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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1646746</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Addictions and risk behaviors in adolescence: a systematic review and qualitative analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sim&#x00F3;n M&#x00E1;rquez</surname>
<given-names>Mar&#x00ED;a del Mar</given-names>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fern&#x00E1;ndez Gea</surname>
<given-names>Silvia</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Molero Jurado</surname>
<given-names>Mar&#x00ED;a del Mar</given-names>
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<surname>Molina Moreno</surname>
<given-names>Pablo</given-names>
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<contrib contrib-type="author">
<name>
<surname>P&#x00E9;rez-Fuentes</surname>
<given-names>Mar&#x00ED;a del Carmen</given-names>
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<aff><institution>Department of Psychology, University of Almeria</institution>, <addr-line>Almer&#x00ED;a</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/388157/overview">Francisco Manuel Morales Rodr&#x00ED;guez</ext-link>, University of Granada, Spain</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/378749/overview">Inmaculada M&#x00E9;ndez</ext-link>, University of Murcia, Spain</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/419630/overview">Joana R. Casanova</ext-link>, University of Minho, Portugal</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Silvia Fern&#x00E1;ndez Gea, <email>sfg023@ual.es</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1646746</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sim&#x00F3;n M&#x00E1;rquez, Fern&#x00E1;ndez Gea, Molero Jurado, Molina Moreno and P&#x00E9;rez-Fuentes.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sim&#x00F3;n M&#x00E1;rquez, Fern&#x00E1;ndez Gea, Molero Jurado, Molina Moreno and P&#x00E9;rez-Fuentes</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>
<sec id="sec1">
<title>Introduction</title>
<p>Substance abuse and behavioral addictions among adolescents represent a growing public health concern, with significant implications for their physical, mental, and social development. This systematic review aimed to identify the most commonly used substances and prevalent addictive behaviors in this population.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A comprehensive search was conducted across multiple scientific databases to select studies published between 2018 and 2023. Documents were analyzed qualitatively using the ATLAS.ti Web tool to identify patterns in the use of substances (alcohol, tobacco, cannabis, and cocaine) and behavioral addictions (problematic use of the internet, video games, gambling, smartphones, and social media).</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>After the systematic and manual selection process, a total of 41 research studies were obtained. Findings indicate that alcohol and tobacco are the most commonly used substances among European adolescents, with early onset linked to a higher risk of addiction. Excessive use of the internet and social media was also identified as a major concern, negatively impacting mental and social health. Video game and gambling addictions showed high prevalence rates, influenced by socioeconomic and family-related factors.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>These findings highlight that addictive behaviors in adolescents are multifaceted and influenced by biological, social, and environmental factors. There is a clear need for comprehensive prevention strategies that address both substance use and behavioral addictions to mitigate their impact on adolescent health.</p>
</sec>
</abstract>
<kwd-group>
<kwd>alcohol</kwd>
<kwd>tobacco</kwd>
<kwd>Cannabis</kwd>
<kwd>problematic internet use</kwd>
<kwd>adolescents</kwd>
<kwd>systematic review</kwd>
</kwd-group>
<contract-num rid="cn1">PROYEXCEL_00607</contract-num>
<contract-num rid="cn2">PAIDI 2020</contract-num>
<contract-num rid="cn3">PRE2021-097460</contract-num>
<contract-sponsor id="cn1">IE-MOTION Project</contract-sponsor>
<contract-sponsor id="cn2">Andalusian Plan for Research, Development, and Innovation</contract-sponsor>
<contract-sponsor id="cn3">State Plan for Scientific, Technical and Innovation Research 2021-2023 granted to Pablo Molina Moreno</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="13"/>
<word-count count="9480"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Addictive Behaviors</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Adolescence is characterized as a critical period of life, in which a series of continuous biological, behavioral and social changes occur and foster human development (<xref ref-type="bibr" rid="ref22">Bustamante et al., 2022</xref>). During the transition from childhood to adolescence, young people undergo significant changes in their brains. These changes occur in both the structure and function of the brain. They also take place in the social environment, particularly in the socio-emotional system due to puberty. This leads to an increased pursuit of rewards, especially in the company of peers (<xref ref-type="bibr" rid="ref66">Steinberg, 2008</xref>; <xref ref-type="bibr" rid="ref69">Viejo and Ortega-Ruiz, 2015</xref>). As a result, adolescence is a particularly vulnerable period for engaging in risky, problematic, and reckless behaviors, including cyber-aggression, violence within romantic relationships, and various addictive behaviors, which can have long-term consequences that negatively affect the transition and adjustment to adult life (<xref ref-type="bibr" rid="ref2">Arrojo et al., 2024</xref>; <xref ref-type="bibr" rid="ref5">Barrag&#x00E1;n et al., 2016</xref>; <xref ref-type="bibr" rid="ref51">Molero et al., 2023</xref>).</p>
<p>The availability and consumption of addictive substances is a significant social issue, leading to serious health problems for young people and adversely affecting their environment (<xref ref-type="bibr" rid="ref55">P&#x00E9;rez-Fuentes et al., 2018</xref>). In its Executive Report of the EDADES study (<xref ref-type="bibr" rid="ref48">Ministerio de Sanidad, 2022</xref>), the Ministry of Health establishes that the onset of alcohol and tobacco consumption typically occurs between the ages of 16 and 17. The report also indicates that the consumption of alcohol, tobacco, cocaine, and cannabis is more frequent among males. Additionally, it highlights the prevalence of electronic cigarette and cannabis use among individuals aged 15 to 24 and identifies gambling, problem gambling, and gambling disorder as significant behavioral addictions.</p>
<p>Tobacco and alcohol consumption are the most common forms of substance abuse among European adolescents (<xref ref-type="bibr" rid="ref21">Dudok and Piko, 2023</xref>). There is significant concern generated by traditional substance abuse and newer behavioral addictive habits. For this reason, numerous studies have been conducted to analyze this issue. For instance, <xref ref-type="bibr" rid="ref4">Salam&#x00F3; et al. (2010)</xref> examine alcohol consumption patterns, social influence, and perceptions of danger. Another study carried out by <xref ref-type="bibr" rid="ref59">Rial et al. (2020)</xref> explores the repercussions of early onset of consumption and seeks to identify related variables, such as substance use within the family environment or among peers. Currently, traditional cigarettes are not the only ones consumed. Electronic or vapor cigarettes are also widely used (<xref ref-type="bibr" rid="ref17">Demissie et al., 2017</xref>).</p>
<p>According to the results of the HBSC Study (<xref ref-type="bibr" rid="ref46">Ministerio de Sanidad, 2018</xref>), the percentage of individuals who report daily tobacco use increases with age, peaking among 17-18-year-olds. At this age, minimal differences in consumption are observed between males and females.</p>
<p>The HBSC Study (<xref ref-type="bibr" rid="ref46">Ministerio de Sanidad, 2018</xref>) reveals that alcohol consumption increases with age, peaking among 17-18-year-olds. Gender differences become more pronounced with age, as males in this group report higher levels of alcohol consumption. Similarly, substance use, including drugs and alcohol, tends to rise with age, driven largely by curiosity, with men consuming more than women overall.</p>
<p>The HBSC Study further highlights that cannabis use is more prevalent among males than females, particularly within the 17-18-year-old demographic.</p>
<p>According to the ESPAD report, cannabis is the most commonly used illicit substance among European students. On average, 16% of respondents reported having used cannabis at least once, and 32% perceived it as easily accessible. Furthermore, 4% of students are considered at risk of severe dependency. This trend may be driven by the emergence of new cannabis variants and the increasing potency of its derivatives in recent years (<xref ref-type="bibr" rid="ref47">Ministerio de Sanidad, 2020</xref>).</p>
<p>Other studies investigate the poly-consumption of substances. <xref ref-type="bibr" rid="ref5">Barrag&#x00E1;n et al. (2016)</xref> examine the factors associated with alcohol, tobacco, and cannabis use among high school students; <xref ref-type="bibr" rid="ref57">Peruga et al. (2022)</xref> analyze the use of electronic cigarettes and alcohol with this same population; and <xref ref-type="bibr" rid="ref11">Calero-Plaza et al. (2020)</xref> explores adolescent poly-consumption of alcohol, cannabis, and marijuana, linking it to violent and delinquent behaviors.</p>
<p>On the other hand, behavioral addictions&#x2014;addictions not linked to substances&#x2014;are defined by impulsive and repetitive behaviors marked by a loss of control, a strong compulsion to engage in the behavior, and emotional distress. These behaviors persist despite serious consequences (<xref ref-type="bibr" rid="ref16">De Sola et al., 2013</xref>).</p>
<p>Nowadays, technologies have become our inseparable companions and young people, in particular, are increasingly immersed in their use and embrace them with great enthusiasm. However, few are fully aware of the dangers they entail, such as cyberbullying, among other risks and challenges (<xref ref-type="bibr" rid="ref26">Gim&#x00E9;nez-Gualdo et al., 2014</xref>; <xref ref-type="bibr" rid="ref50">Molero et al., 2022</xref>, <xref ref-type="bibr" rid="ref51">2023</xref>).</p>
<p>Adolescents use Information and Communication Technologies (ICTs) more frequently and for longer hours, often without support from parental supervision. They use these tools in various settings, including educational centers, homes, and leisure contexts. Their purposes range from maintaining social relationships to completing academic tasks or entertaining themselves, either alone or with friends. This frequent use can lead to problematic behavior, especially among those aged 12 to 17 years (<xref ref-type="bibr" rid="ref25">Gair&#x00ED;n and Mercader, 2018</xref>).</p>
<p>Therefore, some studies analyze problematic internet use based on risk profiles, family characteristics, and behavioral and psychological factors (<xref ref-type="bibr" rid="ref1">Arrivillaga et al., 2021</xref>). Other studies focus on the pathological use of video games (<xref ref-type="bibr" rid="ref31">Hidalgo-Fuentes, 2023a</xref>; <xref ref-type="bibr" rid="ref40">L&#x00F3;pez-Fern&#x00E1;ndez et al., 2020</xref>), gambling for money (<xref ref-type="bibr" rid="ref54">Pereira, 2021</xref>), smartphone addiction (<xref ref-type="bibr" rid="ref9">Salcedo and Lara, 2022</xref>; <xref ref-type="bibr" rid="ref32">Hidalgo-Fuentes, 2023b</xref>; <xref ref-type="bibr" rid="ref49">D&#x00ED;az and Extremera, 2020</xref>), and social networks (<xref ref-type="bibr" rid="ref30">Herrera-Peco et al., 2023</xref>; <xref ref-type="bibr" rid="ref71">Mu&#x00F1;oz and Ram&#x00ED;rez, 2016</xref>).</p>
<p>Schools are essential for preventing substance use and supporting healthy decision-making, providing a space to identify at-risk youth early and offer them targeted interventions (<xref ref-type="bibr" rid="ref23">European Monitoring Centre for Drugs and Drug Addiction, 2022</xref>). The significance of this systematic review lies in its broad and integrative approach, encompassing not only traditional substance abuse but also digital addictions linked to emerging technologies. By consolidating findings from diverse studies, this review aims to provide a comprehensive analysis of updated information regarding the most prevalent psychoactive substance use and other addictive behaviors among adolescents. This synthesis serves as a foundational resource for designing evidence-based prevention and intervention programs. These programs address behaviors that are pervasive in the lives of young people and pose serious risks to their physical and psychological health.</p>
<p>All this places adolescents in a highly vulnerable situation that can have severe consequences for their health (<xref ref-type="bibr" rid="ref63">Morales-Rodr&#x00ED;guez, 2022</xref>). The combination of substance and behavioral addictions in a single review responds to the need to comprehensively address the factors influencing addictive behaviors during adolescence. Both forms of addiction share neurobiological, psychological, and social characteristics, and their joint analysis allows for a broader understanding of the risks and vulnerability factors in this critical developmental stage. Therefore, the primary objective of this systematic review is to analyze updated information to describe the addictions most prevalent maladaptive behaviors among adolescents. By examining the most relevant data on this issue, this review aims to provide a foundation for prevention and intervention projects designed to reduce or eliminate these behaviors, which are pervasive in the daily lives of young people and detrimental to their physical and psychological health.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Search process</title>
<p>The search was conducted in the ERIC, Psicodoc, PsycINFO, and Scopus databases, following the &#x201C;PRISMA&#x201D; methodology to ensure greater scientific rigor (<xref ref-type="bibr" rid="ref52">Page et al., 2021</xref>). This search was performed in mid-April 2023, using Boolean operators in both Spanish (&#x201C;conductas de riesgo&#x201D; OR adicci&#x00F3;n OR ciberadicci&#x00F3;n) AND (adolescencia) and English (&#x201C;risk behaviors&#x201D; OR addiction OR cyber addiction) AND (adolescence). The initial results were filtered to include only scientific journal articles and were limited by date, covering the period from 2018 to April 2023, representing five full years and the month of April 2023. The PsycINFO database provided more precise filtering options in terms of subject, classification, and age group (see <xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Search results across different databases and applied filters.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Database</th>
