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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Int J Public Health</journal-id>
<journal-title>International Journal of Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Int J Public Health</abbrev-journal-title>
<issn pub-type="epub">1661-8564</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1605820</article-id>
<article-id pub-id-type="doi">10.3389/ijph.2023.1605820</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health Archive</subject>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Prevalence of Disordered Eating and Its Associated Factors From a Socioecological Approach Among a Sample of Spanish Adolescents: The EHDLA Study</article-title>
<alt-title alt-title-type="left-running-head">L&#xf3;pez-Gil et al.</alt-title>
<alt-title alt-title-type="right-running-head">Disordered Eating Among Adolescents</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>L&#xf3;pez-Gil</surname>
<given-names>Jos&#xe9; Francisco</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1181230/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jim&#xe9;nez-L&#xf3;pez</surname>
<given-names>Estela</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fern&#xe1;ndez-Rodr&#xed;guez</surname>
<given-names>Rub&#xe9;n</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Garrido-Miguel</surname>
<given-names>Miram</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Victoria-Montesinos</surname>
<given-names>Desir&#xe9;e</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2181615/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guti&#xe9;rrez-Espinoza</surname>
<given-names>H&#xe9;ctor</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2248030/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>T&#xe1;rraga-L&#xf3;pez</surname>
<given-names>Pedro J.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mesas</surname>
<given-names>Arthur Eumann</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1522287/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Navarrabiomed, Hospital Universitario de Navarra (HUN), Universidad P&#x00fa;blica de Navarra (UPNA), IdiSNA</institution>, <addr-line>Pamplona</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Environmental Health, Harvard University T.H. Chan School of Public Health</institution>, <addr-line>Boston</addr-line>, <addr-line>MA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>One Health Research Group, Universidad de Las Am&#x00e9;ricas</institution>, <addr-line>Quito</addr-line>, <country>Ecuador</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Health and Social Research Center, Universidad de Castilla-La Mancha</institution>, <addr-line>Cuenca</addr-line>, <country>Spain</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Nursing, Physiotherapy and Occupational Therapy</institution>, <institution>University of Castilla-La Mancha</institution>, <addr-line>Toledo</addr-line>, <country>Spain</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Faculty of Pharmacy and Nutrition</institution>, <institution>UCAM Universidad Cat&#xf3;lica San Antonio de Murcia</institution>, <addr-line>Murcia</addr-line>, <country>Spain</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Escuela de Fisioterapia</institution>, <institution>Universidad de las Am&#xe9;ricas</institution>, <addr-line>Quito</addr-line>, <country>Ecuador</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Medical Sciences</institution>, <institution>Faculty of Medicine</institution>, <institution>University of Castilla-La Mancha</institution>, <addr-line>Albacete</addr-line>, <country>Spain</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Postgraduate Program in Public Health</institution>, <institution>Universidade Estadual de Londrina</institution>, <addr-line>Londrina</addr-line>, <country>Brazil</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/530987/overview">Alberto Borraccino</ext-link>, University of Turin, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1013124/overview">Zaher Ahmad Nazzal</ext-link>, An-Najah National University, Palestine</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1041486/overview">Joanna Mazur</ext-link>, University of Zielona G&#xf3;ra, Poland</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: H&#xe9;ctor Guti&#xe9;rrez-Espinoza, <email>hector.gutierrez@udla.edu.ec</email>; Desir&#xe9;e Victoria-Montesinos, <email>dvictoria@ucam.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>68</volume>
