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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Int J Public Health</journal-id>
<journal-title>International Journal of Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Int J Public Health</abbrev-journal-title>
<issn pub-type="epub">1661-8564</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1604777</article-id>
<article-id pub-id-type="doi">10.3389/ijph.2023.1604777</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health Archive</subject>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Two Sides of the Same Coin: Sensation Seeking Fosters Both Resiliency and Tobacco and Alcohol Use Among 16-Year-Olds</article-title>
<alt-title alt-title-type="left-running-head">Jochimek et al.</alt-title>
<alt-title alt-title-type="right-running-head">Sensation Seeking a Threat or a Resource</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Jochimek</surname>
<given-names>Magdalena</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/898723/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lipowski</surname>
<given-names>Mariusz</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/501901/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lipowska</surname>
<given-names>Ma&#x142;gorzata</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/410173/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>&#x141;ada-Ma&#x15b;ko</surname>
<given-names>Ariadna Beata</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/971868/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Psychology, Faculty of Physical Culture, Gdansk University of Physical Education and Sport</institution>, <addr-line>Gda&#x144;sk</addr-line>, <country>Poland</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Psychology, Faculty of Social Sciences, University of Gdansk</institution>, <addr-line>Gda&#x144;sk</addr-line>, <country>Poland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1002536/overview">Jens Bucksch</ext-link>, Heidelberg University of Education, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Mariusz Lipowski, <email>mariusz.lipowski@awf.gda.pl</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>68</volume>
<elocation-id>1604777</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Jochimek, Lipowski, Lipowska and &#x141;ada-Ma&#x15b;ko.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Jochimek, Lipowski, Lipowska and &#x141;ada-Ma&#x15b;ko</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>
<bold>Objectives:</bold> Sensation seeking (SS) is associated with engaging in risk behaviors and it is also positively correlated with engaging in physical activity and building beneficial personality resources for coping processes. This study investigates the role of SS in building resiliency and the risk of tobacco and alcohol use.</p>
<p>
<bold>Methods:</bold> A total of 649 adolescents, who either practice or do not practice sports, took part in this study. Participants completed a set of questionnaires which verify level of: SS, resiliency, tobacco and alcohol use.</p>
<p>
<bold>Results:</bold> No statistically significant gender- or sports-related differences were observed on the tobacco and alcohol use, as well as for SS according to the ANOVA results. Furthermore, mediation analysis showed that the effect of SS on tobacco and alcohol use through resiliency was significant for the female PE and the male athlete group.</p>
<p>
<bold>Conclusion:</bold> Higher influence of SS on resiliency was noted in the male athlete group, and in this case resiliency was a factor protecting against tobacco use. Engaging in sports fosters resiliency, the mechanisms underlying the development of resiliency seem to be aided by SS.</p>
</abstract>
<kwd-group>
<kwd>adolescence</kwd>
<kwd>physical activity</kwd>
<kwd>risky behaviour</kwd>
<kwd>sensation seeking</kwd>
<kwd>resiliency</kwd>
</kwd-group>
<contract-sponsor id="cn001">Gdansk University of Physical Education and Sport<named-content content-type="fundref-id">10.13039/501100015996</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Experimenting with risky behaviors is considered a normative behavior in adolescence [<xref ref-type="bibr" rid="B1">1</xref>]. However, it also makes teenagers approach situations that pose health risks [<xref ref-type="bibr" rid="B2">2</xref>]. Tobacco use usually starts in adolescence, and alcohol is the most commonly used psychoactive substance among adolescents [<xref ref-type="bibr" rid="B3">3</xref>]. According to the interactive model, explaining the problem behavior of adolescents, the interaction of environmental and individual factors is responsible for undertaking and continuing to engage in risky behaviors (Jessor, Jessor, 1990). The main environmental risk factors include socioeconomic factors, normative beliefs in the social environment, as well as normative conflict between parents and peers. The tendency to take risks is also related to individual dispositions [<xref ref-type="bibr" rid="B4">4</xref>], and engaging in risky behaviors is especially positively correlated with temperamental variables, such as impulsivity [<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>], lower sensory sensitivity, emotional reactivity and endurance, higher activity [<xref ref-type="bibr" rid="B8">8</xref>], and high levels of sensation seeking (SS) [<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>].</p>
<sec id="s1-1">
<title>Sensation Seeking as a Risk Factor</title>