<th align="left" valign="top">Terms language</th>
<th align="center" valign="top">Initial result</th>
<th align="center" valign="top">Article (scientific journal)</th>
<th align="center" valign="top">Date (2018&#x2013;2023)</th>
<th align="center" valign="top">Subject (adolescent and risk factors)</th>
<th align="center" valign="top">Ranking (Substance abuse and addiction)</th>
<th align="center" valign="top">Age group (Adolescence)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">ERIC</td>
<td align="left" valign="middle">Spanish</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0</td>
</tr>
<tr>
<td align="left" valign="middle">English</td>
<td align="center" valign="middle">1,589</td>
<td align="center" valign="middle">1,330</td>
<td align="center" valign="middle">139</td>
<td align="center" valign="middle">139</td>
<td align="center" valign="middle">139</td>
<td align="center" valign="middle">139</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Psicodoc</td>
<td align="left" valign="middle">Spanish</td>
<td align="center" valign="middle">674</td>
<td align="center" valign="middle">611</td>
<td align="center" valign="middle">225</td>
<td align="center" valign="middle">225</td>
<td align="center" valign="middle">225</td>
<td align="center" valign="middle">225</td>
</tr>
<tr>
<td align="left" valign="middle">English</td>
<td align="center" valign="middle">704</td>
<td align="center" valign="middle">656</td>
<td align="center" valign="middle">107</td>
<td align="center" valign="middle">107</td>
<td align="center" valign="middle">107</td>
<td align="center" valign="middle">107</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">PsycINFO</td>
<td align="left" valign="middle">Spanish</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">13</td>
</tr>
<tr>
<td align="left" valign="middle">English</td>
<td align="center" valign="middle">73,945</td>
<td align="center" valign="middle">64,213</td>
<td align="center" valign="middle">15,717</td>
<td align="center" valign="middle">6,702</td>
<td align="center" valign="middle">1,220</td>
<td align="center" valign="middle">1,120</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Scopus</td>
<td align="left" valign="middle">Spanish</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">2</td>
</tr>
<tr>
<td align="left" valign="middle">English</td>
<td align="center" valign="middle">2,088</td>
<td align="center" valign="middle">1.628</td>
<td align="center" valign="middle">458</td>
<td align="center" valign="middle">458</td>
<td align="center" valign="middle">458</td>
<td align="center" valign="middle">458</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="8">The search yielded 2,064 results across the different databases.</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Inclusion and exclusion criteria</title>
<p>The results obtained were filtered manually by reading the titles and abstracts, followed by selection based on a series of inclusion and exclusion criteria. The inclusion criteria were: (a) the sample age should be between 12 and 17 years, inclusive, and (b) the study should describe adolescent addictive behaviors, providing relevant data.</p>
<p>The exclusion criteria were: (a) articles analyzing other problem behaviors not related to substance use and digital addictions, (b) documents where addictive behaviors are mentioned but the results do not provide significant contributions to understanding these behaviors, and (c) documents with samples younger than 12 years or older than 17 years.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Procedure for information analysis and selection process for publications</title>
<p>Below is the flow diagram that summarizes the stages of the search and study selection process. This scheme, based on the PRISMA guidelines (<xref ref-type="bibr" rid="ref52">Page et al., 2021</xref>), clearly illustrates the number of records identified, screened, excluded, and ultimately included in the review (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Search equation and flowchart of the document selection process.</p>
</caption>
<graphic xlink:href="fpsyg-16-1646746-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart showing the process of study identification via databases and registers. Initially, 2,064 records were identified from various databases. After removing 128 duplicates, 1,936 records were screened, all of which were retrieved for evaluation. No records were excluded or unrecovered at the screening stage. During eligibility evaluation, 1,895 records were excluded for reasons such as age range (305), topic irrelevance (1,281), lacking addiction data (257), and improper format (52). Ultimately, 41 studies were included in the review.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Coding data</title>
<p>After obtaining 2,064 documents from various databases, the distribution was as follows: ERIC with search in Spanish (0), ERIC with search in English (139), Psicodoc with search in Spanish (225), Psicodoc with search in English (107), PsycINFO with search in Spanish (13), PsycINFO with search in English (1,120), Scopus with search in Spanish (2), and Scopus with search in English (458).</p>
<p>Duplicate articles, totaling 128, were subtracted from these results: Psicodoc with search in Spanish (1), Psicodoc with search in English (70), PsycINFO with search in Spanish (6), PsycINFO with search in English (12), Scopus with search in Spanish (1), and Scopus with search in English (38).</p>
<p>After eliminating duplicate articles, a total of 1,936 documents were obtained. Titles and abstracts were then reviewed, and exclusion criteria were applied: (a) the document addresses a different subject matter than the one addressed here, (b) the age range of the participants in the studies is outside the range established for this systematic review, and (c) the document relates addiction to another subject but does not provide the necessary results regarding the subject matter of this systematic review. The following articles were eliminated: ERIC with search in English (a&#x202F;=&#x202F;126, b&#x202F;=&#x202F;6, c&#x202F;=&#x202F;1), Psicodoc with search in Spanish (a&#x202F;=&#x202F;103, b&#x202F;=&#x202F;64, c&#x202F;=&#x202F;15), Psicodoc with search in English (a&#x202F;=&#x202F;23, b&#x202F;=&#x202F;4, c&#x202F;=&#x202F;8), PsycInfo with search in Spanish (a&#x202F;=&#x202F;6, b&#x202F;=&#x202F;1, c&#x202F;=&#x202F;0), PsycInfo with search in English (a&#x202F;=&#x202F;762, b&#x202F;=&#x202F;159 and c&#x202F;=&#x202F;152), Scopus with search in Spanish (a&#x202F;=&#x202F;0, b&#x202F;=&#x202F;1, c&#x202F;=&#x202F;0), and finally, Scopus with search in English (a&#x202F;=&#x202F;261, b&#x202F;=&#x202F;61, c&#x202F;=&#x202F;81). Additionally, 52 articles were excluded for not adhering to the scientific format: ERIC with search in English (5), Psicodoc with search in Spanish (20), Psicodoc with search in English (1), PsycInfo with search in English (19), and lastly, Scopus with search in English (7).</p>
<p>A total of 51 documents were obtained, which were manually filtered after reading the entire document to eliminate those that did not meet the inclusion and exclusion criteria. Consequently, 10 documents were excluded because, although their abstracts presented a mean age that matched the criteria established in this systematic review, the methodology section, specifically the participant section, revealed that the age range did not meet this criterion. These exclusions were from the following databases: ERIC with search in English (1), Psicodoc with search in Spanish (2), PsycInfo with search in English (6), and Scopus with search in English (6).</p>
<p>A total of 41 documents were obtained from the following databases: ERIC with search in English (1), Psicodoc with search in Spanish (20), Psicodoc with search in English (1), PsycInfo with search in English (10), and Scopus with search in English (9).</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<p>After the systematic and manual selection process, a total of 41 quantitative research studies were obtained. These studies describe the most common addictive patterns among adolescents, which include smartphones, social networks, internet, gambling, video games, tobacco, alcohol, cannabis, and cocaine (see <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Scientific studies on the most common addictions among adolescents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Author(s)</th>
<th align="left" valign="middle">Country</th>
<th align="center" valign="middle">Sample size</th>
<th align="center" valign="middle">Age</th>
<th align="left" valign="middle">Abuse of</th>
<th align="center" valign="middle">QualSyst score (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref39">Lee et al. (2018)</xref>
</td>
<td align="left" valign="middle">South Korea</td>
<td align="center" valign="middle">490</td>
<td align="center" valign="middle">12&#x2013;15 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,89)</td>
<td align="left" valign="middle">Smartphone</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref19">Dos Santos et al. (2018)</xref>
</td>
<td align="left" valign="middle">Brazil</td>
<td align="center" valign="middle">153</td>
<td align="center" valign="middle">14&#x2013;17 years old</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">90%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref62">Rodrigues et al. (2018)</xref>
</td>
<td align="left" valign="middle">Brazil</td>
<td align="center" valign="middle">122</td>
<td align="center" valign="middle">13&#x2013;16 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,84)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref58">Gonz&#x00E1;lez-Ramos et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">2,205</td>
<td align="center" valign="middle">14&#x2013;16 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,79)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">86.36%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">238</td>
<td align="center" valign="middle">13&#x2013;16 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,90)</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis.</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref56">Peris et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">2,417</td>
<td align="center" valign="middle">12&#x2013;17 years old</td>
<td align="left" valign="middle">Social networks and internet</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">126</td>
<td align="center" valign="middle">12&#x2013;13 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;12,17)</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">86.36%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref42">Machado et al. (2018)</xref>
</td>
<td align="left" valign="middle">Brazil</td>
<td align="center" valign="middle">91</td>
<td align="center" valign="middle">12&#x2013;16 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;12,80)</td>
<td align="left" valign="middle">Internet</td>
<td align="center" valign="middle">86.36%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref45">Matal&#x00ED; et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">228</td>
<td align="center" valign="middle"><italic>M</italic>&#x202F;=&#x202F;15.7 years</td>
<td align="left" valign="middle">Cannabis</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref13">Caselles et al. (2018)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">2,716</td>
<td align="center" valign="middle">13&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;15,12)</td>
<td align="left" valign="middle">Gambling</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref74">Wicki et al. (2018)</xref>
</td>
<td align="left" valign="middle">Switzerland</td>
<td align="center" valign="middle">1,333</td>
<td align="center" valign="middle">14&#x2013;15 years<break/>(<italic>M</italic>&#x202F;=&#x202F;14,60)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref10">Calero et al. (2019)</xref>
</td>
<td align="left" valign="middle">Argentina</td>
<td align="center" valign="middle">399</td>
<td align="center" valign="middle">(<italic>M</italic>&#x202F;=&#x202F;15,14)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref6">Bekir and &#x00C7;elik (2019)</xref>
</td>
<td align="left" valign="middle">Turkey</td>
<td align="center" valign="middle">214</td>
<td align="center" valign="middle">14&#x2013;17 years old</td>
<td align="left" valign="middle">Video games</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref12">Camelo et al. (2019)</xref>
</td>
<td align="left" valign="middle">Colombia</td>
<td align="center" valign="middle">204</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,50)</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref14">Cimadevilla et al. (2019)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">357</td>
<td align="center" valign="middle">13&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,92)</td>
<td align="left" valign="middle">Internet and Smartphone</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref70">Villanueva et al. (2019)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">284</td>
<td align="center" valign="middle">14&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;15,23)</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref27">Grande-Gosende et al. (2019)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">1,810</td>
<td align="center" valign="middle">14&#x2013;17 years old<break/>(<italic>M</italic> =15,24)</td>
<td align="left" valign="middle">Video games and gambling</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref65">Silveira et al. (2019)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">6,127</td>
<td align="center" valign="middle">15&#x2013;17 years old.</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref35">Jones and McCance-Katz (2019)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">27,900</td>
<td align="center" valign="middle">12&#x2013;17 years old</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref44">Mart&#x00ED;nez-Loredo et al. (2019)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">1,644</td>
<td align="center" valign="middle">(<italic>M</italic> =15,22)</td>
<td align="left" valign="middle">Gambling and alcohol</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref15">Clements-Nolle et al. (2019)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">1,079</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;15,30)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref67">Strong et al. (2019)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">13, 651</td>