<elocation-id>1605820</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>01</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 L&#xf3;pez-Gil, Jim&#xe9;nez-L&#xf3;pez, Fern&#xe1;ndez-Rodr&#xed;guez, Garrido-Miguel, Victoria-Montesinos, Guti&#xe9;rrez-Espinoza, T&#xe1;rraga-L&#xf3;pez and Mesas.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>L&#xf3;pez-Gil, Jim&#xe9;nez-L&#xf3;pez, Fern&#xe1;ndez-Rodr&#xed;guez, Garrido-Miguel, Victoria-Montesinos, Guti&#xe9;rrez-Espinoza, T&#xe1;rraga-L&#xf3;pez and Mesas</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>
<bold>Objectives:</bold> The aim of this study was twofold: a) to establish the prevalence of adolescents with disordered eating and b) to determine the factors associated with this prevalence in a sample of Spanish adolescents from the <italic>Valle de Ricote</italic> (Region of Murcia, Spain).</p>
<p>
<bold>Methods:</bold> This cross-sectional study analyzed data from 730 adolescents (56.2% girls) from the EHDLA study. To determine the prevalence of disordered eating, the Sick, Control, One stone, Fat, Food (SCOFF) questionnaire was used. A socioecological approach was used to identify individual-, interpersonal-, or organizational-level factors associated with disordered eating.</p>
<p>
<bold>Results:</bold> The prevalence of disordered eating was 30.1%. This condition was associated with female sex (odds ratio [OR] &#x3d; 2.60; 95% confidence interval [CI], 1.81&#x2013;3.73), immigrant status (OR &#x3d; 2.22; 95% CI, 1.51&#x2013;3.25), or excess weight (OR &#x3d; 2.74; 95% CI, 1.93&#x2013;3.89). Furthermore, for each additional hour slept, lower odds of having disordered eating were found (OR &#x3d; 0.81; 95% CI, 0.67&#x2013;0.98).</p>
<p>
<bold>Discussion:</bold> Almost one-third of the sample of Spanish adolescents analyzed reported disordered eating. Female sex, immigrant status and excess weight are individual aspects that seem to be related to disordered eating among Spanish adolescents.</p>
</abstract>
<kwd-group>
<kwd>eating disorders</kwd>
<kwd>lifestyle</kwd>
<kwd>correlates</kwd>
<kwd>youths</kwd>
<kwd>obesity</kwd>
<kwd>overweight</kwd>
<kwd>sleep</kwd>
<kwd>immigrant status</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Eating disorders are severe and potentially life-threatening illnesses affecting people throughout the life span, with a specific influence on both the physical and psychological development of the young population (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B45">2</xref>). Because of the serious consequences of untreated eating disorders (<xref ref-type="bibr" rid="B2">3</xref>), early identification and therapeutic intervention play a key role in minimizing their impacts. An increased prevalence of eating disorders in adolescents has been observed (<xref ref-type="bibr" rid="B3">4</xref>), which has spiked since 2020 due to the effects of the COVID-19 pandemic on eating habits and social behavior in this age group (<xref ref-type="bibr" rid="B4">5</xref>). Adolescence is an age phase that usually involves an increased risk of harmful behaviors that can have undesirable consequences for health status (<xref ref-type="bibr" rid="B5">6</xref>), such as eating disorders. However, although the epidemiology of eating disorders in European countries has been examined in adults (<xref ref-type="bibr" rid="B6">7</xref>, <xref ref-type="bibr" rid="B7">8</xref>), an accurate estimate of the prevalence of these disorders in this risky age phase is still underaddressed in European countries.</p>
