a significant positive indirect effect on CC use through lower premeditation. This finding is in line with previous studies which found that a lack of premeditation was strongly associated with smoking in young people (Ozga‑Hess etal., 2020) and in the general population (Kale etal., 2018). In fact, a lack of premeditation, understood as not thinking about potential consequences before acting, has also been found to be associated with early and later substance use (Lynam & Miller, 2004). The findings of the current study highlight how important adolescents’ social con‑ texts and family interactions are when it comes to tobacco use (Al‑Halabí Díaz etal., 2009; Luk etal., 2018; Thomas etal., 2016). The main finding of this study suggests that adolescents who live in families where conflicts are frequent are more likely to use CC and EC through higher sensation seeking and lower premeditation. Our results also show that impulsivity‑related variables have differing impacts on tobacco use. More specifically, our data shows that only sensation seeking and premedita‑ tion act as mediation variables between family conflict and current CC and CE use. This is in contrast to the meta‑analysis by Bos etal. (2019), in which all of the UPPS‑P model traits were associated with CC use. However, those differences may be due to the definition of tobacco use. It should be noted that a recent study has shown a reverse mediation rela‑ tionship between the variables examined in our study. Wang etal. (2021) found that family conflict has a mediating role between impulsivity and CC use. They explained that adoles‑ cents’ impulsive behavior can produce stress in the family due to conflict and it can lead to drug use. In our study, reverse mediation analysis yielded non‑significant results. However, bidirectionality may exist and should be examined in longitudinal studies. Regardless of what produces the conflict in the family, it is important to study how this variable impacts substance use. As mentioned above, our results did not show a direct effect of family con‑ flict on tobacco use, but rather an indirect effect through sensation seeking and premedita‑ tion. As Wang etal. (2021) pointed out, adolescents who experience family conflict may use substances as a way of escaping from that situation. Therefore, considering the litera‑ ture and the results of our study, the tendency to behave impulsively could be considered a learned coping mechanism for some adolescents for dealing with the discomfort produced by family conflict. These findings have several clinical implications in terms of prevention and treatment of tobacco use in adolescents. Firstly, when designing prevention and intervention strategies, the differential role of specific impulsivity constructs (Strickland & Johnson, 2020) should be considered, along with training in alternative, healthier coping strategies. Therefore, the inclusion of family and impulsivity‑related components in school‑based substance use prevention programs (Velasco etal., 2017; Vigna‑Taglianti etal., 2014; Villanueva etal., 3893 International Journal of Mental Health and Addiction (2023) 21:3885–3896 1 3 2021) may improve their effectiveness on tobacco use and even indirectly on cannabis use due to this substance is usually consumed with tobacco (EMCDDA, 2019). Secondly, the previous literature shows that parents who attend prevention programs tend to have a low risk profile, with low participation of high‑risk families (Al‑Halabí Díaz & Errasti Pérez, 2009; Errasti Pérez etal., 2008). More effort is needed in active recruitment and interven‑ tion with families through selective and indicated prevention (Van Ryzin etal., 2016). In addition, any reductions in the aforementioned risk factors need to be accompa‑ nied by legislative measures to prevent minors from accessing tobacco products. Nicotine affects neurocognitive development (Smith etal., 2015), and once somebody starts using conventional tobacco products, the probability of them using e‑cigarettes increases, and vice versa (Hittner etal., 2020). The current study has some limitations. First, due to the cross‑sectional nature of our data, casual and temporal interpretations could not be established. Future research should examine longitudinal associations between family conflict, impulsivity traits, and CC and EC use. Second, the study sample is exclusively from Spain, so the results cannot be gen‑ eralized to adolescents from other cultural backgrounds. In addition, it would be inter‑ esting to examine other variables that might also be associated with CC and EC use. For instance, it would be necessary to study whether sex differences regarding the impact of family and personality variables on CC and EC use exist. Moreover, social and economic variables should be examined or included as covariates in future studies since they con‑ stitute an important predictor of smoking among adolescents (Polanska etal., 2022). For instance, family income or socioeconomic status could be related to school choice, which could be impacting our findings. Finally, the study measures were self‑report instruments, and although the effectiveness of this assessment method has been demonstrated, it may be affected by response bias and social desirability (Krumpal, 2013). Conclusions This study extends previous literature by showing that family conflict is associated with current CC and EC use through specific impulsive traits. More specifically, our findings indicate that, in adolescence, family conflict is associated with current CC and EC use through sensation seeking, and in the case of current CC use, premeditation also has an important role as a mediator variable. Funding Study funded by Valencian International University (PII2021_02). Declarations Conflict of Interest The authors declare no competing interests. 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