<td align="center" valign="middle">12&#x2013;17 years old</td>
<td align="left" valign="middle">Tobacco</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref59">Rial et al. (2020)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">3,419</td>
<td align="center" valign="middle">(<italic>M</italic>&#x202F;=&#x202F;14,57)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref8">Buja et al. (2020)</xref>
</td>
<td align="left" valign="middle">Italy</td>
<td align="center" valign="middle">15,833</td>
<td align="center" valign="middle">14&#x2013;17 years old</td>
<td align="left" valign="middle">Gambling</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref75">Zammit et al. (2018)</xref>
</td>
<td align="left" valign="middle">Tunisia</td>
<td align="center" valign="middle">4,272</td>
<td align="center" valign="middle">(<italic>M</italic>&#x202F;=&#x202F;13,30)</td>
<td align="left" valign="middle">Tobacco</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref38">Lee et al. (2020)</xref>
</td>
<td align="left" valign="middle">South Korea</td>
<td align="center" valign="middle">555</td>
<td align="center" valign="middle">14&#x2013;15 years</td>
<td align="left" valign="middle">Internet and smartphone</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref20">Dou et al. (2020)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="center" valign="middle">333</td>
<td align="center" valign="middle">15&#x2013;16 years<break/>(<italic>M</italic>&#x202F;=&#x202F;15,37)</td>
<td align="left" valign="middle">Smartphone</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref41">L&#x00F3;pez-Fern&#x00E1;ndez et al. (2021)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">776</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,29)</td>
<td align="left" valign="middle">Video games</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref64">Gonz&#x00E1;lez-Roz et al. (2021)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">107</td>
<td align="center" valign="middle">12-to 17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;15,46)</td>
<td align="left" valign="middle">Alcohol, tobacco and cannabis</td>
<td align="center" valign="middle">86.36%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref73">Wartberg et al. (2021)</xref>
</td>
<td align="left" valign="middle">Germany</td>
<td align="center" valign="middle">515</td>
<td align="center" valign="middle">(<italic>M</italic>&#x202F;=&#x202F;16,60)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref68">Tackett et al. (2021)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">507</td>
<td align="center" valign="middle">13&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;15,90)</td>
<td align="left" valign="middle">Tobacco</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref36">Kaya and Dalgi&#x00E7; (2021)</xref>
</td>
<td align="left" valign="middle">Turkey</td>
<td align="center" valign="middle">367</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,38)</td>
<td align="left" valign="middle">Internet</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref43">Macur and Pontes (2021)</xref>
</td>
<td align="left" valign="middle">Slovenia</td>
<td align="center" valign="middle">1,071</td>
<td align="center" valign="middle">12&#x2013;16 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;13,44)</td>
<td align="left" valign="middle">Video games</td>
<td align="center" valign="middle">95.45%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref34">Isorna et al. (2022)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">3,108</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,44)</td>
<td align="left" valign="middle">Internet, gambling, tobacco, alcohol, cocaine and cannabis</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref53">Pastor et al. (2022)</xref>
</td>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">524</td>
<td align="center" valign="middle">13.57 years<break/>(<italic>M</italic>&#x202F;=&#x202F;13,57)</td>
<td align="left" valign="middle">Smartphone and internet</td>
<td align="center" valign="middle">86.36%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref29">Hern&#x00E1;ndez et al. (2022)</xref>
</td>
<td align="left" valign="middle">Mexico</td>
<td align="center" valign="middle">32</td>
<td align="center" valign="middle">12&#x2013;16 years old<break/>(<italic>M</italic> =13,19)</td>
<td align="left" valign="middle">Alcohol</td>
<td align="center" valign="middle">79.17%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref33">Hing et al. (2022)</xref>
</td>
<td align="left" valign="middle">Australia</td>
<td align="center" valign="middle">841</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic> =14,70)</td>
<td align="left" valign="middle">Gambling</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref28">Hahlbeck and Vito (2022)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">2,043</td>
<td align="center" valign="middle">12&#x2013;17 years old</td>
<td align="left" valign="middle">Cannabis</td>
<td align="center" valign="middle">90.91%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref72">Warburton et al. (2022)</xref>
</td>
<td align="left" valign="middle">Australia</td>
<td align="center" valign="middle">866</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,42)</td>
<td align="left" valign="middle">Video games</td>
<td align="center" valign="middle">100%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref60">Ricci et al. (2023)</xref>
</td>
<td align="left" valign="middle">Italy</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">15&#x2013;16 years<break/>(<italic>M</italic>&#x202F;=&#x202F;15,50)</td>
<td align="left" valign="middle">Video games</td>
<td align="center" valign="middle">92.86%</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref61">Richard et al. (2023)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">5,997</td>
<td align="center" valign="middle">12&#x2013;17 years old<break/>(<italic>M</italic>&#x202F;=&#x202F;14,70)</td>
<td align="left" valign="middle">Gambling</td>
<td align="center" valign="middle">90.91%</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec12">
<label>3.1</label>
<title>Quality assessment of studies</title>
<p>The methodological quality of the included studies was assessed using the &#x201C;QualSyst&#x201D; scale (<xref ref-type="bibr" rid="ref37">Kmet et al., 2004</xref>), which provides a standardized framework for appraising both quantitative and qualitative research based on criteria related to study design, sampling, analysis, and reporting (14 items for quantitative studies and 10 for qualitative studies). Each item is rated on a scale from 0 to 2, with the denominator adjusted when a criterion is not applicable, yielding a final score expressed as a percentage. According to this metric, values above 75% are classified as high quality, those between 55&#x2013;75% as moderate quality, and those below 55% as low quality. In the present study, scores ranged from 79.19 to 100%, which overall reflects a high methodological quality (see <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Country where the research was conducted and types of addictions or problematic behaviors studied</title>
<p>A total of 41 studies conducted across 15 countries were included in this review. The largest proportion of studies originated from Spain (<italic>n</italic> =&#x202F;15), followed by the United States (<italic>n</italic> =&#x202F;7) and Brazil (<italic>n</italic> =&#x202F;3). Other countries represented were South Korea (<italic>n</italic> =&#x202F;2), Italy (<italic>n</italic> =&#x202F;2), Turkey (<italic>n</italic> =&#x202F;2), Australia (<italic>n</italic> =&#x202F;2), and single studies from Argentina, Switzerland, Colombia, China, Tunisia, Germany, Slovenia, and Mexico.</p>
<p>Regarding the types of addictions, categories were not mutually exclusive, as several studies examined multiple behaviors or substance uses. The most frequently investigated was alcohol use (<italic>n</italic> =&#x202F;18), followed by tobacco use (<italic>n</italic> =&#x202F;11), cannabis use (<italic>n</italic> =&#x202F;10), problematic internet use (<italic>n</italic> =&#x202F;8), gambling (<italic>n</italic> =&#x202F;7), video gaming (<italic>n</italic> =&#x202F;6), and problematic smartphone use (<italic>n</italic> =&#x202F;5).</p>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Sample size, age of sample, and study design</title>
<p>Regarding the size of the study samples, there is notable variety, ranging from general studies with 27,900 participants to more personal studies with just 2 participants. Specifically, 4.88% of the articles have a sample size of over 15,000 users, 2.44% have between 10,000 and 14,000 users, 4.88% have between 10,000 and 15,000 users, 26.83% have between 5,000 and 10,000 users, 17.07% have between 500 and 1,000 users, 36.58% have between 100 and 500 users, and 7.32% have fewer than 100 users.</p>
<p>The age range for the established sample was 12 to 17 years, as selected for the systematic review. However, about a third of the selected studies have fully addressed this stage of adolescence. The most frequently cited age in the articles was 15 years, while the least cited was 12 years. This is an important aspect to consider, since addictions often begin at early ages.</p>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Analysis of results</title>
<p>The review of evidence provides a comprehensive and multidimensional perspective on the factors associated with the use of substances (alcohol, tobacco, cannabis, cocaine) and problematic technology use (mobile phones, internet, video games, social media), as well as the phenomenon of polyconsumption among adolescents. These behaviors, rooted in a complex interaction of motivational, familial, social, and psychological variables, are characterized by their heterogeneity and high comorbidity.</p>
<p>Regarding alcohol consumption, the primary motivations include the pursuit of fun, social disinhibition, avoidance of emotional distress, and peer pressure. These motivations exhibit gender differences, with adolescent girls often justifying their consumption for social acceptance, while boys associate it with reinforcing ideals of masculinity (<xref ref-type="bibr" rid="ref19">Dos Santos et al., 2018</xref>). Family environment is also a critical factor; according to (<xref ref-type="bibr" rid="ref62">Rodrigues et al., 2018</xref>), 40% of adolescents reported a family history of excessive alcohol use, with first exposure commonly occurring at home. Additionally, peer pressure from high-risk groups and a lack of parental control exacerbate consumption (<xref ref-type="bibr" rid="ref58">Gonz&#x00E1;lez-Ramos et al., 2018</xref>). Older adolescents with greater purchasing power are at significantly higher risk (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>). The consequences include tolerance to negative effects such as hangovers or shame, while academic and social implications receive less acknowledgment (<xref ref-type="bibr" rid="ref74">Wicki et al., 2018</xref>). Early initiation (before age 14) is associated with a higher risk of problematic consumption and antisocial behaviors (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>; <xref ref-type="bibr" rid="ref59">Rial et al., 2020</xref>). Protective factors include positive family relationships, community involvement, and strategies focusing on self-efficacy and peer support (<xref ref-type="bibr" rid="ref15">Clements-Nolle et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">Hern&#x00E1;ndez et al., 2022</xref>).</p>
<p>Tobacco consumption is similarly influenced by economic and social factors, such as financial accessibility and sensation-seeking, particularly among men (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>; <xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>). Early initiation increases the risk of antisocial behavior and cognitive deterioration (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>). Additionally, electronic cigarettes, often mistakenly perceived as less harmful, promote dual use with traditional cigarettes, significantly heightening dependence (<xref ref-type="bibr" rid="ref67">Strong et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Tackett et al., 2021</xref>).</p>
<p>Similarly, cannabis use often begins at an early age, with an average initiation age of 12.9&#x202F;years, and is associated with risks such as dependency (67.1% in regular users) and progression to stronger substances like opioids and methamphetamines (<xref ref-type="bibr" rid="ref35">Jones and McCance-Katz, 2019</xref>; <xref ref-type="bibr" rid="ref45">Matal&#x00ED; et al., 2018</xref>). Impulsivity and frequent alcohol consumption further elevate this risk (<xref ref-type="bibr" rid="ref64">Gonz&#x00E1;lez-Roz et al., 2021</xref>). Furthermore, cannabis consumption is linked to the development of psychopathologies (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>).</p>
<p>Problematic mobile phone use negatively impacts psychological health, reducing self-esteem, sleep quality, and social relationships. It is associated with aggressive behaviors, low self-control, and increased risk-taking, with only 25% of adolescents managing to self-regulate their usage (<xref ref-type="bibr" rid="ref53">Pastor et al., 2022</xref>). Girls primarily use mobile phones for social purposes, while boys prioritize leisure (<xref ref-type="bibr" rid="ref39">Lee et al., 2018</xref>). This pattern extends to social media use, where poor self-regulation leads 21% of adolescents to addictive behaviors, linked to anxiety, cyberbullying, and substance use (<xref ref-type="bibr" rid="ref14">Cimadevilla et al., 2019</xref>; <xref ref-type="bibr" rid="ref42">Machado et al., 2018</xref>). Furthermore, Internet Gaming Disorder, affecting 2.8% of adolescents, is associated with social exclusion, low self-esteem, and executive dysfunction (<xref ref-type="bibr" rid="ref72">Warburton et al., 2022</xref>). The potential for video game addiction is driven by unmet psychological needs, such as achievement or socialization, and may exacerbate psychotic disorders in vulnerable adolescents (<xref ref-type="bibr" rid="ref6">Bekir and &#x00C7;elik, 2019</xref>; <xref ref-type="bibr" rid="ref60">Ricci et al., 2023</xref>).</p>
<p>Adolescent boys over 16 show a higher prevalence of gambling behaviors (<xref ref-type="bibr" rid="ref13">Caselles et al., 2018</xref>; <xref ref-type="bibr" rid="ref33">Hing et al., 2022</xref>). Impulsivity and sensation-seeking often motivate this activity, frequently linked to alcohol and substance use, particularly in online gambling. Cocaine use, while less prevalent, is associated with other risk behaviors like online gambling, with adolescent gamblers twice as likely to use cocaine compared to the general population (<xref ref-type="bibr" rid="ref34">Isorna et al., 2022</xref>).</p>