<p>The prevalence rate for eating disorders differs according to the population studied and the criteria applied to establish an eating disorder (<xref ref-type="bibr" rid="B8">9</xref>). A systematic review of prevalence studies (from 1994 to 2013) found broadly varied estimates in the lifetime prevalence of eating disorders, ranging from 0.3% to 0.6% for men and 1.0%&#x2013;22.7% for women (<xref ref-type="bibr" rid="B9">10</xref>). Despite this, eating disorders are often poorly detected in the general population, resulting in delayed treatment (<xref ref-type="bibr" rid="B10">11</xref>). A cross-sectional study including more than 10,000 US adolescents aged 13&#x2013;18&#xa0;years reported lifetime prevalence estimates of anorexia nervosa, bulimia nervosa, and binge-eating disorder of 0.3%, 0.9%, and 1.6%, respectively (<xref ref-type="bibr" rid="B11">12</xref>). Moreover, the mean age of onset for eating disorders was 12.5&#xa0;years (<xref ref-type="bibr" rid="B11">12</xref>).</p>
<p>In addition to diagnosed eating disorders, there are disordered eating, which can include weight-loss dieting, self-induced vomiting, self-induced vomiting, excessive exercise, binge eating, and use of diuretics or laxatives (<xref ref-type="bibr" rid="B12">13</xref>). Although disordered eating (e.g., unhealthy weight-control behaviors) predict outcomes linked with eating disorders (and obesity) in adolescents five years later (<xref ref-type="bibr" rid="B13">14</xref>), it is important to distinguish disordered eating from eating disorders (<xref ref-type="bibr" rid="B14">15</xref>). As such, these types of behaviors cannot be categorized as full-blown illnesses and should be carefully assessed since they may lead to eating disorders (<xref ref-type="bibr" rid="B12">13</xref>). In Spain, previous studies have described a prevalence of adolescents with disordered eating (measured by the Sick, Control, One stone, Fat, Food (SCOFF) questionnaire) ranging from 12% to 21% (<xref ref-type="bibr" rid="B15">16</xref>&#x2013;<xref ref-type="bibr" rid="B17">18</xref>).</p>
<p>Specific causes of eating disorders have not been identified, but the potential etiology includes emotional and cognitive vulnerability, genetic predisposition, environmental and social factors, and weight stigma (<xref ref-type="bibr" rid="B18">19</xref>, <xref ref-type="bibr" rid="B19">20</xref>). In relation to the factors associated with disordered eating, previous studies have shown associations with sex (<xref ref-type="bibr" rid="B20">21</xref>, <xref ref-type="bibr" rid="B21">22</xref>), excess weight (<xref ref-type="bibr" rid="B17">18</xref>, <xref ref-type="bibr" rid="B20">21</xref>&#x2013;<xref ref-type="bibr" rid="B22">23</xref>), socioeconomic status (<xref ref-type="bibr" rid="B23">24</xref>), immigrant status (<xref ref-type="bibr" rid="B24">25</xref>, <xref ref-type="bibr" rid="B25">26</xref>), screen time (<xref ref-type="bibr" rid="B22">23</xref>, <xref ref-type="bibr" rid="B26">27</xref>), substance use (<xref ref-type="bibr" rid="B25">26</xref>), nutritional issues (<xref ref-type="bibr" rid="B27">28</xref>, <xref ref-type="bibr" rid="B28">29</xref>), and family meals (<xref ref-type="bibr" rid="B29">30</xref>). However, most of these studies analyzed these relationships in isolation rather than including a broad spectrum of possible associated factors from a socioecological approach (<xref ref-type="bibr" rid="B30">31</xref>). This approach assumes that appropriate changes in the social environment will produce changes in individuals and that the support of individuals in the population is essential for implementing environmental changes (<xref ref-type="bibr" rid="B30">31</xref>). The socioecological approach may help to identify opportunities to prevent disordered eating by recognizing the individual (e.g., sex, attitudes), interpersonal (e.g., family, peers) and organizational (e.g., home, sports clubs) factors, among others, that could be associated with this condition.</p>