<p>Sensation seeking (SS) is defined as &#x201c;the seeking of varied, novel, complex and intense situations and experiences and the willingness to take physical, social, legal, and financial risks for the sake of such experience&#x201d; ([<xref ref-type="bibr" rid="B12">12</xref>] p. 10]). Understood in this way, temperamental traits arepositively correlated with drug use [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>], engaging in risky sexual behavior [<xref ref-type="bibr" rid="B15">15</xref>] and careless driving [<xref ref-type="bibr" rid="B16">16</xref>]. On the basis of this characteristic, the risk of gambling addiction can also be anticipated [<xref ref-type="bibr" rid="B17">17</xref>]. Prior research has indicated that the highest levels of this trait (independent of gender) are recorded between 16&#x2013;19&#xa0;years of age [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B18">18</xref>]. High levels of SS encourage experimenting with and repeating risky behaviors [<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B19">19</xref>]. This relationship is visible with regard to tobacco use [<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>] and alcohol use [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>].</p>
<p>It should be mentioned that both risk factors and factors protecting against problem behaviors interact with each other. For this reason, in this study, we consider the influence of sensation seeking on the tendency towards tobacco and alcohol use, as risky behaviors typical of the period of adolescence. It should be noted that sensation seeking is also associated with behaviors that are constructive from the individual&#x2019;s perspective, such as undertaking physical activity, and may contribute to building beneficial personality resources for coping processes.</p>
</sec>
<sec id="s1-2">
<title>Sensation Seeking, Physical Activity and Risk Behaviors</title>
<p>Research indicates that people engaging in risky and extreme sports [<xref ref-type="bibr" rid="B28">28</xref>] have a higher level of sensation seeking. It is also worth noting that youths&#x2019; thirst for SS may be quenched by physical activity [<xref ref-type="bibr" rid="B29">29</xref>]. Teenagers who practice sport have higher levels of SS than those who do not [<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>].</p>
<p>The association of SS with cigarette smoking and alcohol consumption should also be highlighted. In boys, SS is associated with both higher levels of physical activity and with smoking cigarettes [<xref ref-type="bibr" rid="B32">32</xref>]. According to the model proposed by Audrain-McGovern and Rodriguez [<xref ref-type="bibr" rid="B33">33</xref>], physical activity (PA) reduces the probability of smoking cigarettes in adolescents [<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>]. The research also confirmed that among people who are engaged in PA cigarette smoking is not a very widespread behavior [<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>].</p>
<p>Mastroleo et al. [<xref ref-type="bibr" rid="B30">30</xref>] indicate that SS is a mediator of the relationship between levels of sporting achievement and alcohol use. In addition, SS is more related to episodes of drinking large amounts of alcohol among college students who are athletes compared with those who are non-athletes [<xref ref-type="bibr" rid="B38">38</xref>]. It ought to be added that higher involvement in physical activity is positively correlated with alcohol use among males [<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>] but not females [<xref ref-type="bibr" rid="B41">41</xref>]. However, other studies suggest that physical activity may also be negatively associated with the risk of alcohol use in girls [<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B42">42</xref>]. Therefore, research on the impact of SS on the risk behavior of athletes is an area requiring further empirical exploration.</p>
</sec>
<sec id="s1-3">
<title>Sensation Seeking and Resiliency</title>
<p>As mentioned earlier, higher levels of SS are not only related to developmental risks; it can also have a beneficial influence on an individual&#x2019;s functioning. Thus, this temperamental variable may foster the development of a protective personality factor&#x2014;resiliency&#x2014;an individual disposition that activates and supports the process of coping with traumatic events and everyday stress [<xref ref-type="bibr" rid="B43">43</xref>]. McKay and Skues [<xref ref-type="bibr" rid="B44">44</xref>] suggest that SS supports psychological resiliency both directly and indirectly by modifying the stress response and strengthening personal resources for coping with difficulties. Research shows that depending on the resiliency level continuum aspect of a teenager&#x2019;s personality profile, they will exhibit symptoms characteristic of either internalizing (overcontrolled profile) or externalizing (undercontrolled profile) behaviors [<xref ref-type="bibr" rid="B45">45</xref>]. The resilient profile is associated with a lack of psychopathological symptoms and the most flexible behavior, but it does not rule out experimentation (e.g., with alcohol) associated with a certain age. Research shows that higher levels of resiliency are associated with lower probabilities of engaging in risky behaviors; however, one of its dimensions&#x2014;social competences&#x2014;may act as a factor that makes it more likely to engage in such behaviors [<xref ref-type="bibr" rid="B46">46</xref>]. Thus, resiliency is a multifaceted construct, and it is possible to measure its influence in terms of its particular dimensions.</p>