<p>The phenomenon of polyconsumption in adolescents highlights the interaction of social, familial, and psychological factors. Motivations include intrinsic ones (e.g., fun, disinhibition) and extrinsic ones (e.g., peer pressure), with gender differences: girls often justify these behaviors for social acceptance, whereas boys link them to displays of status (<xref ref-type="bibr" rid="ref19">Dos Santos et al., 2018</xref>). Family and social environments are key determinants, with economic availability playing a critical role (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>). Polyconsumers exhibit deficits in executive functions and dysfunctional coping styles (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>). Early initiation increases the likelihood of transitioning to stronger substances, such as opioids and cocaine (<xref ref-type="bibr" rid="ref35">Jones and McCance-Katz, 2019</xref>). Moreover, technological dependency exacerbates alcohol and tobacco consumption (<xref ref-type="bibr" rid="ref14">Cimadevilla et al., 2019</xref>).</p>
</sec>
<sec id="sec16">
<label>3.5</label>
<title>Qualitative analysis of selected studies</title>
<p>When analyzing the selected documents, the most studied addictions over the past 5&#x202F;years were identified as alcohol, tobacco, cannabis, cocaine, video games, gambling, internet, social networks, and smartphones. To achieve the main objective of this systematic review, a qualitative analysis was conducted using the technological tool ATLAS.ti Web (version 3.15.0; ATLAS.ti Scientific Software Development GmbH, 2022). This process provided more rigorous information on the subtopics addressed within each addiction (see <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Qualitative analysis of the results obtained.</p>
</caption>
<graphic xlink:href="fpsyg-16-1646746-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Mind map illustrating various factors contributing to addictions in adolescents. Central theme: "Addictions in Adolescents" with branches for Tobacco, Internet, Videogames, Gambling, Cocaine, Alcohol, Smartphone, Cannabis, and Social Networks. Each branch details subtopics such as family influence, peer group influence, age of onset, and negative consequences. The map visually organizes complex relationships and influences contributing to adolescent addiction behaviors.</alt-text>
</graphic>
</fig>
<p>Overall, the results indicate that an early onset of substance use increases the risk of addiction in subsequent years (<xref ref-type="bibr" rid="ref29">Hern&#x00E1;ndez et al., 2022</xref>; <xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>). The risk of developing an addiction also increases with age and is more prevalent among males and individuals with greater economic resources (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>). The motivations for consumption are influenced by interpersonal and sociocultural factors (<xref ref-type="bibr" rid="ref19">Dos Santos et al., 2018</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<sec id="sec18">
<label>4.1</label>
<title>Substance use</title>
<p>Adolescence is a critical life period characterized by ongoing biological, behavioral, and social transformations that drive human development (<xref ref-type="bibr" rid="ref22">Bustamante et al., 2022</xref>; <xref ref-type="bibr" rid="ref75">Zammit et al., 2018</xref>). Changes in brain structure and function, along with influences from the social environment, can increase the likelihood of adolescents engaging in problematic behaviors (<xref ref-type="bibr" rid="ref69">Viejo and Ortega-Ruiz, 2015</xref>). This makes adolescence a stage particularly prone to risky and reckless behaviors (<xref ref-type="bibr" rid="ref66">Steinberg, 2008</xref>).</p>
<p>Tobacco and alcohol use represent the most common types of substance abuse among European adolescents (<xref ref-type="bibr" rid="ref21">Dudok and Piko, 2023</xref>). Motivations for consumption are influenced by personal, social, and cultural factors (<xref ref-type="bibr" rid="ref19">Dos Santos et al., 2018</xref>; <xref ref-type="bibr" rid="ref29">Hern&#x00E1;ndez et al., 2022</xref>). The availability and consumption of addictive substances pose a serious social problem, leading to significant health disorders for young people and affecting their environment (<xref ref-type="bibr" rid="ref55">P&#x00E9;rez-Fuentes et al., 2018</xref>). The initial age of alcohol consumption is around 13.4&#x202F;years (<xref ref-type="bibr" rid="ref59">Rial et al., 2020</xref>).</p>
<p>Following this first experience, prevalence increases notably, with consumption often escalating from sporadic to habitual and excessive (<xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Gonz&#x00E1;lez-Ramos et al., 2018</xref>; <xref ref-type="bibr" rid="ref62">Rodrigues et al., 2018</xref>). Addiction to alcohol results in various negative consequences for minors, primarily impacting their physical, mental, and emotional health, and can even lead to school failure (<xref ref-type="bibr" rid="ref10">Calero et al., 2019</xref>; <xref ref-type="bibr" rid="ref15">Clements-Nolle et al., 2019</xref>; <xref ref-type="bibr" rid="ref58">Gonz&#x00E1;lez-Ramos et al., 2018</xref>; <xref ref-type="bibr" rid="ref73">Wartberg et al., 2021</xref>; <xref ref-type="bibr" rid="ref74">Wicki et al., 2018</xref>) and violent situations. Another significant problem associated with alcohol is its normalization in society (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>), the ease of acquisition, and the various places of consumption, which include not only social gatherings but also one&#x2019;s own home (<xref ref-type="bibr" rid="ref62">Rodrigues et al., 2018</xref>).</p>
<p>Tobacco dependence among adolescents has been observed to have an earlier onset compared to other substances (<xref ref-type="bibr" rid="ref5">Barrag&#x00E1;n et al., 2016</xref>; <xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>), and shows considerable prevalence (<xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>).</p>
<p>An increase in prevalence with age has been observed: according to the results of the HBSC Study (<xref ref-type="bibr" rid="ref46">Ministerio de Sanidad, 2018</xref>), the percentage of individuals who report daily tobacco use increases with age, peaking among 17-18-year-olds. At this age, minimal differences in consumption are observed between males and females.</p>
<p>Various forms of tobacco use have been identified, including cigarettes, cigars, water pipes, vapes, and e-cigarettes, with the latter being the most prominent according to recent research. The motivation for consumption appears to be driven by sensation seeking (<xref ref-type="bibr" rid="ref12">Camelo et al., 2019</xref>; <xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>; <xref ref-type="bibr" rid="ref65">Silveira et al., 2019</xref>; <xref ref-type="bibr" rid="ref67">Strong et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Tackett et al., 2021</xref>). Negative impacts include increased impulsivity (<xref ref-type="bibr" rid="ref64">Gonz&#x00E1;lez-Roz et al., 2021</xref>) and a higher propensity for other risky behaviors (<xref ref-type="bibr" rid="ref17">Demissie et al., 2017</xref>). The peer relationships and peer pressure significantly influence the acquisition of this addiction (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>), along with academic failure. Family structure also plays a crucial role, particularly in reconstructed families (<xref ref-type="bibr" rid="ref12">Camelo et al., 2019</xref>; <xref ref-type="bibr" rid="ref34">Isorna et al., 2022</xref>), where age and gender are significant factors, with older males being more likely to consume (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>; <xref ref-type="bibr" rid="ref57">Peruga et al., 2022</xref>). Finally, economic availability directly influences consumption, as adolescents with greater financial resources tend to consume more (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>).</p>
<p>The average age of onset for cannabis use is around 13 years, with the mean age for daily use being approximately 13.8&#x202F;years (<xref ref-type="bibr" rid="ref45">Matal&#x00ED; et al., 2018</xref>). Over time, there has been an observed increase in the prevalence of cannabis use (<xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>). The motivation for consuming this substance appears to be linked to sensation seeking (<xref ref-type="bibr" rid="ref12">Camelo et al., 2019</xref>; <xref ref-type="bibr" rid="ref24">Mart&#x00ED;nez-Fern&#x00E1;ndez et al., 2018</xref>; <xref ref-type="bibr" rid="ref65">Silveira et al., 2019</xref>), as well as a desire to escape from situations that generate negative feelings or to achieve a state of relaxation (<xref ref-type="bibr" rid="ref45">Matal&#x00ED; et al., 2018</xref>). Among the negative consequences of cannabis consumption, low self-esteem (<xref ref-type="bibr" rid="ref12">Camelo et al., 2019</xref>), increased impulsivity (<xref ref-type="bibr" rid="ref64">Gonz&#x00E1;lez-Roz et al., 2021</xref>), and the manifestation of violent and problematic behaviors (<xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>) stand out.</p>
<p>According to the ESPAD report, cannabis is the most consumed illicit substance among European students (<xref ref-type="bibr" rid="ref47">Ministerio de Sanidad, 2020</xref>). They are considered at risk of severe dependence, a trend potentially driven by the emergence of new variants of cannabis and the increasing potency of its derivatives in recent years (<xref ref-type="bibr" rid="ref47">Ministerio de Sanidad, 2020</xref>).</p>
<p>Cannabis use by adolescents is influenced by several factors, including family background, belonging to reconstructed families, economic resources, and peer groups. Peer pressure exerts a dual influence: surrounding oneself with friends who consume increases the likelihood of addiction (<xref ref-type="bibr" rid="ref28">Hahlbeck and Vito, 2022</xref>), while adolescents lacking adequate social skills experience fear and pressure due to the potential rejection by their peers (<xref ref-type="bibr" rid="ref45">Matal&#x00ED; et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Villanueva et al., 2019</xref>).</p>
<p>The results of the HBSC Study emphasize that cannabis use is more prevalent among males than females, particularly within the 17-18-year-old demographic (<xref ref-type="bibr" rid="ref46">Ministerio de Sanidad, 2018</xref>).</p>
<p>Additionally, age, duration of use, and economic status also negatively impact cannabis use among minors (<xref ref-type="bibr" rid="ref18">D&#x00ED;az et al., 2018</xref>). Cannabis use is often associated with the poly-consumption of substances harmful to health (<xref ref-type="bibr" rid="ref35">Jones and McCance-Katz, 2019</xref>).</p>
<p>Due to the growing concern about addiction to both traditional and new behavioral substances, several studies have analyzed this issue. For instance, <xref ref-type="bibr" rid="ref4">Salam&#x00F3; et al. (2010)</xref> investigate alcohol consumption patterns, social influence, and risk perception, while <xref ref-type="bibr" rid="ref59">Rial et al. (2020)</xref> examine the impact of early onset of consumption and identify related variables, such as substance use within the family environment or among peers. Additionally, the consumption of not only traditional cigarettes but also electronic or vapor cigarettes has become prevalent (<xref ref-type="bibr" rid="ref17">Demissie et al., 2017</xref>).</p>
<p>Other studies have explored polydrug use among adolescents. For example, <xref ref-type="bibr" rid="ref5">Barrag&#x00E1;n et al. (2016)</xref> examine the factors associated with alcohol, tobacco, and cannabis use in high school students. Similarly, <xref ref-type="bibr" rid="ref57">Peruga et al. (2022)</xref> analyze the use of electronic cigarettes and alcohol in high school students, while <xref ref-type="bibr" rid="ref11">Calero-Plaza et al. (2020)</xref> investigate adolescent poly-consumption of alcohol, cannabis, and marijuana, linking it to violent and delinquent behaviors. In addition, <xref ref-type="bibr" rid="ref34">Isorna et al. (2022)</xref> analyze addiction to the Internet, gambling, tobacco, alcohol, cocaine, and cannabis.</p>
<p>On the other hand, behavioral addictions are defined as impulsive and repetitive behaviors characterized by a loss of control, a strong compulsive desire to engage in them, persistent emotional discomfort, and continuation of the behavior despite its serious consequences (<xref ref-type="bibr" rid="ref16">De Sola et al., 2013</xref>).</p>
</sec>
<sec id="sec19">
<label>4.2</label>
<title>Problematic use of technology and behavioral addictions</title>
<p>Adolescents use Information and Communication Technologies (ICTs) more frequently and for longer periods of time, often without adequate parental supervision, in various settings such as education, home, or leisure time. They use these tools for a range of purposes, from maintaining social relationships to performing academic tasks or entertaining themselves, either alone or with friends, which can lead to problematic use, especially between the ages of 12 and 17 (<xref ref-type="bibr" rid="ref25">Gair&#x00ED;n and Mercader, 2018</xref>). Consequently, some studies analyze problematic internet use based on risk profiles, family environment characteristics, and behavioral and psychological factors (<xref ref-type="bibr" rid="ref1">Arrivillaga et al., 2021</xref>). The average age of onset of daily internet use is between 6 and 15 years old (<xref ref-type="bibr" rid="ref36">Kaya and Dalgi&#x00E7;, 2021</xref>), and the prevalence of internet addiction among adolescents is notable, reaching 21% (<xref ref-type="bibr" rid="ref42">Machado et al., 2018</xref>). Negative consequences of internet use include low self-esteem (<xref ref-type="bibr" rid="ref56">Peris et al., 2018</xref>) and lack of self-regulation (<xref ref-type="bibr" rid="ref53">Pastor et al., 2022</xref>). Significant data related to internet addiction have been observed, such as a higher risk among males at the age of 17, despite an increasing prevalence among females, and low emotional regulation (<xref ref-type="bibr" rid="ref1">Arrivillaga et al., 2021</xref>). Additionally, the importance of parental control in reducing addictive behaviors is highlighted (<xref ref-type="bibr" rid="ref34">Isorna et al., 2022</xref>).</p>