<p>Knowing the prevalence of disordered eating among adolescents and, especially, its associated factors could be useful to subsidize public policies and intervention programs for the prevention of these behaviors and, probably, of future eating disorders. Thus, the aim of this study was twofold: a) to establish the prevalence of adolescents with disordered eating and b) to determine the factors associated with this prevalence (i.e., age, sex, race/ethnicity, immigrant status, body mass index status, physical activity, sedentary behavior, sleep duration, muscle-strengthening activities, adherence to the Mediterranean diet, tobacco consumption, alcohol consumption, cannabis consumption, educational level of parents/guardians, socioeconomic status, type of schooling, area of residence, attending a sports club, dog owner, TV in bedroom, type of family, and number of siblings) in a representative sample of adolescents from the <italic>Valle de Ricote</italic> (Region of Murcia, Spain).</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Study Design and Population</title>
<p>This cross-sectional study analyzed data from the EDHLA study, which included a representative sample of adolescents aged 12&#x2013;17&#xa0;years from the <italic>Valle de Ricote</italic> (Region of Murcia, Spain). All three secondary schools from this region (CE El Ope, IES Vicente Medina, and IES Pedro Guill&#xe9;n) were assessed for this study. Using a simple random sampling technique, the sample size estimated for the EDHLA study was 1,138. In this study, we only included adolescents with complete data for all the variables assessed. Thus, a total of 730 participants (56.2% girls) were included in this study. Data were collected during the 2021/2022 academic year. The detailed methodology of the EHDLA study has been published elsewhere (<xref ref-type="bibr" rid="B31">32</xref>).</p>
<p>To participate in this study, the parents or legal guardians of the adolescents received a signed written informed consent form before the participants&#x2019; enrollment. Additionally, both parents or legal guardians and their children received an information sheet explaining the aims of this research project and the tests and questionnaires administered. Likewise, adolescents were asked about their willingness to participate in the study.</p>
<p>This study was approved by the Bioethics Committee of the University of Murcia (ID 2218/2018) and the Ethics Committee of the Albacete University Hospital Complex and the Albacete Integrated Care Management (ID 2021-85). Moreover, the study was carried out following the Helsinki Declaration and respected the human rights of the participants enrolled.</p>
</sec>
<sec id="s2-2">
<title>Procedures</title>
<sec id="s2-2-1">
<title>Disordered Eating</title>
<p>To determine the prevalence of disordered eating, the SCOFF questionnaire was used (<xref ref-type="bibr" rid="B32">33</xref>). This tool contains five questions that can be self-administered with an acceptable sensitivity and specificity at a threshold of two (i.e., if patients provided positive responses to at least two of the five questions). In this study, the SCOFF was administered by two psychologists. The Spanish SCOFF questionnaire version has been validated for its use in primary care settings (<xref ref-type="bibr" rid="B33">34</xref>). A score &#x2265;2 points was used to indicate disordered eating (<xref ref-type="bibr" rid="B33">34</xref>). For each specific eating disorder, this cutoff point showed a sensitivity and specificity (respectively) as follows: bulimia, 97.8% and 94.4%; anorexia, 93.1% and 94.4%; and eating disorders not otherwise specified, 100% and 94.4%.</p>
</sec>
</sec>
<sec id="s2-3">
<title>Associated Factors From a Socioecological Approach</title>
<sec id="s2-3-1">
<title>Individual-Level Factors</title>
<p>Age, sex, and inmigrant status were self-reported by adolescents. Immigrant status was considered when adolescents met at least one of the following conditions: (a) immigrant parents, (b) born outside Spain, or (c) at least one parent from another country.</p>
<p>The Youth Activity Profile Physical (YAP), a 15-item self-report instrument, was used to obtain information related to physical activity and sedentary behavior among adolescents (<xref ref-type="bibr" rid="B34">35</xref>). The YAP is a self-administered 7-day recall (previous week) questionnaire adapted to young people aged 8&#x2013;17&#xa0;years. The items use a 5-point Likert scale and are separated into three sections: 1) activity at school, 2) activity out-of-school, and 3) sedentary habits. Physical activity (at school and out-of-school) and sedentary behavior (sedentary habits) scores were determined by summing the items in each section. Therefore, the total physical activity score (from item 1 to item 10) and sedentary behavior score (from item 11 to item 15) were averaged independently. The Spanish version of YAP (YAP-S) has been validated and adapted (<xref ref-type="bibr" rid="B35">36</xref>).</p>