<p>It should be added that psychological competencies associated with sport foster the development of resiliency [<xref ref-type="bibr" rid="B47">47</xref>], and athletes are characterized by higher levels of this personality feature [<xref ref-type="bibr" rid="B48">48</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>]. Intensive sports training is associated with a lifestyle oriented towards achieving training goals and the greatest possible athletic success. Mastery of sport requires engagement, self-discipline, and persistence. The personality profile of an athlete can be examined from two perspectives. On the one hand, the specific sporting environment (e.g., other challenges, stressors, daily schedule, travelling for sport meets) may influence the development of certain dispositions, visible in the individual differences between young athletes and their peers. On the other hand, it is possible that individuals with a certain personality profile, one that predisposes them towards persistence and maintaining a demanding training routine, are more likely to engage in sport. The overlap of these two perspectives is the fact that individuals who are unable to adapt to a dynamically changing environment and the demands and challenges of their sport will remain at their current level or will have to quit. For this reason, analyzing the personality dispositions of athletes seems to be an interesting direction of research, especially in the context of risky behavior.</p>
</sec>
<sec id="s1-4">
<title>Research Framework</title>
<p>In summary, sensation seeking seems to be a risk factor connected to tobacco and alcohol use, while resiliency is a protective factor against risky behavior. The level of sensation seeking thus seems to be a factor that fosters positive adaptation to unanticipated and stressful situations. McKay and Skues [<xref ref-type="bibr" rid="B44">44</xref>] have shown that sensation seeking fosters psychological resiliency. Moreover, a number of studies concerned with the importance of risky behaviors for health have been conducted on athletes in late adolescence and developing adulthood, while fewer analyses on this matter have been conducted with adolescents who start intense sports training [<xref ref-type="bibr" rid="B30">30</xref>].</p>
<p>Health Behavior in School-aged Children (HBSC) research indicates the existence of gender differences&#x2014;boys are more likely to consume larger amounts of alcohol, especially after reaching the age of 15. However, the gender differences in tobacco use are diminishing [<xref ref-type="bibr" rid="B51">51</xref>]. Because the mechanisms of the influence of temperamental variables on risky behaviors are different in girls and boys, the gender of participants should be taken into account when analyzing this phenomenon.</p>
<p>The goal of the current work was to verify the mediation research model presented in <xref ref-type="fig" rid="F1">Figure 1</xref> in a group of teenage girls and boys with different sporting experiences; thus, the following hypotheses were formed:</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The theoretical model assumed in the study, Poland. Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016</p>
</caption>
<graphic xlink:href="ijph-68-1604777-g001.tif"/>
</fig>
<p>
<statement content-type="hypothesis" id="Hypothesis_1">
<label>Hypothesis 1</label>
<p>SS is a risk factor and resiliency is a protective factor in tobacco and alcohol use.</p>
</statement>
</p>
<p>
<statement content-type="hypothesis" id="Hypothesis_2">
<label>Hypothesis 2</label>
<p>Resiliency is a mediator of the influence of SS on tobacco and alcohol use.</p>
</statement>
</p>
<p>
<statement content-type="hypothesis" id="Hypothesis_3">
<label>Hypothesis 3</label>
<p>The strength of the impact of resiliency as a mediator of the influence of SS on tobacco and alcohol use differs depending on gender and whether one participates in sport: the effect on alcohol use is stronger in girls who train, and the effect on tobacco use is stronger in boys who train.</p>
</statement>
</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Participants</title>
<p>A total of 649 adolescents from Pomerania in Poland took part in the study. The teenagers were purposively selected from the same age cohort (<italic>M</italic>
<sub>
<italic>age</italic>
</sub> &#x3d; 15.93; <italic>SD</italic> &#x3d; 0.30), to exclude the influence of age on the factors assessed in the study, and were engaged in organised physical activity. Participants were divided into two subgroups: 1) competitive athletes, <italic>n</italic>
<sub>
<italic>sport</italic>
</sub> &#x3d; 135 (66 of whom were girls), who trained regularly (hours a week devoted to training: <italic>M</italic> &#x3d; 14.07; <italic>SD</italic> &#x3d; 5.16), had valid club licenses, and represented clubs in country-level competitions. The competitive sports athlete group included individuals who trained in team sports (basketball, soccer, volleyball, handball), individual sports (track-and-field, swimming, sport gymnastics), aesthetic disciplines (artistic gymnastics, dance), and martial arts (judo, fencing); and 2) teenagers who participated in physical activity in school (physical education class; PE), <italic>n</italic>
<sub>
<italic>PE</italic>
</sub> &#x3d; 514 (of whom 322 were girls). Each athlete also took part in compulsory physical education at school.</p>
<p>Individuals who participated in PE irregularly and those engaged in unorganized physical activity were excluded from the study (18.39% of the initial group). Due to a doctor&#x2019;s note exempting them from participation in PE classes, 14.57% of the students were excluded from the study. Schools were randomly selected (25 out of 381 general education schools and 10 out of 12 sports schools) from the database of the Pomeranian Office of Education.</p>