<p>Gambling, which involves the use of money or bets, typically begins between the ages of 12 and 13 (<xref ref-type="bibr" rid="ref13">Caselles et al., 2018</xref>; <xref ref-type="bibr" rid="ref34">Isorna et al., 2022</xref>). Studies, such as <xref ref-type="bibr" rid="ref33">Hing et al. (2022)</xref>, highlight the ease of access to these games for adolescents. A high prevalence of this activity is observed among adolescents, exacerbated by the normalization of gambling within their immediate environment (<xref ref-type="bibr" rid="ref13">Caselles et al., 2018</xref>). The primary motivations for gambling include stress management, socialization, and the pursuit of positive emotions (<xref ref-type="bibr" rid="ref27">Grande-Gosende et al., 2019</xref>). Studies indicate that various types of gambling are readily available and easily accessible (<xref ref-type="bibr" rid="ref44">Mart&#x00ED;nez-Loredo et al., 2019</xref>). This addiction is also influenced by the minor&#x2019;s age, gender, and the social acceptance of gambling within both the family environment and peer groups (<xref ref-type="bibr" rid="ref13">Caselles et al., 2018</xref>).</p>
<p>Playing video games is not inherently negative, but it can sometimes develop into a pathological practice (<xref ref-type="bibr" rid="ref31">Hidalgo-Fuentes, 2023a</xref>; <xref ref-type="bibr" rid="ref54">Pereira, 2021</xref>). The estimated global prevalence of gaming addiction is 3.5% (<xref ref-type="bibr" rid="ref60">Ricci et al., 2023</xref>), and studies such as <xref ref-type="bibr" rid="ref8">Buja et al. (2020)</xref> estimate that nearly a third of gamers experience difficulties related to playing video games. The motivations behind this problem include fun, the search for new sensations, the ease of playing from home with peers, the constant positive reinforcement from prizes and winning, and the adventure experience it provides, fulfilling the psychological needs of adolescents (<xref ref-type="bibr" rid="ref6">Bekir and &#x00C7;elik, 2019</xref>). Video games help them manage stress and develop positive emotions (<xref ref-type="bibr" rid="ref27">Grande-Gosende et al., 2019</xref>), serving as a method of coping with social difficulties (<xref ref-type="bibr" rid="ref40">L&#x00F3;pez-Fern&#x00E1;ndez et al., 2020</xref>). Male adolescents, particularly younger ones, are most associated with this problematic practice (<xref ref-type="bibr" rid="ref43">Macur and Pontes, 2021</xref>; <xref ref-type="bibr" rid="ref72">Warburton et al., 2022</xref>). Factors such as executive dysfunction, lack of self-regulation, impulsivity, and unmet needs outside the virtual world contribute to this issue. Adolescents from disconnected and disaffected family environments are also at increased risk (<xref ref-type="bibr" rid="ref40">L&#x00F3;pez-Fern&#x00E1;ndez et al., 2020</xref>; <xref ref-type="bibr" rid="ref72">Warburton et al., 2022</xref>). Other studies highlight profiles with low agreeableness and responsibility in males, and low extraversion and responsibility in females (<xref ref-type="bibr" rid="ref41">L&#x00F3;pez-Fern&#x00E1;ndez et al., 2021</xref>). The repercussions of excessive video game playing include decreased self-control (<xref ref-type="bibr" rid="ref43">Macur and Pontes, 2021</xref>), altered sleep patterns, and an increased risk of engaging in harmful behaviors such as substance use, alcohol, tobacco, or gambling on slot machines (<xref ref-type="bibr" rid="ref14">Cimadevilla et al., 2019</xref>). Additionally, a correlation has been observed between excessive video game playing and mental health symptoms, as well as increased severity in behavioral problems (<xref ref-type="bibr" rid="ref61">Richard et al., 2023</xref>).</p>
<p>Adolescents at high risk of smartphone addiction exhibited significantly more severe levels of psychopathologies across all dimensions of the Youth Self-Report scale (<xref ref-type="bibr" rid="ref39">Lee et al., 2018</xref>). This addiction affects psychological factors such as anxiety, behavioral inhibition system, and aggression (<xref ref-type="bibr" rid="ref38">Lee et al., 2020</xref>), leading to a greater tendency toward risky behaviors and lower self-control, particularly in girls (<xref ref-type="bibr" rid="ref20">Dou et al., 2020</xref>).</p>
<p>Lastly, social networks have a significant influence on daily life and are widely used by adolescents. Some individuals are more susceptible to developing addictions to these platforms, particularly those with an introverted profile (<xref ref-type="bibr" rid="ref71">Mu&#x00F1;oz and Ram&#x00ED;rez, 2016</xref>). It has been observed that females are more likely to experience symptoms of addiction, excessive use, and nomophobia compared to males, with these tendencies being more pronounced in the age range of 12 to 14 years (<xref ref-type="bibr" rid="ref56">Peris et al., 2018</xref>). This phenomenon can adversely impact the mental health of adolescents, as it encourages constant comparison with others, decreases self-esteem, increases exposure to online bullying, and promotes dependence and social isolation, all of which affect emotional well-being (<xref ref-type="bibr" rid="ref30">Herrera-Peco et al., 2023</xref>).</p>
<p>This study synthesizes findings from a range of sources to provide a comprehensive and multidimensional perspective on adolescent substance use initiation and abuse. By analyzing substance use alongside behavioral patterns, it identifies emerging trends and offers actionable insights to inform the development of evidence-based prevention and intervention strategies. The findings emphasize the need for tailored prevention approaches that address early onset, gender-specific risk factors, and the influence of family environment and peer relationships.</p>
<p>For clinicians, the study underscores the importance of incorporating routine screenings for substance use and behavioral addictions into adolescent health assessments. For educators and policymakers, it provides critical insights to design targeted educational campaigns and enforce policies that limit access to harmful substances. This integrative approach fills significant gaps in current research, offering valuable guidance to stakeholders aiming to reduce the risks associated with adolescent substance use and behavioral addictions.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>This systematic review has identified research addressing the most common substance abuse and digital addictions among adolescents, providing a comprehensive analysis of this issue. This review has successfully fulfilled its primary objective of analyzing updated information to describe the most prevalent substance use and behavioral patterns among adolescents. By examining the most relevant data on this problem, it serves as a foundation for prevention and intervention projects aimed at reducing or eliminating these behaviors, which are pervasive in the daily lives of young people and detrimental to their physical and psychological health.</p>
<p>This study has presented several limitations. Despite the large number of studies found, most methodologies used were quantitative in nature. This limits a more descriptive research development that could address more individualized cases. However, the quantitative nature of these studies has allowed for the representation of results from a larger sample of students.</p>
<p>Additionally, this review may be affected by potential publication bias, the limited number of longitudinal studies, and the exclusion of research not available in the databases consulted. These factors could influence the comprehensiveness of the findings and highlight the need for more diverse and longitudinal research in the future.</p>
<p>To address substance abuse and digital addictions in adolescents, it is vital to implement comprehensive education that encompasses biological, psychological, social, and cultural aspects. This includes promoting coping skills, critical thinking, and resistance to group influence, as well as utilizing educational technology and fostering interdisciplinary collaboration. In light of the strong influence that both positive and negative peer relationships exert on adolescent behavior, future research and interventions should explore the potential of peer-based programs. Such initiatives&#x2014;whether in school, community, or online settings&#x2014;can harness peer support to promote healthy behaviors and reduce the impact of peer pressure. Evidence from health promotion and prevention studies suggests that well-structured peer-led approaches can enhance self-efficacy, foster positive social norms, and serve as an effective complement to family- and school-based strategies. Therefore, it is essential to develop prevention and intervention programs to curb this problem, and to provide minors and their immediate environment with sufficient information about the risks and consequences of both substance use and behavioral addictions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>MS: Supervision, Writing &#x2013; original draft, Investigation, Software, Data curation, Methodology, Writing &#x2013; review &#x0026; editing, Visualization, Resources, Conceptualization, Project administration, Funding acquisition, Validation, Formal analysis. SF: Investigation, Software, Funding acquisition, Supervision, Conceptualization, Writing &#x2013; review &#x0026; editing, Resources, Visualization, Data curation, Project administration, Writing &#x2013; original draft, Formal analysis, Methodology, Validation. MM: Project administration, Visualization, Funding acquisition, Data curation, Resources, Validation, Methodology, Conceptualization, Writing &#x2013; original draft, Supervision, Formal analysis, Investigation, Writing &#x2013; review &#x0026; editing, Software. PM: Project administration, Visualization, Funding acquisition, Validation, Resources, Formal analysis, Supervision, Methodology, Writing &#x2013; review &#x0026; editing, Conceptualization, Software, Writing &#x2013; original draft, Investigation, Data curation. MP-F: Resources, Validation, Visualization, Investigation, Data curation, Conceptualization, Project administration, Formal analysis, Writing &#x2013; review &#x0026; editing, Funding acquisition, Software, Supervision, Writing &#x2013; original draft, Methodology.</p>
</sec>
<sec sec-type="funding-information" id="sec23">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work has been conducted thanks to the IE-MOTION Project: A digital resource for teachers in the design of personalised interventions aimed at preventing violence and promoting the well-being of secondary school students (Reference: PROYEXCEL_00607), funded by Grants for Excellence Projects, under competitive concurrence, intended for entities qualified as agents of the Andalusian Knowledge System, within the scope of the Andalusian Plan for Research, Development, and Innovation (PAIDI 2020). Also thanks to the pre-doctoral contracts for doctors training, offered by the Ministry of Education and Professional Training, through the aid program for University Teacher Training (FPU) granted to Silvia Fern&#x00E1;ndez Gea with reference FPU21/03514. As well as with the support of the State Training Subprogram of the State Program to Develop, Attract and Retain Talent, within the framework of the State Plan for Scientific, Technical and Innovation Research 2021&#x2013;2023 granted to Pablo Molina Moreno (Reference: PRE2021-097460).</p>
</sec>
<sec sec-type="COI-statement" id="sec24">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec25">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec26">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arrivillaga</surname><given-names>C.</given-names></name> <name><surname>Rey</surname><given-names>L.</given-names></name> <name><surname>Extremera</surname><given-names>N.</given-names></name></person-group> (<year>2021</year>). <article-title>Perfil emocional de adolescentes en riesgo de un uso problem&#x00E1;tico de internet</article-title>. <source>Rev. Psicol. Cl&#x00ED;n. Ni&#x00F1;os Adolesc.</source> <volume>8</volume>, <fpage>47</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.21134/rpcna.2021.08.1.6</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arrojo</surname><given-names>S.</given-names></name> <name><surname>Mart&#x00ED;n-Fern&#x00E1;ndez</surname><given-names>M.</given-names></name> <name><surname>Lila</surname><given-names>M.</given-names></name> <name><surname>Conchell</surname><given-names>R.</given-names></name> <name><surname>Gracia</surname><given-names>E.</given-names></name></person-group> (<year>2024</year>). <article-title>The perceived severity of adolescent dating violence (PS-ADV) scale: a validation study</article-title>. <source>Eur. J. Psychol. Appl. Legal Context</source> <volume>16</volume>, <fpage>27</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.5093/ejpalc2024a3</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll1">ATLAS.ti Scientific Software Development GmbH</collab></person-group> (<year>2022</year>). ATLAS.ti Web, v3.15.0 [En l&#x00ED;nea]. Available online at: <ext-link xlink:href="https://atlasti.com" ext-link-type="uri">https://atlasti.com</ext-link> [Accessed June 12, 2023].</citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barrag&#x00E1;n</surname><given-names>A. B.</given-names></name> <name><surname>Martos</surname><given-names>A.</given-names></name> <name><surname>Sim&#x00F3;n</surname><given-names>M. M.</given-names></name> <name><surname>P&#x00E9;rez-Fuentes</surname><given-names>M. C.</given-names></name> <name><surname>Molero</surname><given-names>M. M.</given-names></name> <name><surname>G&#x00E1;zquez</surname><given-names>J. J.</given-names></name></person-group> (<year>2016</year>). <article-title>Consumo de tabaco y alcohol en adolescentes y relaci&#x00F3;n con la familia</article-title>. <source>Eur. J. Child Dev. Educ. Psychopathol.</source> <volume>4</volume>, <fpage>49</fpage>&#x2013;<lpage>61</lpage>. doi: <pub-id pub-id-type="doi">10.30552/ejpad.v4i1.34</pub-id>, PMID: <pub-id pub-id-type="pmid">40774182</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bekir</surname><given-names>S.</given-names></name> <name><surname>&#x00C7;elik</surname><given-names>E.</given-names></name></person-group> (<year>2019</year>). <article-title>Examining the factors contributing to adolescents&#x2019; online game addiction</article-title>. <source>An. Psicol.</source> <volume>35</volume>, <fpage>444</fpage>&#x2013;<lpage>452</lpage>. doi: <pub-id pub-id-type="doi">10.6018/analesps.35.3.323681</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buja</surname><given-names>A.</given-names></name> <name><surname>Mortali</surname><given-names>C.</given-names></name> <name><surname>Mastrobattista</surname><given-names>L.</given-names></name> <name><surname>De Battisti</surname><given-names>E.