<p>Sleep duration was assessed by asking participants for weekdays and weekend days separately: &#x201c;What time do you usually go to bed?&#x201d; and &#x201c;What time do you usually get up?&#x201d;. The average daily sleep duration was computed for each participant as follows: [(average nocturnal sleep duration on weekdays &#xd7; 5) &#x2b; (average nocturnal sleep duration on weekends &#xd7; 2)]/7.</p>
<p>Concerning the quality diet, adherence to the Mediterranean diet was assessed by the Mediterranean Diet Quality Index for Children and Teenagers (KIDMED) index (<xref ref-type="bibr" rid="B36">37</xref>). The KIDMED index ranges from zero to 12 and is based on a 16-question test. Items reporting unhealthy characteristics related to the Mediterranean diet are scored with &#x2212;1 point, and those reporting healthy characteristics are scored with &#x2b;1 point. The sum of all scores from the KIDMED test will be used to categorize the scores into 3 different levels: (a) optimal Mediterranean diet (&#x3e;8 points), (b) improvement needed to adjust intake to Mediterranean patterns (from 4 to 7 points), and (c) very low diet quality (&#x2264;3 points) (<xref ref-type="bibr" rid="B36">37</xref>).</p>
<p>Tobacco consumption was determined by the following question: &#x201c;Have you ever smoked tobacco during the last 30 days?&#x201d;. The response options were (a) never, (b) once or twice, (c) 3 to 5 times, (d) 6 to 9 times, (e) 10 to 19 times, (f) 20 to 29 times, or (g) 30 times or more (<xref ref-type="bibr" rid="B37">38</xref>). Subsequently, tobacco consumption was considered when participants smoked at least once or twice during the last 30 days. This same question was asked for alcohol and cannabis, and therefore, alcohol consumption and cannabis consumption were determined (<xref ref-type="bibr" rid="B37">38</xref>).</p>
<p>Following the standard protocols, the body weight of the adolescents was measured by an electronic scale (with an accuracy of 0.1&#xa0;kg) (Tanita BC-545, Tokyo, Japan), while the height was determined by a portable height rod with an accuracy of 0.1&#xa0;cm (Leicester Tanita HR 001, Tokyo, Japan). Body mass index was calculated by dividing body weight (in kg) by height (in squared meters). Furthermore, the body mass index z score was computed by the WHO age-specific and sex-specific thresholds (<xref ref-type="bibr" rid="B38">39</xref>)<sup>,</sup> and therefore, body mass index status was computed: a) no excess weight (underweight/normal weight); b) excess weight (overweight/obesity).</p>
</sec>
<sec id="s2-3-2">
<title>Interpersonal Level Factors</title>
<p>Socioeconomic status (SES) was assessed with the Family Affluence Scale (FAS&#x2013;III) (<xref ref-type="bibr" rid="B39">40</xref>). The FAS&#x2013;III contains six different items related to vehicles, bedrooms, computers, bathrooms, dishwashers and travel and ranges from zero to 13 points. In addition, three different categories were determined: a) low SES (0&#x2013;2 points); b) medium SES (3&#x2013;5 points); and c) high SES (&#x2265;6 points). The greater the FAS&#x2013;III, the higher the socioeconomic status.</p>
<p>In addition, adolescents were asked about the educational level of their father/mother/legal guardian individually. Possible choices will be (a) incomplete primary education, (b) complete primary education, (c) incomplete secondary education, (d) complete secondary education, (e) incomplete higher education, or (f) complete higher education.</p>
</sec>
<sec id="s2-3-3">
<title>Organizational Level Factors</title>
<p>The type of schooling was divided into two categories: (a) public and (b) private with public funds. Area of residence was divided into (a) urban (&#x3e;5,000 inhabitants) and (b) rural (&#x2264;5,000 inhabitants) (<xref ref-type="bibr" rid="B40">41</xref>).</p>