</sec>
<sec id="s2-2">
<title>Procedure</title>
<p>The protocol for this study was approved by the Ethics Board for Research at the Institute of Psychology, University of Gdansk, Poland (decision no. 4/2014). Prior to the study, written informed consent was obtained from the participants and their parents, who were also informed that they could discontinue their participation at any time without repercussions. Respondents were given 3&#xa0;days to complete the questionnaire pack, which was then returned to one of the investigators.</p>
</sec>
<sec id="s2-3">
<title>Measures</title>
<sec id="s2-3-1">
<title>Risk Behaviors Questionnaire</title>
<p>This tool was developed by Jochimek and Lipowski for the purpose of this study. The goal of the questionnaire was to assess the current risks associated with engaging in tobacco, alcohol or drug use, as well as risky sexual behavior. Competent judges&#x2014;four psychologists (including a specialist in clinical psychology), three school counselors, two teachers working in a secondary school, and an addiction therapist, gave scores related to the risks associated with a given behavior. For the purposes of this study, two subscales were used:<list list-type="simple">
<list-item>
<p>1) <italic>Tobacco use</italic>&#x2014;questions regarding having smoked a cigarette or e-cigarette and the frequency of such activities in a week, on which it was possible to score between 0 and 8 points total;</p>
</list-item>
<list-item>
<p>2) <italic>Alcohol use</italic>&#x2014;having consumed alcohol and/or gotten drunk and the frequency of such activities in a month, on which it was possible to score between 0 and 16 points total.</p>
</list-item>
</list>
</p>
<p>The questionnaire&#x2019;s internal consistency, assessed using Cronbach&#x2019;s <italic>&#x3b1;</italic>, turned out to be satisfactory (<italic>&#x3b1;</italic> &#x3d; 0.74).</p>
</sec>
<sec id="s2-3-2">
<title>The Inventory of Physical Activity Objectives (IPAO)</title>
<p>The IPAO by Lipowski and Zaleski [<xref ref-type="bibr" rid="B52">52</xref>] was used to determine the level of involvement in physical activity. The respondent answered questions regarding their involvement in competitive sport (both present and previous), as well as the forms and intensity of their physical activity. Respondents were divided into groups based on this questionnaire.</p>
</sec>
<sec id="s2-3-3">
<title>The Brief Sensation Seeking Scale (BSSS-8)</title>
<p>The BSSS-8 by Hoyle et al. [<xref ref-type="bibr" rid="B24">24</xref>] was used to determine the participants&#x2019; levels of sensation seeking (SS). This scale allows for the prediction of risks associated with the probability of adolescents&#x2019; engagement in risky behaviors. The scale is composed of 8 items that participants assess on a 5-level scale (from 1, indicating &#x201c;strongly disagree,&#x201d; to 5, indicating &#x201c;strongly agree&#x201d;). The results on the four subscales can fall between 2 and 10, and the results of the overall level of sensation seeking can fall between 8 and 40. The subscales are as follows:<list list-type="simple">
<list-item>
<p>1) <italic>Thrill and Adventure Seeking</italic>&#x2014;defined as the willingness to participate in physical activity related to speed, danger, novelty and counteracting gravity, such as parachuting, diving, or bungee jumping;</p>
</list-item>
<list-item>
<p>2) <italic>Experience Seeking</italic>&#x2014;a tendency to seek new experiences related to travel, music, art, or a non-conformist lifestyle with like-minded people;</p>
</list-item>
<list-item>
<p>3) <italic>Disinhibition</italic>&#x2014;the need to look for a way to relieve tension, without inhibition and embarrassment, through various social activities;</p>
</list-item>
<list-item>
<p>4) <italic>Boredom Susceptibility</italic>&#x2014;is expressed through a reaction of tension and reluctance in a situation where it is necessary to engage in activities that require repetition and routine work, or while being with predictable people.</p>
</list-item>
</list>
</p>
<p>The higher the results on the subscales, the higher the sensation seeking. Adolescents with a higher level of sensation-seeking, compared to those with a lower intensity, engage in risky behaviors to a greater extent and tend to assess their actions as less threatening. The internal consistency of the original version of the questionnaire was confirmed, and its Cronbach&#x2019;s <italic>&#x3b1;</italic> was 0.76 [<xref ref-type="bibr" rid="B24">24</xref>]; the internal consistency of the Polish version of the BSSS-8 was satisfactory, with Cronbach&#x2019;s <italic>&#x3b1;</italic> equal to 0.80.</p>
</sec>
<sec id="s2-3-4">
<title>Resiliency Assessment Scale for Children and Adolescents (SPP-18)</title>
<p>The SPP-18 by Ogi&#x144;ska-Bulik and Juczy&#x144;ski [<xref ref-type="bibr" rid="B43">43</xref>] was used to evaluate levels of resiliency as a personality trait. SPP-18 also allows for the description of the functioning of the adolescent using the four dimensions of resilience by subscales: <italic>optimistic attitude and energy, perseverance and determination to act, sense of humor and openness to new experiences, personal competences and tolerance of negative affect.</italic> The reliability of the instrument, determined by its authors on the basis of Cronbach&#x2019;s alpha, was 0.82 for the whole scale. Respondents assess 18 items on a 5-point scale (from 0, &#x201c;strongly disagree,&#x201d; to 4, &#x201c;strongly agree&#x201d;). The more points there are, the higher the respondent&#x2019;s resiliency. Moreover, the raw scores can be recalculated into a sten scale (where a score of 1&#x2013;4 indicates low, 5&#x2013;6 average, and 7&#x2013;10 high resiliency), and mean scores indicating the importance of particular subscales can also be calculated.</p>