</given-names></name> <name><surname>Minutillo</surname><given-names>A.</given-names></name> <name><surname>Pichini</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Uso de sustancias estimulantes y comportamiento de juego en adolescentes. Juego y uso de estimulantes</article-title>. <source>Adicciones</source> <volume>32</volume>, <fpage>273</fpage>&#x2013;<lpage>280</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.1312</pub-id>, PMID: <pub-id pub-id-type="pmid">32677692</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bustamante</surname><given-names>L. K.</given-names></name> <name><surname>Luzuriaga</surname><given-names>M. A.</given-names></name> <name><surname>Rodr&#x00ED;guez</surname><given-names>P. E.</given-names></name> <name><surname>Espadero</surname><given-names>R. G.</given-names></name></person-group> (<year>2022</year>). <article-title>Desarrollo psicol&#x00F3;gico del adolescente: una revisi&#x00F3;n sistem&#x00E1;tica</article-title>. <source>Pro Sci. Rev. Prod. Ciencias Invest.</source> <volume>6</volume>, <fpage>389</fpage>&#x2013;<lpage>398</lpage>. doi: <pub-id pub-id-type="doi">10.29018/issn.2588-1000vol6iss42.2022pp389-398</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Calero</surname><given-names>A. D.</given-names></name> <name><surname>Barreyro</surname><given-names>J. P.</given-names></name> <name><surname>Formoso</surname><given-names>J.</given-names></name> <name><surname>Injoque-Ricle</surname><given-names>I.</given-names></name></person-group> (<year>2019</year>). <article-title>Emotional intelligence and frequency of alcohol use during adolescence</article-title>. <source>Health Addict.</source> <volume>19</volume>, <fpage>60</fpage>&#x2013;<lpage>69</lpage>. doi: <pub-id pub-id-type="doi">10.21134/haaj.v19i1.405</pub-id>, PMID: <pub-id pub-id-type="pmid">40730394</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Calero-Plaza</surname><given-names>J.</given-names></name> <name><surname>Tom&#x00E1;s</surname><given-names>J. M.</given-names></name> <name><surname>Navarro-P&#x00E9;rez</surname><given-names>J. J.</given-names></name> <name><surname>Viera</surname><given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Delincuencia violenta, abuso y no consumo de drogas en adolescentes con riesgo de reincidencia</article-title>. <source>Convergencia</source> <volume>27</volume>:<fpage>e14060</fpage>. doi: <pub-id pub-id-type="doi">10.29101/crcs.v27i0.14060</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Camelo</surname><given-names>S. M.</given-names></name> <name><surname>Olivares</surname><given-names>T.</given-names></name> <name><surname>Carballeira</surname><given-names>M.</given-names></name> <name><surname>Betancort</surname><given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Executive functions and clinical adjustment in Colombian adolescent polyconsumers</article-title>. <source>Ter. Psicol.</source> <volume>37</volume>, <fpage>141</fpage>&#x2013;<lpage>153</lpage>. doi: <pub-id pub-id-type="doi">10.4067/S0718-48082019000200141</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Caselles</surname><given-names>P.</given-names></name> <name><surname>Cabrera</surname><given-names>V.</given-names></name> <name><surname>Lloret</surname><given-names>D.</given-names></name></person-group> (<year>2018</year>). <article-title>Prevalencia del juego de apuestas en adolescentes. Un an&#x00E1;lisis de los factores asociados</article-title>. <source>Health Addict.</source> <volume>18</volume>, <fpage>165</fpage>&#x2013;<lpage>173</lpage>. doi: <pub-id pub-id-type="doi">10.21134/haaj.v18i2.392</pub-id>, PMID: <pub-id pub-id-type="pmid">40471634</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cimadevilla</surname><given-names>R.</given-names></name> <name><surname>Jenaro</surname><given-names>C.</given-names></name> <name><surname>Flores</surname><given-names>N.</given-names></name></person-group> (<year>2019</year>). <article-title>Impact on psychological health of internet and mobile phone abuse in a spanish sample of secondary students</article-title>. <source>Rev. Argent. Cl&#x00ED;n. Psicol.</source> <volume>28</volume>, <fpage>339</fpage>&#x2013;<lpage>347</lpage>. doi: <pub-id pub-id-type="doi">10.24205/03276716.2019.1147</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clements-Nolle</surname><given-names>K.</given-names></name> <name><surname>Oman</surname><given-names>R. F.</given-names></name> <name><surname>Lu</surname><given-names>M.</given-names></name> <name><surname>Lensch</surname><given-names>T.</given-names></name> <name><surname>Moser</surname><given-names>L.</given-names></name></person-group> (<year>2019</year>). <article-title>Youth assets and alcohol-related problems among male and female youth: results from a longitudinal cohort study</article-title>. <source>Prev. Med.</source> <volume>123</volume>, <fpage>192</fpage>&#x2013;<lpage>196</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ypmed.2019.03.042</pub-id>, PMID: <pub-id pub-id-type="pmid">30930260</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Sola</surname><given-names>J.</given-names></name> <name><surname>Rubio</surname><given-names>G.</given-names></name> <name><surname>de Rodr&#x00ED;guez</surname><given-names>F.</given-names></name></person-group> (<year>2013</year>). <article-title>La impulsividad: &#x00BF;Antesala de las adicciones comportamentales?</article-title> <source>Health Addict.</source> <volume>13</volume>, <fpage>145</fpage>&#x2013;<lpage>155</lpage>. doi: <pub-id pub-id-type="doi">10.21134/haaj.v13i2.211</pub-id>, PMID: <pub-id pub-id-type="pmid">33742368</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Demissie</surname><given-names>Z.</given-names></name> <name><surname>Jones</surname><given-names>S. E.</given-names></name> <name><surname>Clayton</surname><given-names>H. B.</given-names></name> <name><surname>King</surname><given-names>B. A.</given-names></name></person-group> (<year>2017</year>). <article-title>Adolescent risk behaviors and use of electronic vapor products and cigarettes</article-title>. <source>Pediatrics</source> <volume>139</volume>:<fpage>e20162921</fpage>. doi: <pub-id pub-id-type="doi">10.1542/peds.2016-2921</pub-id>, PMID: <pub-id pub-id-type="pmid">28115539</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>D&#x00ED;az</surname><given-names>A.</given-names></name> <name><surname>Busto</surname><given-names>A.</given-names></name> <name><surname>Caama&#x00F1;o</surname><given-names>F.</given-names></name></person-group> (<year>2018</year>). <article-title>Consumo de alcohol, tabaco y cannabis en adolescentes de una poblaci&#x00F3;n multicultural (Burela, Lugo)</article-title>. <source>Adicciones</source> <volume>30</volume>, <fpage>264</fpage>&#x2013;<lpage>270</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.915</pub-id>, PMID: <pub-id pub-id-type="pmid">29353293</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>D&#x00ED;az</surname><given-names>N.</given-names></name> <name><surname>Extremera</surname><given-names>N.</given-names></name></person-group> (<year>2020</year>). <article-title>Inteligencia emocional, adicci&#x00F3;n al smartphone y malestar psicol&#x00F3;gico como predictores de la nomofobia en adolescentes</article-title>. <source>Know. Share Psychol.</source> <volume>1</volume>, <fpage>7</fpage>&#x2013;<lpage>13</lpage>. doi: <pub-id pub-id-type="doi">10.25115/kasp.v1i2.3195</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dos Santos</surname><given-names>E. L.</given-names></name> <name><surname>Opaleye</surname><given-names>E. S.</given-names></name> <name><surname>Noto</surname><given-names>A. R.</given-names></name></person-group> (<year>2018</year>). <article-title>&#x00C1;lcool e rela&#x00E7;&#x00F5;es de g&#x00EA;nero: motiva&#x00E7;&#x00F5;es e vulnerabilidades na percep&#x00E7;&#x00E3;o de adolescentes</article-title>. <source>Psicol. Estud.</source> <volume>23</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.4025/psicolestud.v23i0.40636</pub-id>, PMID: <pub-id pub-id-type="pmid">23108262</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dou</surname><given-names>K.</given-names></name> <name><surname>Wang</surname><given-names>L. X.</given-names></name> <name><surname>Li</surname><given-names>J. B.</given-names></name> <name><surname>Wang</surname><given-names>G. D.</given-names></name> <name><surname>Li</surname><given-names>Y. Y.</given-names></name> <name><surname>Huang</surname><given-names>Y. T.</given-names></name></person-group> (<year>2020</year>). <article-title>Mobile phone addiction and risk-taking behavior among Chinese adolescents: a moderated mediation model</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>17</volume>:<fpage>5472</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph17155472</pub-id>, PMID: <pub-id pub-id-type="pmid">32751334</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dudok</surname><given-names>R.</given-names></name> <name><surname>Piko</surname><given-names>B. F.</given-names></name></person-group> (<year>2023</year>). <article-title>Multi-level protective factors of adolescent smoking and drinking</article-title>. <source>Eur. J. Investig. Health Psychol. Educ.</source> <volume>13</volume>, <fpage>932</fpage>&#x2013;<lpage>947</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ejihpe13060071</pub-id>, PMID: <pub-id pub-id-type="pmid">37366775</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll2">European Monitoring Centre for Drugs and Drug Addiction</collab></person-group>. (<year>2022</year>). Schools and drugs: health and social responses. Available online at: <ext-link xlink:href="https://www.euda.europa.eu/publications/mini-guides/schools-and-drugs-health-and-social-responses_en" ext-link-type="uri">https://www.euda.europa.eu/publications/mini-guides/schools-and-drugs-health-and-social-responses_en</ext-link> [Accessed December 2, 2024]</citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gair&#x00ED;n</surname><given-names>J.</given-names></name> <name><surname>Mercader</surname><given-names>C.</given-names></name></person-group> (<year>2018</year>). <article-title>Usos y abusos de las TIC en los adolescentes</article-title>. <source>Rev Investig. Educ.</source> <volume>36</volume>, <fpage>125</fpage>&#x2013;<lpage>140</lpage>. doi: <pub-id pub-id-type="doi">10.6018/rie.36.1.284001</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gim&#x00E9;nez-Gualdo</surname><given-names>A. M.</given-names></name> <name><surname>Maquil&#x00F3;n-S&#x00E1;nchez</surname><given-names>J. J.</given-names></name> <name><surname>Arnaiz</surname><given-names>P.</given-names></name></person-group> (<year>2014</year>). <article-title>Acceso a las tecnolog&#x00ED;as, rendimiento acad&#x00E9;mico y cyberbullying en escolares de secundaria</article-title>. <source>Rev. Iberoam. Psicol. Salud</source> <volume>5</volume>, <fpage>119</fpage>&#x2013;<lpage>133</lpage>.</citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gonz&#x00E1;lez-Ramos</surname><given-names>O. J.</given-names></name> <name><surname>Marrero-Montelongo</surname><given-names>M.</given-names></name> <name><surname>Navarro-Rodr&#x00ED;guez</surname><given-names>C.</given-names></name> <name><surname>Torres-Garc&#x00ED;a</surname><given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Consumo de alcohol y factores asociados en futbolistas cadetes espa&#x00F1;oles (14-16 a&#x00F1;os)</article-title>. <source>Retos</source> <volume>33</volume>, <fpage>204</fpage>&#x2013;<lpage>209</lpage>. doi: <pub-id pub-id-type="doi">10.47197/retos.v0i33.55332</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gonz&#x00E1;lez-Roz</surname><given-names>A.</given-names></name> <name><surname>Su&#x00E1;rez-Mart&#x00ED;nez</surname><given-names>I.</given-names></name> <name><surname>Aonso-Diego</surname><given-names>G.</given-names></name> <name><surname>Mart&#x00ED;nez-Loredo</surname><given-names>V.</given-names></name> <name><surname>Secades-Villa</surname><given-names>R.</given-names></name></person-group> (<year>2021</year>). <article-title>Insights from behavioral economics to characterize substance use involvement in adolescents: a cluster analysis</article-title>. <source>Rev. Psicol. Cl&#x00ED;n. Ni&#x00F1;os Adolesc.</source> <volume>8</volume>, <fpage>37</fpage>&#x2013;<lpage>43</lpage>. doi: <pub-id pub-id-type="doi">10.21134/rpcna.2021.08.2.5</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grande-Gosende</surname><given-names>A.</given-names></name> <name><surname>Mart&#x00ED;nez-Loredo</surname><given-names>V.</given-names></name> <name><surname>Fern&#x00E1;ndez-Hermida</surname><given-names>J. R.</given-names></name></person-group> (<year>2019</year>). <article-title>Validaci&#x00F3;n del Cuestionario de Motivos de Juego en adolescentes: Diferencias seg&#x00FA;n la gravedad y las actividades de juego</article-title>. <source>Adicciones</source> <volume>31</volume>, <fpage>212</fpage>&#x2013;<lpage>220</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.1057</pub-id>, PMID: <pub-id pub-id-type="pmid">30059581</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hahlbeck</surname><given-names>S. M.</given-names></name> <name><surname>Vito</surname><given-names>A. G.</given-names></name></person-group> (<year>2022</year>). <article-title>Adolescent Marijuana Dependence: The Role of Social Bonds and Social Learning Theory</article-title>. <source>J. Psychoactive Drugs</source> <volume>54</volume>, <fpage>43</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.1080/02791072.2021.1903122</pub-id>, PMID: <pub-id pub-id-type="pmid">33775242</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hern&#x00E1;ndez</surname><given-names>E. K.</given-names></name> <name><surname>Calixto-Olalde</surname><given-names>M. G.</given-names></name> <name><surname>&#x00C1;lvarez-Aguirre</surname><given-names>A.</given-names></name> <name><surname>Aguilar-Zavala</surname><given-names>H.</given-names></name> <name><surname>Leija</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Intervenci&#x00F3;n de enfermer&#x00ED;a a trav&#x00E9;s de pares para la autoeficacia y el consumo de alcohol en adolescentes</article-title>. <source>Health Addict.</source> <volume>22</volume>, <fpage>215</fpage>&#x2013;<lpage>226</lpage>. doi: <pub-id pub-id-type="doi">10.21134/haaj.v22i2.684</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Herrera-Peco</surname><given-names>I.</given-names></name> <name><surname>Fern&#x00E1;ndez-Quijano</surname><given-names>I.</given-names></name> <name><surname>Ruiz-N&#x00FA;&#x00F1;ez</surname><given-names>C.</given-names></name></person-group> (<year>2023</year>). <article-title>The role of social media as a resource for mental health care</article-title>. <source>Eur. J. Investig. Health Psychol. Educ.