<p>On the other hand, adolescents were asked several questions related to the home environment. Information about the number of siblings was solicited. Similarly, the type of family will be asked. The possible options were (a) nuclear family (including two-parent families, reconstituted/compound families, same-sex families, or adoptive families); (b) single-parent family (men or women); and (c) extended family (which includes not only the immediate family members as parents, children, and siblings but also grandparents, aunts, uncles, cousins, or other relatives). Adolescents were also asked if they owned a dog and, if so, if they walked the dog. Thus, participants will be assigned to one of three categories: nondog owner (those who do not own dogs as pets), unwalked dog owner (those who do not regularly walk his/her dog), and walked dog owner (those who regularly walk his/her dog as a hobby) (<xref ref-type="bibr" rid="B41">42</xref>). Furthermore, they were asked for the presence of TV in the bedroom (yes/no).</p>
<p>Finally, adolescents were asked for organized sport activities by the following question: &#x201c;Do you attend a sport club?&#x201d;. Response was dichotomic (i.e., yes/no).</p>
</sec>
</sec>
<sec id="s2-4">
<title>Statistical Analysis</title>
<p>Descriptive data were reported by means (<italic>M</italic>) and standard deviation (<italic>SD</italic>) (quantitative variables) or frequencies (<italic>n</italic>) and percentages (<italic>%</italic>) (qualitative variables). An <italic>a priori</italic> power analysis was conducted for sample size estimation according to Hsieh et al. (<xref ref-type="bibr" rid="B42">43</xref>). This estimation was determined based on the ability to detect small effects (OR &#x3d; 1.44), considered to be small using Cohen&#x2019;s criteria (<xref ref-type="bibr" rid="B43">44</xref>). A proportion of 30% of disordered eating was assumed (<xref ref-type="bibr" rid="B45">2</xref>, <xref ref-type="bibr" rid="B44">45</xref>). With an alpha (<italic>&#x3b1;</italic>) value of 0.05 (type I error rate) and a beta value (<italic>&#x3b2;</italic>) of 0.20 (type II error rate), the minimum sample size needed with this effect size is N &#x3d; 287 for binary logistic regression analysis. However, including additional explanatory variables in a regression model can increase the standard error of the coefficient estimate for the independent variables of interest and reduce statistical power. Hence, we used a coefficient of determination (<italic>R</italic>
<sup>2</sup>) value of 0.5 to account for a moderate amount of the variability in the outcome variable; therefore, the minimum sample size required was N &#x3d; 573. Thus, the obtained sample size of N &#x3d; 730 is above that is required to test the study hypothesis. Backward binary logistic regression analysis was performed with all the potential associated factors as independent variables and disordered eating (i.e., &#x2265;2 points on SCOFF) as the dependent variable. Thus, the potential associated factors with the greatest <italic>p</italic>-value were excluded using a manual backward elimination approach (<italic>p</italic>-value for removal above 0.2) in each step of the binary logistic regression. A cutoff value of <italic>p</italic> &#x3c; 0.2 has been suggested in some cases for variable selection in logistic regression, particularly when there are many potential predictors or the sample size is small (<xref ref-type="bibr" rid="B46">46</xref>). Moreover, the factors that remained in the last step with a <italic>p</italic> &#x3c; 0.05 were selected as factors associated with disordered eating. Furthermore, we used model coefficients, omnibus tests, Nagelkerke&#x2019;s <italic>R</italic>
<sup>2</sup>, and the Hosmer&#x2012;Lemeshow test to assess the performance of the logistic regression model in predicting the binary outcome variable. All analyses were performed with SPSS software (IBM Corp, Armonk, NY, USA) for Windows (version 28.0). Statistical significance was considered when the <italic>p</italic>-value was lower than 0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>