</sec>
</sec>
<sec id="s2-4">
<title>Statistical Analysis</title>
<p>Using analysis of variance (ANOVA) with a <italic>post hoc</italic> Tukey analysis for different N values, we initially examined differences between athlete and non-athlete girls and boys in terms of drinking, sensation seeking, and resiliency. In the next step, to test the hypothesis that the impact of sensation seeking on tobacco and alcohol use is mediated by resiliency, we performed mediation analyses. Using the PROCESS bootstrapping macro [<xref ref-type="bibr" rid="B53">53</xref>], we entered <italic>sensation seeking</italic> as the predictor, <italic>resiliency</italic> as the hypothesized mediator, and <italic>tobacco</italic> and <italic>alcohol use</italic> as separate dependent variables (we applied analysis model 4 in the PROCESS bootstrapping macro). We made this mediation separately for boys and girls, athletes and the PE group, and then separately for each group.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>To evaluate tobacco and alcohol use, sensation seeking, and resiliency levels with regard to gender and sport, we performed a two-way ANOVA (2: gender &#xd7; 2: sport; <xref ref-type="table" rid="T1">Table 1</xref>). No statistically significant gender- or physical activity-related differences were observed on the tobacco or alcohol use scales; on average, 40.42% of young people had smoked cigarettes and 9.19% had used e-cigarettes, while alcohol was used by 71.84% of respondents and as many as 32.51% had gotten drunk at least once. Boys scored higher (<italic>M</italic> &#x3d; 51.17, <italic>SD</italic> &#x3d; 8.90) than girls (<italic>M</italic> &#x3d; 48.54, <italic>SD</italic> &#x3d; 9.84) in terms of resiliency (<italic>p</italic> &#x3d; 0.049). The athlete group had higher SS (<italic>M</italic>
<sub>athletes</sub> &#x3d; 28.87, <italic>SD</italic>
<sub>athletes</sub> &#x3d; 6.06, <italic>M</italic>
<sub>PE</sub> &#x3d; 26.77, <italic>SD</italic>
<sub>PE</sub> &#x3d; 6.37, <italic>p</italic> &#x3d; 0.012) and resiliency (<italic>M</italic>
<sub>athletes</sub> &#x3d; 52.47, <italic>SD</italic>
<sub>athletes</sub> &#x3d; 8.52, <italic>M</italic>
<sub>PE</sub> &#x3d; 47.24, <italic>SD</italic>
<sub>PE</sub> &#x3d; 10.23, <italic>p</italic> &#x3c; 0.001) scores. No gender x sport effect was observed for SS. However, male athletes scored higher on resiliency compared with the male PE (<italic>p</italic> &#x3c; 0.001), female PE (<italic>p</italic> &#x3c; 0.001), and female athlete (<italic>p</italic> &#x3d; 0.019) groups (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Differences in tobacco and alcohol use, sensation seeking, and resiliency with respect to gender and sport (ANOVA), Poland. Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left"/>
<th align="center">Female athletes (<italic>n</italic> &#x3d; 66)</th>
<th align="center">Female PE (<italic>n</italic> &#x3d; 322)</th>
<th align="center">Male athletes (<italic>n</italic> &#x3d; 69)</th>
<th align="center">Male PE (<italic>n</italic> &#x3d; 192)</th>
<th colspan="2" align="center">Gender</th>
<th colspan="2" align="center">Sport</th>
<th colspan="2" align="center">Gender x sport</th>
</tr>
<tr>
<th align="center">
<italic>M</italic> (<italic>SD</italic>)</th>
<th align="center">
<italic>M</italic> (<italic>SD</italic>)</th>
<th align="center">
<italic>M</italic> (<italic>SD</italic>)</th>
<th align="center">M (SD)</th>
<th align="center">
<italic>F</italic>
</th>
<th align="center">(<italic>p&#x2a;</italic>)</th>
<th align="center">
<italic>F</italic>
</th>
<th align="center">(<italic>p</italic>)</th>
<th align="center">
<italic>F</italic>
</th>
<th align="center">(<italic>p</italic>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="11" align="left">Outcomes:</td>
</tr>
<tr>
<td align="left">&#x2003;Tobacco use</td>
<td align="center">0.77 (1.32)</td>
<td align="center">0.95 (1.56)</td>
<td align="center">1.01 (1.54)</td>
<td align="center">0.77 (1.39)</td>
<td align="center">0.03</td>
<td align="left"/>
<td align="center">0.04</td>
<td align="left"/>
<td align="center">2.12</td>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Alcohol use</td>
<td align="center">2.08 (1.96)</td>
<td align="center">2.01 (2.33)</td>
<td align="center">2.17 (2.10)</td>
<td align="center">1.86 (2.47)</td>
<td align="center">0.05</td>
<td align="left"/>
<td align="center">3.78</td>
<td align="left"/>
<td align="center">1.52</td>
<td align="left"/>
</tr>
<tr>
<td colspan="11" align="left">Predictor:</td>
</tr>
<tr>
<td align="left">&#xa0;&#xa0;&#xa0;Sensation seeking</td>
<td align="center">28.83 (6.68)</td>
<td align="center">27.46 (6.50)</td>
<td align="center">28.91 (5.43)</td>
<td align="center">26.07 (6.24)</td>
<td align="center">1.13</td>
<td align="left"/>
<td align="center">
<bold>11.69</bold>
</td>
<td align="center">
<bold>(.001)</bold>
</td>
<td align="center">1.42</td>
<td align="left"/>
</tr>
<tr>
<td colspan="11" align="left">Mediator:</td>
</tr>
<tr>
<td align="left">&#x2003;Resiliency</td>
<td align="center">49.92 (8.75)</td>
<td align="center">47.15 (10.93)</td>
<td align="center">55.01 (1.85)</td>
<td align="center">47.32 (8.28)</td>
<td align="center">
<bold>7.22</bold>
</td>
<td align="center">
<bold>(0.007)</bold>
</td>
<td align="center">
<bold>28.52</bold>
</td>
<td align="center">
<bold>(&#x3c;0.001)</bold>
</td>
<td align="center">
<bold>6.28</bold>
</td>
<td align="center">
<bold>(0.012)</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2a;<italic>p</italic>-values are only provided for statistically significant results.</p>