</source> <volume>13</volume>, <fpage>1026</fpage>&#x2013;<lpage>1028</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ejihpe13060078</pub-id>, PMID: <pub-id pub-id-type="pmid">37366782</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hidalgo-Fuentes</surname><given-names>S.</given-names></name></person-group> (<year>2023a</year>). <article-title>Internet Gaming Disorder Test (IGDT-10): un meta-an&#x00E1;lisis de generalizaci&#x00F3;n de la fiabilidad</article-title>. <source>Eur. J. Educ. Psychol.</source> <volume>16</volume>, <fpage>1</fpage>&#x2013;<lpage>23</lpage>. doi: <pub-id pub-id-type="doi">10.32457/ejep.v16i2.2188</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hidalgo-Fuentes</surname><given-names>S.</given-names></name></person-group> (<year>2023b</year>). <article-title>Smartphone Application-Based Addiction Scale: un meta-an&#x00E1;lisis de generalizaci&#x00F3;n de la fiabilidad</article-title>. <source>Eur. J. Educ. Psychol.</source> <volume>16</volume>, <fpage>1</fpage>&#x2013;<lpage>20</lpage>. doi: <pub-id pub-id-type="doi">10.32457/ejep.v16i1.1954</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hing</surname><given-names>N.</given-names></name> <name><surname>Lole</surname><given-names>L.</given-names></name> <name><surname>Russell</surname><given-names>A. M. T.</given-names></name> <name><surname>Rockloff</surname><given-names>M.</given-names></name> <name><surname>King</surname><given-names>D. L.</given-names></name> <name><surname>Browne</surname><given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Adolescent betting on esports using cash and skins: links with gaming, monetary gambling, and problematic gambling</article-title>. <source>PLoS One</source> <volume>17</volume>:<fpage>e0266571</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0266571</pub-id>, PMID: <pub-id pub-id-type="pmid">35511808</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Isorna</surname><given-names>M.</given-names></name> <name><surname>Feijo&#x00F3;</surname><given-names>S.</given-names></name> <name><surname>Mora</surname><given-names>J.</given-names></name> <name><surname>Bra&#x00F1;a</surname><given-names>T.</given-names></name> <name><surname>G&#x00F3;mez</surname><given-names>P.</given-names></name> <name><surname>Rial</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Adolescents, online gambling, problematic internet use, and substance use</article-title>. <source>Health Addict.</source> <volume>22</volume>, <fpage>255</fpage>&#x2013;<lpage>266</lpage>. doi: <pub-id pub-id-type="doi">10.21134/haaj.v22i2.702</pub-id>, PMID: <pub-id pub-id-type="pmid">40020458</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname><given-names>C. M.</given-names></name> <name><surname>McCance-Katz</surname><given-names>E. F.</given-names></name></person-group> (<year>2019</year>). <article-title>Relationship between recency and frequency of youth cannabis use on other substance use</article-title>. <source>J. Adolesc. Health</source> <volume>64</volume>, <fpage>411</fpage>&#x2013;<lpage>413</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jadohealth.2018.09.017</pub-id>, PMID: <pub-id pub-id-type="pmid">30455035</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaya</surname><given-names>A.</given-names></name> <name><surname>Dalgi&#x00E7;</surname><given-names>A. I.</given-names></name></person-group> (<year>2021</year>). <article-title>How does internet addiction affect adolescent lifestyles? Results from a school-based study in the Mediterranean region of Turkey</article-title>. <source>J. Pediatr. Nurs.</source> <volume>59</volume>, <fpage>e38</fpage>&#x2013;<lpage>e43</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pedn.2021.01.021</pub-id>, PMID: <pub-id pub-id-type="pmid">33589290</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kmet</surname><given-names>L.M.</given-names></name> <name><surname>Cook</surname><given-names>L.S.</given-names></name> <name><surname>Lee</surname><given-names>R.C.</given-names></name></person-group> (<year>2004</year>) <article-title>Standard quality assessment criteria for evaluating primary research papers from a variety of fields (HTA Initiative No. 13)</article-title>. <publisher-name>Alberta Heritage Foundation for Medical Research</publisher-name>. doi: <pub-id pub-id-type="doi">10.7939/R37M04F16</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname><given-names>M.</given-names></name> <name><surname>Chung</surname><given-names>S. J.</given-names></name> <name><surname>Lee</surname><given-names>Y.</given-names></name> <name><surname>Park</surname><given-names>S.</given-names></name> <name><surname>Kwon</surname><given-names>J. G.</given-names></name> <name><surname>Kim</surname><given-names>D. J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Investigation of correlated internet and smartphone addiction in adolescents: copula regression analysis</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>17</volume>:<fpage>5806</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph17165806</pub-id>, PMID: <pub-id pub-id-type="pmid">32796609</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname><given-names>J.</given-names></name> <name><surname>Sung</surname><given-names>M. J.</given-names></name> <name><surname>Song</surname><given-names>S. H.</given-names></name> <name><surname>Lee</surname><given-names>Y. M.</given-names></name> <name><surname>Lee</surname><given-names>J. J.</given-names></name> <name><surname>Cho</surname><given-names>S. M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Psychological factors associated with smartphone addiction in south Korean adolescents</article-title>. <source>J. Early Adolesc.</source> <volume>38</volume>, <fpage>288</fpage>&#x2013;<lpage>302</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0272431616670751</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00F3;pez-Fern&#x00E1;ndez</surname><given-names>F.</given-names></name> <name><surname>Etkin</surname><given-names>P.</given-names></name> <name><surname>Ortet</surname><given-names>J.</given-names></name> <name><surname>Mezquita</surname><given-names>L.</given-names></name> <name><surname>Ib&#x00E1;&#x00F1;ez</surname><given-names>M. I.</given-names></name></person-group> (<year>2020</year>). <article-title>Causas y consecuencias psicosociales del uso patol&#x00F3;gico de videojuegos en adolescentes</article-title>. <source>&#x00C0;gora de Salut</source> <volume>VII</volume>, <fpage>147</fpage>&#x2013;<lpage>153</lpage>. doi: <pub-id pub-id-type="doi">10.6035/AgoraSalut.2020.7.15</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00F3;pez-Fern&#x00E1;ndez</surname><given-names>F. J.</given-names></name> <name><surname>Mezquita</surname><given-names>L.</given-names></name> <name><surname>Griffiths</surname><given-names>M. D.</given-names></name> <name><surname>Ortet</surname><given-names>G.</given-names></name> <name><surname>Ib&#x00E1;&#x00F1;ez</surname><given-names>M. I.</given-names></name></person-group> (<year>2021</year>). <article-title>El papel de la personalidad en el juego problem&#x00E1;tico y en las preferencias de g&#x00E9;neros de videojuegos en adolescentes</article-title>. <source>Adicciones</source> <volume>33</volume>, <fpage>263</fpage>&#x2013;<lpage>272</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.1370</pub-id>, PMID: <pub-id pub-id-type="pmid">32100046</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Machado</surname><given-names>M. D. R.</given-names></name> <name><surname>Bruck</surname><given-names>I.</given-names></name> <name><surname>Antoniuk</surname><given-names>S. A.</given-names></name> <name><surname>Nunes</surname><given-names>M.</given-names></name> <name><surname>Soares</surname><given-names>M. C.</given-names></name> <name><surname>Da Silva</surname><given-names>A. F.</given-names></name></person-group> (<year>2018</year>). <article-title>Internet addiction and its correlation with behavioral problems and functional impairments - A cross-sectional</article-title>. <source>J. Bras. Psiquiatr.</source> <volume>67</volume>, <fpage>34</fpage>&#x2013;<lpage>38</lpage>. doi: <pub-id pub-id-type="doi">10.1590/0047-2085000000181</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Macur</surname><given-names>M.</given-names></name> <name><surname>Pontes</surname><given-names>H. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Internet gaming disorder in adolescence: investigating profiles and associated risk factors</article-title>. <source>BMC Public Health</source> <volume>21</volume>, <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s12889-021-11394-4</pub-id>, PMID: <pub-id pub-id-type="pmid">34384394</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mart&#x00ED;nez-Fern&#x00E1;ndez</surname><given-names>V.</given-names></name> <name><surname>Lloret-Irles</surname><given-names>D.</given-names></name> <name><surname>Segura-Heras</surname><given-names>J. V.</given-names></name></person-group> (<year>2018</year>). <article-title>Impulsividad y b&#x00FA;squeda de sensaciones como predictores del consumo de drogas en adolescentes: Un estudio longitudinal</article-title>. <source>Rev. Psicol. Cl&#x00ED;n. Ni&#x00F1;os Adolesc.</source> <volume>5</volume>, <fpage>9</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.21134/rpcna.2018.05.3.1</pub-id>, PMID: <pub-id pub-id-type="pmid">22080583</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mart&#x00ED;nez-Loredo</surname><given-names>V.</given-names></name> <name><surname>Grande-Gosende</surname><given-names>A.</given-names></name> <name><surname>Fern&#x00E1;ndez-Artamendi</surname><given-names>S.</given-names></name> <name><surname>Secades-Villa</surname><given-names>R.</given-names></name> <name><surname>Fern&#x00E1;ndez-Hermida</surname><given-names>J. R.</given-names></name></person-group> (<year>2019</year>). <article-title>Substance use and gambling patterns among adolescents: differences according to gender and impulsivity</article-title>. <source>J. Gambl. Stud.</source> <volume>35</volume>, <fpage>63</fpage>&#x2013;<lpage>78</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10899-018-09824-x</pub-id>, PMID: <pub-id pub-id-type="pmid">30604031</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matal&#x00ED;</surname><given-names>J.</given-names></name> <name><surname>Simons</surname><given-names>J.</given-names></name> <name><surname>Pardo</surname><given-names>M.</given-names></name> <name><surname>Lleras</surname><given-names>M.</given-names></name> <name><surname>P&#x00E9;rez</surname><given-names>A.</given-names></name> <name><surname>Andi&#x00F3;n</surname><given-names>O.</given-names></name></person-group> (<year>2018</year>). <article-title>Propiedades psicom&#x00E9;tricas de la versi&#x00F3;n espa&#x00F1;ola del Marihuana Motives Measure en poblaci&#x00F3;n adolescente consumidora</article-title>. <source>Adicciones</source> <volume>30</volume>, <fpage>282</fpage>&#x2013;<lpage>291</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.947</pub-id>, PMID: <pub-id pub-id-type="pmid">29353295</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll3">Ministerio de Sanidad</collab></person-group> (<year>2018</year>). Informe del estudio HBSC 2018: Resultados del estudio Health Behavior in School-age Children en Espa&#x00F1;a. Available online at: <ext-link xlink:href="https://www.sanidad.gob.es/areas/promocionPrevencion/entornosSaludables/escuela/estudioHBSC/2018/docs/HBSC2018_InformeTecnico.pdf" ext-link-type="uri">https://www.sanidad.gob.es/areas/promocionPrevencion/entornosSaludables/escuela/estudioHBSC/2018/docs/HBSC2018_InformeTecnico.pdf</ext-link> [Accessed May 7, 2024].</citation></ref>
<ref id="ref47"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll4">Ministerio de Sanidad</collab></person-group> (<year>2020</year>). Informe del proyecto ESPAD 2019: Encuesta Europea sobre Alcohol y otras Drogas en Espa&#x00F1;a. Available online at: <ext-link xlink:href="https://pnsd.sanidad.gob.es/profesionales/sistemasInformacion/sistemaInformacion/pdf/20201112_Informe_ESPAD_2019_final.pdf" ext-link-type="uri">https://pnsd.sanidad.gob.es/profesionales/sistemasInformacion/sistemaInformacion/pdf/20201112_Informe_ESPAD_2019_final.pdf</ext-link> [Accessed May 7, 2024].</citation></ref>
<ref id="ref48"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll5">Ministerio de Sanidad</collab></person-group> (<year>2022</year>). Executive report of the EDADES study: Survey on alcohol and other drugs in Spain. Available online at: <ext-link xlink:href="https://pnsd.sanidad.gob.es/profesionales/sistemasInformacion/sistemaInformacion/pdf/2022_Informe_Ejecutivo_EDADES_en.pdf" ext-link-type="uri">https://pnsd.sanidad.gob.es/profesionales/sistemasInformacion/sistemaInformacion/pdf/2022_Informe_Ejecutivo_EDADES_en.pdf</ext-link> [Accessed May 6, 2024].</citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Molero</surname><given-names>M. M.</given-names></name> <name><surname>Martos</surname><given-names>&#x00C1;.</given-names></name> <name><surname>Barrag&#x00E1;n</surname><given-names>A. B.</given-names></name> <name><surname>P&#x00E9;rez-Fuentes</surname><given-names>M. C.</given-names></name> <name><surname>G&#x00E1;zquez</surname><given-names>J. J.</given-names></name></person-group> (<year>2022</year>). <article-title>Anxiety and depression from cybervictimization in adolescents: a meta-analysis and meta-regression study</article-title>. <source>Eur. J. Psychol. Appl. Leg. Context</source> <volume>14</volume>, <fpage>42</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.5093/ejpalc2022a5</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Molero</surname><given-names>M. M.</given-names></name> <name><surname>P&#x00E9;rez-Fuentes</surname><given-names>M. C.</given-names></name> <name><surname>Martos</surname><given-names>&#x00C1;.</given-names></name> <name><surname>Pino</surname><given-names>R. M.</given-names></name> <name><surname>G&#x00E1;zquez</surname><given-names>J. J.</given-names></name></person-group> (<year>2023</year>). <article-title>Network analysis of emotional symptoms and their relationship with different types of cybervictimization</article-title>. <source>Eur. J. Psychol. Appl. Leg. Context</source> <volume>15</volume>, <fpage>23</fpage>&#x2013;<lpage>32</lpage>. doi: <pub-id pub-id-type="doi">10.5093/ejpalc2023a3</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morales-Rodr&#x00ED;guez</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Adolescentes en riesgo: B&#x00FA;squeda de sensaciones, adicci&#x00F3;n al internet y procrastinaci&#x00F3;n</article-title>. <source>Inf. Psicol.</source> <volume>22</volume>, <fpage>43</fpage>&#x2013;<lpage>60</lpage>. doi: <pub-id pub-id-type="doi">10.18566/infpsic.v22n1a03</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu&#x00F1;oz</surname><given-names>N. E.