</fn>
<fn>
<p>Bold values indicate that the result is statistically significant.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Further on, the multivariate regression analysis of resiliency and sensation seeking as predictors of tobacco and alcohol use with respect to gender and physical activity were performed (see <xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Resiliency and sensation seeking as predictors of tobacco and alcohol use with respect to gender and sport (multivariate regression analysis), Poland. Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="3" align="left"/>
<th colspan="4" align="center">Alcohol use &#x3b2; (<italic>p</italic>)</th>
<th colspan="4" align="center">Tobacco use &#x3b2; (<italic>p</italic>)</th>
</tr>
<tr>
<th colspan="2" align="center">Sport</th>
<th colspan="2" align="center">PE</th>
<th colspan="2" align="center">Sport</th>
<th colspan="2" align="center">PE</th>
</tr>
<tr>
<th align="center">&#x2640;</th>
<th align="center">&#x2642;</th>
<th align="center">&#x2640;</th>
<th align="center">&#x2642;</th>
<th align="center">&#x2640;</th>
<th align="center">&#x2642;</th>
<th align="center">&#x2640;</th>
<th align="center">&#x2642;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Resiliency</td>
<td align="center">&#x2212;0.18 (0.136)</td>
<td align="center">&#x2212;0.11 (0.388)</td>
<td align="center">&#x2212;0.19 (0.001)</td>
<td align="center">0.02 (0.762)</td>
<td align="center">&#x2212;0.27 (0.028)</td>
<td align="center">&#x2212;0.30 (0.019)</td>
<td align="center">&#x2212;0.16 (0.003)</td>
<td align="center">0.12 (0.096)</td>
</tr>
<tr>
<td align="left">Sensation seeking</td>
<td align="center">0.40 (0.001)</td>
<td align="center">0.32 (0.015)</td>
<td align="center">0.25 (0.000)</td>
<td align="center">0.17 (0.024)</td>
<td align="center">0.33 (0.007)</td>
<td align="center">0.33 (0.010)</td>
<td align="center">0.33 (0.000)</td>
<td align="center">0.18 (0.011)</td>
</tr>
<tr>
<td rowspan="3" align="left">Summary of the regression <italic>F (p) R</italic>
<sup>
<italic>2</italic>
</sup>
</td>
<td align="center">5.97</td>
<td align="center">3.11</td>
<td align="center">13.86</td>
<td align="center">2.84</td>
<td align="center">5.33</td>
<td align="center">4.63</td>
<td align="center">20.39</td>
<td align="center">5.63</td>
</tr>
<tr>
<td align="center">(0.004)</td>
<td align="center">(0.051)</td>
<td align="center">(0.000)</td>
<td align="center">(0.061)</td>
<td align="center">(0.007)</td>
<td align="center">(0.013)</td>
<td align="center">(0.000)</td>
<td align="center">(0.004)</td>
</tr>
<tr>
<td align="center">0.08</td>
<td align="center">0.09</td>
<td align="center">0.07</td>
<td align="center">0.03</td>
<td align="center">0.15</td>
<td align="center">0.12</td>
<td align="center">0.11</td>
<td align="center">0.06</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The regression analysis showed that resiliency was a significant predictor of alcohol use in case of girls who take part in PE, and for tobacco use in both the female athlete and PE groups. Furthermore, sensation seeking was also significant predictor for alcohol and tobacco use in female and PE group. In the case of boys, resiliency was a significant predictor only for tobacco use in the male athlete group. Sensation seeking was a significant predictor for alcohol use, as well as for tobacco use in the male and PE group. Resiliency seems to be a protective factor against alcohol and tobacco use, whereas sensation seeking was a risk factor, thus, <xref ref-type="statement" rid="Hypothesis_1">Hypothesis 1</xref> was confirmed.</p>
<p>Next, to verify the protective role of resiliency as a mediator of the relationship between sensation seeking and tobacco and alcohol use in the context of gender and physical activity, a series of mediation models was run. The analysis indicated that the effect of sensation seeking on tobacco and alcohol use through the mediating effect of resiliency was significant for the female PE group and the male athlete group.</p>
<p>Three models were statistically significant: the effect of sensation seeking on tobacco and alcohol use was partially mediated by resiliency in the female PE group (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>), and the effect of sensation seeking on tobacco use was fully mediated by resiliency in the male athlete group (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Relationship between sensation seeking and tobacco use partially mediated by resiliency in the female PE group, Poland. Note: Standard errors are provided in parentheses.Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016</p>
</caption>
<graphic xlink:href="ijph-68-1604777-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Relationship between sensation seeking and alcohol use partially mediated by resiliency in the female PE group, Poland. Note: Standard errors are provided in parentheses. Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016</p>
</caption>
<graphic xlink:href="ijph-68-1604777-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Relationship between sensation seeking and tobacco use fully mediated by resiliency in the male athlete group, Poland. Note: Standard errors are provided in parentheses. Physical activity and dispositional determinants of risky behavior in adolescents, Poland, Pomeranian, 2016</p>
</caption>
<graphic xlink:href="ijph-68-1604777-g004.tif"/>
</fig>
<p>In the case of tobacco use in the female PE group, the bootstrap confidence interval for the indirect effect (<italic>b</italic> &#x3d; &#x2212;0.02) based on 5,000 bootstrap samples was entirely under zero (&#x2212;0.018 to &#x2212;0.003; see <xref ref-type="fig" rid="F2">Figure 2</xref>). Thus, we found a stronger direct effect of sensation seeking on alcohol use (<italic>b</italic> &#x3d; 0.08, <italic>SE</italic> &#x3d; 0.01, <italic>t</italic> (319) &#x3d; 6.14, <italic>p &#x3c;</italic> 0.001, 95% CI for <italic>b</italic> &#x3d; [0.054, 0.105]). The <italic>R</italic>
<sup>2</sup> for the model was 0.11; <italic>F</italic> (2, 319) &#x3d; 20.39, <italic>p</italic> &#x3c; 0.001.</p>
<p>For alcohol use in the female PE group, the bootstrap confidence interval for the indirect effect (<italic>b</italic> &#x3d; &#x2212;0.021) based on 5,000 bootstrap samples was entirely under zero (&#x2212;0.029 to &#x2212;0.006; see <xref ref-type="fig" rid="F3">Figure 3</xref>). Thus, we found a stronger direct effect of sensation seeking on alcohol use (<italic>b</italic> &#x3d; 0.09, <italic>SE</italic> &#x3d; 0.02, <italic>t</italic> (319) &#x3d; 4.59, <italic>p &#x3c;</italic> 0.001, 95% CI for <italic>b</italic> &#x3d; [0.052, 0.129]). The <italic>R</italic>
<sup>2</sup> for the model was .08; <italic>F</italic> (2, 319) &#x3d; 13.86, <italic>p</italic> &#x3c; 0.001.</p>
<p>Finally, the effect of sensation seeking on tobacco use was fully mediated by resiliency in the male athlete group (<xref ref-type="fig" rid="F4">Figure 4</xref>). The bootstrap confidence interval for the indirect effect (<italic>b</italic> &#x3d; &#x2212;0.03) based on 5,000 bootstrap samples was entirely under zero (&#x2212;0.074 to &#x2212;0.010; see <xref ref-type="fig" rid="F4">Figure 4</xref>). Thus, we found a stronger direct effect of sensation seeking on alcohol use (<italic>b</italic> &#x3d; 0.09, <italic>SE</italic> &#x3d; 0.04, <italic>t</italic> (66) &#x3d; 2.65, <italic>p &#x3d;</italic> 0.010, 95% CI for <italic>b</italic> &#x3d; [0.023, 0.165]). The <italic>R</italic>
<sup>2</sup> for the model was 0.12; <italic>F</italic> (2, 66) &#x3d; 4.63, <italic>p</italic> &#x3d; 0.013.</p>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Our research showed that 16-year-old athletes were characterized by higher levels of sensation seeking and resiliency. Studies on factors influencing the levels of physical activity undertaken&#x2014;from moderate to intense&#x2014;have shown that higher levels of sensation seeking and the tendency to take risks are associated with undertaking physical activity [<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>]. Moreover, the higher level of resiliency in the group of athletes compared to the group that only took part in physical education classes is in line with previous research about resiliency in groups with high levels of physical activity [<xref ref-type="bibr" rid="B48">48</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>]. It is worth mentioning that resiliency levels in the male athlete group were higher than those in the other research groups, and according to the normal values, this group had particularly high levels of this personality trait [<xref ref-type="bibr" rid="B43">43</xref>]. It is thus possible to conclude that the male athlete group is characterized by the greatest elasticity and ability to act in distressing situations and that they are more likely to treat difficult situations as challenges. Individuals with higher levels of resiliency are more persistent in working towards their goals [<xref ref-type="bibr" rid="B43">43</xref>]. In the developing area of research on resiliency in sport, it is emphasized that there are a different number of stressors in an athlete&#x2019;s life compared to a non-athlete due to the associated training, pressure, and adversities (e.g., competing, injuries) [<xref ref-type="bibr" rid="B56">56</xref>]. How athletes cognitively interpret events, especially failures, is very important; failures may be treated as learning opportunities, which is characteristic of people with higher resiliency. In line with this idea, athletes should be characterized by a positive personality (openness to experience, diligence, creativity, extroversion, emotional stability, optimism, and proactively coping with stress), motivation, self-confidence, focused attention, and perceived social support [<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>]. These elements form mental resiliency, according to the understanding of Polish researchers [<xref ref-type="bibr" rid="B43">43</xref>]. Bell and Suggs [<xref ref-type="bibr" rid="B58">58</xref>] and Bell [<xref ref-type="bibr" rid="B59">59</xref>] suggest that the features that constitute resiliency can be developed, similar to muscle tissue, and sport is an opportunity to train an indomitable fighting spirit, which is often associated with the need to overcome difficulties. In line with this idea, sport is one activity that fosters the development of personality features responsible for elastic adaptation to adverse events. This thesis is supported by the research of Litwic-Kaminska and Izdebski [<xref ref-type="bibr" rid="B50">50</xref>], who have shown that the higher the level of resiliency in athletes, the more positive the light in which they view stressors, and the more likely they are to have a coping style that focuses on the task.</p>
<p>The youth who took part in this research engaged in risky behaviors associated with experimenting with smoking cigarettes and drinking alcohol, and the groups did not differ between each other in this regard. However, individual differences in personality profiles, gender, and levels of engagement in physical activity differentiated the mechanism of engagement in risky behaviors. Resiliency was shown to be a protective factor against smoking cigarettes and drinking alcohol&#x2014;visible in regard to girls who participated in PE classes and boys who trained (only in the case of tobacco use). Thus, the second and third hypotheses can only be partially accepted.</p>