</given-names></name> <name><surname>Ram&#x00ED;rez</surname><given-names>S.</given-names></name></person-group> (<year>2016</year>). <article-title>Adicci&#x00F3;n a las redes sociales y personalidad en adolescentes</article-title>. <source>PsicoEducativa</source> <volume>2</volume>, <fpage>46</fpage>&#x2013;<lpage>52</lpage>.</citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Page</surname><given-names>M. J.</given-names></name> <name><surname>McKenzie</surname><given-names>J. E.</given-names></name> <name><surname>Bossuyt</surname><given-names>P. M.</given-names></name> <name><surname>Boutron</surname><given-names>I.</given-names></name> <name><surname>Hoffmann</surname><given-names>T. C.</given-names></name> <name><surname>Mulrow</surname><given-names>C. D.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>PRISMA 2020 statement: an updated guide for publishing systematic reviews</article-title>. <source>Rev. Esp. Cardiol.</source> <volume>74</volume>, <fpage>790</fpage>&#x2013;<lpage>799</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.recesp.2021.06.016</pub-id>, PMID: <pub-id pub-id-type="pmid">34446261</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pastor</surname><given-names>Y.</given-names></name> <name><surname>Garc&#x00ED;a-Jim&#x00E9;nez</surname><given-names>A.</given-names></name> <name><surname>L&#x00F3;pez-de-Ayala</surname><given-names>M. C.</given-names></name></person-group> (<year>2022</year>). <article-title>Regulatory strategies for smartphone use and problematic internet use in adolescence</article-title>. <source>An. Psicol.</source> <volume>38</volume>, <fpage>269</fpage>&#x2013;<lpage>277</lpage>. doi: <pub-id pub-id-type="doi">10.6018/analesps.461771</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Pereira</surname><given-names>M. I. V. D. S</given-names></name></person-group>. (<year>2021</year>). Problemas de gaming e gambling em adolescentes: fatores de risco e inter-rela&#x00E7;&#x00F5;es. [doctoral thesis]. Available online at: <ext-link xlink:href="http://hdl.handle.net/10451/52776" ext-link-type="uri">http://hdl.handle.net/10451/52776</ext-link> [Accessed May 7, 2024].</citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Fuentes</surname><given-names>M. D. C.</given-names></name> <name><surname>Molero</surname><given-names>M. D. M.</given-names></name> <name><surname>Martos</surname><given-names>&#x00C1;.</given-names></name> <name><surname>Barrag&#x00E1;n</surname><given-names>A. B.</given-names></name> <name><surname>Hern&#x00E1;ndez</surname><given-names>C. M.</given-names></name> <name><surname>Sim&#x00F3;n</surname><given-names>M. D. M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Factores que influyen en el inicio o mantenimiento de consumo de sustancias adictivas en Estudiantes de Secundaria</article-title>. <source>Rev. Psicol. Educ.</source> <volume>13</volume>, <fpage>13</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.23923/rpye2018.01.154</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Peris</surname><given-names>M.</given-names></name> <name><surname>Maganto</surname><given-names>C.</given-names></name> <name><surname>Garaigordobil</surname><given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Escala de Riesgo de Adicci&#x00F3;n-Adolescente a las Redes Sociales e Internet: fiabilidad y validez (ERA-RSI)</article-title>. <source>Rev. psicol. cl&#x00ED;n. ni&#x00F1;os adolesc.</source> <volume>5</volume>, <fpage>30</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.21134/rpcna.2018.05.2.4</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Peruga</surname><given-names>A.</given-names></name> <name><surname>Mart&#x00ED;nez</surname><given-names>C.</given-names></name> <name><surname>Fu</surname><given-names>M.</given-names></name> <name><surname>Ballb&#x00E8;</surname><given-names>M.</given-names></name> <name><surname>Tigova</surname><given-names>O.</given-names></name> <name><surname>Carnicer-Pont</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Consumo actual de cigarrillos electr&#x00F3;nicos entre estudiantes de secundaria que nunca han fumado</article-title>. <source>Gac. Sanit.</source> <volume>36</volume>, <fpage>433</fpage>&#x2013;<lpage>438</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gaceta.2022.01.004</pub-id>, PMID: <pub-id pub-id-type="pmid">35477507</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rial</surname><given-names>A.</given-names></name> <name><surname>Golpe</surname><given-names>S.</given-names></name> <name><surname>Barreiro</surname><given-names>C.</given-names></name> <name><surname>G&#x00F3;mez</surname><given-names>P.</given-names></name> <name><surname>Isorna</surname><given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>La edad de inicio en el consumo de alcohol en adolescentes: implicaciones y variables asociadas</article-title>. <source>Adicciones</source> <volume>32</volume>, <fpage>52</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.20882/adicciones.1266</pub-id>, PMID: <pub-id pub-id-type="pmid">30627725</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ricci</surname><given-names>V.</given-names></name> <name><surname>De Berardis</surname><given-names>D.</given-names></name> <name><surname>Maina</surname><given-names>G.</given-names></name> <name><surname>Martinotti</surname><given-names>G.</given-names></name></person-group> (<year>2023</year>). <article-title>Internet gaming disorders and early onset psychosis in young people: a case study and clinical observations</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>20</volume>:<fpage>3920</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph20053920</pub-id>, PMID: <pub-id pub-id-type="pmid">36900931</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Richard</surname><given-names>J.</given-names></name> <name><surname>Ivoska</surname><given-names>W.</given-names></name> <name><surname>Derevensky</surname><given-names>J. L.</given-names></name></person-group> (<year>2023</year>). <article-title>Understanding adolescent esports bettors: are they a homogeneous group?</article-title> <source>Addict. Behav.</source> <volume>140</volume>:<fpage>107598</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2022.107598</pub-id>, PMID: <pub-id pub-id-type="pmid">36623473</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rodrigues</surname><given-names>A.</given-names></name> <name><surname>Siqueira</surname><given-names>A.</given-names></name> <name><surname>Koller</surname><given-names>S. H.</given-names></name> <name><surname>Martins</surname><given-names>R. M.</given-names></name></person-group> (<year>2018</year>). <article-title>Altos n&#x00ED;veis de impulsividade e consumo de &#x00E1;lcool na adolesc&#x00EA;ncia</article-title>. <source>Rev. Latinoam. Psicol.</source> <volume>50</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.14349/rlp.2018.v50.n1.1</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salam&#x00F3;</surname><given-names>A. M.</given-names></name> <name><surname>Gras</surname><given-names>E. Y.</given-names></name> <name><surname>Font-Mayolas</surname><given-names>S.</given-names></name></person-group> (<year>2010</year>). <article-title>Patrones de consumo de alcohol en la adolescencia</article-title>. <source>Psicothema</source> <volume>22</volume>, <fpage>189</fpage>&#x2013;<lpage>195</lpage>.</citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salcedo</surname><given-names>R. M.</given-names></name> <name><surname>Lara</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Nomophobia and its relationship with social skills in adolescents</article-title>. <source>Cienc. Lat. Rev. Cient. Multidiscip.</source> <volume>6</volume>, <fpage>10554</fpage>&#x2013;<lpage>10565</lpage>. doi: <pub-id pub-id-type="doi">10.37811/cl_rcm.v6i6.4148</pub-id>, PMID: <pub-id pub-id-type="pmid">31916711</pub-id></citation></ref>
<ref id="ref65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Silveira</surname><given-names>M. L.</given-names></name> <name><surname>Green</surname><given-names>V. R.</given-names></name> <name><surname>Iannaccone</surname><given-names>R.</given-names></name> <name><surname>Kimmel</surname><given-names>H. L.</given-names></name> <name><surname>Conway</surname><given-names>K. P.</given-names></name></person-group> (<year>2019</year>). <article-title>Patterns and correlates of polysubstance use among US youth aged 15-17 years: wave 1 of the population assessment of tobacco and health (PATH) study</article-title>. <source>Addiction</source> <volume>114</volume>, <fpage>907</fpage>&#x2013;<lpage>916</lpage>. doi: <pub-id pub-id-type="doi">10.1111/add.14547</pub-id>, PMID: <pub-id pub-id-type="pmid">30614093</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steinberg</surname><given-names>L.</given-names></name></person-group> (<year>2008</year>). <article-title>A social neuroscience perspective on adolescent risk-taking</article-title>. <source>Dev. Rev.</source> <volume>28</volume>, <fpage>78</fpage>&#x2013;<lpage>106</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dr.2007.08.002</pub-id>, PMID: <pub-id pub-id-type="pmid">18509515</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Strong</surname><given-names>D. R.</given-names></name> <name><surname>Messer</surname><given-names>K.</given-names></name> <name><surname>White</surname><given-names>M.</given-names></name> <name><surname>Shi</surname><given-names>Y.</given-names></name> <name><surname>Noble</surname><given-names>M.</given-names></name> <name><surname>Portnoy</surname><given-names>D. B.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Youth perception of harm and addictiveness of tobacco products: findings from the population assessment of tobacco and health study (wave 1)</article-title>. <source>Addict. Behav.</source> <volume>92</volume>, <fpage>128</fpage>&#x2013;<lpage>135</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2018.12.005</pub-id>, PMID: <pub-id pub-id-type="pmid">30623806</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tackett</surname><given-names>A. P.</given-names></name> <name><surname>H&#x00E9;bert</surname><given-names>E. T.</given-names></name> <name><surname>Smith</surname><given-names>C. E.</given-names></name> <name><surname>Wallace</surname><given-names>S. W.</given-names></name> <name><surname>Barrington-Trimis</surname><given-names>J. L.</given-names></name> <name><surname>Norris</surname><given-names>J. E.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Youth use of e-cigarettes: does dependence vary by device type?</article-title> <source>Addict. Behav.</source> <volume>119</volume>:<fpage>106918</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2021.106918</pub-id>, PMID: <pub-id pub-id-type="pmid">33798918</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Viejo</surname><given-names>C.</given-names></name> <name><surname>Ortega-Ruiz</surname><given-names>R.</given-names></name></person-group> (<year>2015</year>). <article-title>Cambios y riesgos asociados a la adolescencia</article-title>. <source>Psychol. Soc. Educ.</source> <volume>7</volume>, <fpage>109</fpage>&#x2013;<lpage>118</lpage>. doi: <pub-id pub-id-type="doi">10.25115/psye.v7i2.527</pub-id></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Villanueva</surname><given-names>V. J.</given-names></name> <name><surname>Eslava</surname><given-names>D.</given-names></name> <name><surname>V&#x00E1;zquez</surname><given-names>A.</given-names></name> <name><surname>Gonz&#x00E1;lez</surname><given-names>B.</given-names></name></person-group> (<year>2019</year>). <article-title>Perfiles de menores policonsumidores de drogas y su relaci&#x00F3;n con la conducta antisocial: orientaciones para la prevenci&#x00F3;n</article-title>. <source>Inf. Psicol.</source> <volume>117</volume>, <fpage>17</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.14635/IPSIC.2019.117.3</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Warburton</surname><given-names>W. A.</given-names></name> <name><surname>Parkes</surname><given-names>S.</given-names></name> <name><surname>Sweller</surname><given-names>N.</given-names></name></person-group> (<year>2022</year>). <article-title>Internet gaming disorder: evidence for a risk and resilience approach</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>19</volume>:<fpage>5587</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph19095587</pub-id>, PMID: <pub-id pub-id-type="pmid">35564981</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wartberg</surname><given-names>L.</given-names></name> <name><surname>Fischer-Waldschmidt</surname><given-names>G.</given-names></name> <name><surname>Kriston</surname><given-names>L.</given-names></name> <name><surname>Hoven</surname><given-names>C. W.</given-names></name> <name><surname>Sarchiapone</surname><given-names>M.</given-names></name> <name><surname>Carli</surname><given-names>V.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Longitudinal predictors of problematic alcohol use in adolescence: a 2-year follow-up study</article-title>. <source>Addict. Behav.</source> <volume>120</volume>:<fpage>106952</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2021.106952</pub-id>, PMID: <pub-id pub-id-type="pmid">33895660</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wicki</surname><given-names>M.</given-names></name> <name><surname>Mallett</surname><given-names>K. A.</given-names></name> <name><surname>Delgrande Jordan</surname><given-names>M.</given-names></name> <name><surname>Reavy</surname><given-names>R.</given-names></name> <name><surname>Turrisi</surname><given-names>R.</given-names></name> <name><surname>Archimi</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Adolescents who experienced negative alcohol-related consequences are willing to experience these consequences again in the future</article-title>. <source>Exp. Clin. Psychopharmacol.</source> <volume>26</volume>, <fpage>132</fpage>&#x2013;<lpage>137</lpage>. doi: <pub-id pub-id-type="doi">10.1037/pha0000184</pub-id>, PMID: <pub-id pub-id-type="pmid">29389210</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zammit</surname><given-names>N.</given-names></name> <name><surname>Maatoug</surname><given-names>J.</given-names></name> <name><surname>Ghammam</surname><given-names>R.</given-names></name> <name><surname>Bhiri</surname><given-names>S.</given-names></name> <name><surname>Ghannem</surname><given-names>H.</given-names></name></person-group> (<year>2018</year>). <article-title>Tobacco use: the main predictor of illicit substances use among young adolescents in Sousse, Tunisia</article-title>. <source>Int. J. Adolesc. Med. Health</source> <volume>32</volume>:<fpage>20170213</fpage>. doi: <pub-id pub-id-type="doi">10.1515/ijamh-2017-0213</pub-id>, PMID: <pub-id pub-id-type="pmid">30367795</pub-id></citation></ref>
</ref-list>
</back>
</article>