<p>One of the goals of physical education at schools is to foster the development of pro-health behaviors, social competences, and the personalities of the students. It is worth considering that the protective effect of resiliency as a mediator of the influence of sensation seeking on tobacco and alcohol use was only observed in girls who participated in physical education classes. This means that in the case of boys, one needs to pay special attention to activities that develop protective factors such as persistence and determination, an optimistic attitude, and social competences, which are the components of resiliency.</p>
<p>It should be mentioned that a higher influence of sensation seeking on resiliency was noted in the male athlete group, and in this case, resiliency was a factor protecting against tobacco use. This result indicates that it might be possible to focus an adolescent&#x2019;s energy on sports training, through which they can fulfil their need for success and seek strong sensations in a socially acceptable way [<xref ref-type="bibr" rid="B60">60</xref>]. It is surprising that resiliency did not constitute a protective factor against tobacco and alcohol use in female athletes.</p>
<p>The combination of developmental psychology and sports psychology in the area of analyzing factors that protect teenagers from the risk of experimenting with smoking and alcohol use is a strength of the current study. There are a limited number of studies concerned with this topic in athletes who are just beginning intensive training. Moreover, a representative group of teenagers took part in this study. However, in future studies, the athlete group should be larger, which will eliminate the possible effect of differences in sample sizes on the results.</p>
<sec id="s4-1">
<title>Conclusion and Practical Implications</title>
<p>This study highlights the same level of engaging in risky behaviors associated with experimenting with smoking cigarettes and drinking alcohol by both young athletes and non-athletes. The factor that increases the risk of resorting to alcohol and tobacco use seems to be a high level of sensation seeking. Conversely, resiliency seems to protect youth against undertaking risky behaviors. Moreover, the findings of this study indicate that engaging in sport fosters resiliency. Young athletes, especially males, showed a higher level of resiliency than their peers not engaged in professional sport.</p>
<p>Adolescence is a particularly vulnerable time in a lifetime when many teenagers experience different health issues. Therefore, it seems extremely important to strengthen their competences to deal with the different life difficulties and developmental challenges. According to the above, one of the goals of physical education at schools should be promoting the development of pro-health behaviors, as well as social competences and youth abilities to manage with stress [<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>]. The growing body of research suggest that sport is one of the activities that foster the development of personality features responsible for adaptation to the challenges, such as resiliency. Furthermore, our findings suggest that due to individual differences in personality profiles, gender, and levels of engagement in physical activity, the mechanisms of engagement in risky behaviors are different. Risky behaviors typical for adolescents such as smoking cigarettes and drinking alcohol can be very harmful for adolescents health, and can affect not only the deterioration in their cognitive functioning, school, relationships with loved ones, but also cause health problems&#x2014;both in terms of physical as well as mental health [<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B62">62</xref>]. It is known that the use of alcohol, other drugs, and smoking cigarettes are strongly associated with the mortality and morbidity among adolescents [<xref ref-type="bibr" rid="B63">63</xref>]. Therefore, it is worth paying attention to the role of resiliency and engagement in sport as important factors against risky behaviors (in our study this is visible especially in regard to girls who participated in PE classes and boys who trained), thus affecting the health of adolescents. Attention should be paid to creating appropriate risk behaviors prevention programs at school, as well as using sports activities, encouraging teenagers to engage in a variety of physical activity, thus increasing their personal resources and reducing the risk of health problems.</p>
</sec>
</sec>
</body>
<back>
<sec id="s5">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Ethics Board for Research Projects at the Institute of Psychology, University of Gdansk, Poland (decision no. 4/2014). Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>MJ, MiL, and MgL participated in study design. MJ, MiL, MgL, and AL-M participated manuscript writing. MJ and MiL participated in the execution of study activities and data collection. MJ, MiL, and AL-M conducted data analysis. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>MJ work was supported by the Gdansk University of Physical Education and Sport from funding for young scientists (grant-in-aid for conducting research and development works in 2017 no. 200544/E-400/M/2017).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that they do not have any conflicts of interest.</p>
</sec>
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