<xref ref-type="table" rid="T1">Table 1</xref> shows the descriptive information of the study participants globally and stratified by disordered eating. Participants included in this study were from CE El Ope (20.4%), IES Vicente Medina (53.5%), and IES Pedro Guill&#xe9;n (26.0%). The prevalence of disordered eating was 30.1% (95% CI 26.8&#x2013;33.4). The prevalence of disordered eating was higher among adolescent girls, immigrants, and those with excess weight (<italic>p</italic> &#x3c; 0.001 for all). Furthermore, the number of Caucasian participants was lower in the disordered eating group (<italic>p</italic> &#x3d; 0.002). A greater number of adolescents reporting cannabis use was found in those with disordered eating (<italic>p</italic> &#x3d; 0.022). Last, a lower number of adolescents with parents/legal guardians with university studies was found in those with disordered eating (<italic>p</italic> &#x3c; 0.05 for all).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Descriptive data of the study participants (The Eating Healthy and Daily Life Activities (EHDLA) study, <italic>Valle de Ricote</italic>, Region of Murcia, Spain. 2023).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variables</th>
<th align="center">Total sample (N &#x3d; 730; 100%)</th>
<th align="center">Non-disordered eating (<italic>n</italic> &#x3d; 510; 69.9%)</th>
<th align="center">Disordered eating (<italic>n</italic> &#x3d; 220; 30.1%)</th>
<th rowspan="2" align="center">
<italic>p</italic>
</th>
</tr>
<tr>
<th align="center">M &#xb1; SD/n (%)</th>
<th align="center">M &#xb1; SD/n (%)</th>
<th align="center">M &#xb1; SD/n (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="5" align="left">Individual level</td>
</tr>
<tr>
<td align="left">&#x2003;Age (years)</td>
<td align="center">13.9 &#xb1; 1.5</td>
<td align="center">13.9 &#xb1; 1.5</td>
<td align="center">14.0 &#xb1; 1.6</td>
<td align="center">0.400</td>
</tr>
<tr>
<td align="left">&#x2003;Sex (%, girls)</td>
<td align="center">410 (56.2)</td>
<td align="center">259 (50.8)</td>
<td align="center">151 (68.6)</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Race/Ethnicity (%, Caucasian)</td>
<td align="center">617 (84.5)</td>
<td align="center">445 (87.3)</td>
<td align="center">172 (78.2)</td>
<td align="center">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Immigrant status (%, native)</td>
<td align="center">555 (76.0)</td>
<td align="center">411 (80.6)</td>
<td align="center">144 (65.5)</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;BMI status (%, excess weight<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>)</td>
<td align="center">342 (46.7)</td>
<td align="center">207 (40.6)</td>
<td align="center">135 (61.4)</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;YAP-S physical activity (score<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>)</td>
<td align="center">2.6 &#xb1; 0.7</td>
<td align="center">2.6 &#xb1; 0.7</td>
<td align="center">2.6 &#xb1; 0.7</td>
<td align="center">0.293</td>
</tr>
<tr>
<td align="left">&#x2003;YAP-S sedentary behavior (score<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>)</td>
<td align="center">2.6 &#xb1; 0.6</td>
<td align="center">2.6 &#xb1; 0.7</td>
<td align="center">2.6 &#xb1; 0.7</td>
<td align="center">0.639</td>
</tr>
<tr>
<td align="left">&#x2003;Sleep duration (hours)</td>
<td align="center">8.2 &#xb1; 0.9</td>
<td align="center">8.3 &#xb1; 0.9</td>
<td align="center">8.1 &#xb1; 1.0</td>
<td align="center">
<bold>0.010</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Muscle-strengthening activities (days)</td>
<td align="center">2.4 &#xb1; 1.9</td>
<td align="center">2.4 &#xb1; 1.9</td>
<td align="center">2.3 &#xb1; 1.9</td>
<td align="center">0.690</td>
</tr>
<tr>
<td align="left">&#x2003;KIDMED (score)</td>
<td align="center">6.5 &#xb1; 2.5</td>
<td align="center">6.5 &#xb1; 2.4</td>
<td align="center">6.5 &#xb1; 2.6</td>
<td align="center">0.902</td>
</tr>
<tr>
<td colspan="5" align="left">&#x2003;Adherence to the MD</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Low MD</td>
<td align="center">90 (12.3)</td>
<td align="center">58 (11.4)</td>
<td align="center">32 (14.5)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Moderate MD</td>
<td align="center">370 (50.5)</td>
<td align="center">266 (52.2)</td>
<td align="center">103 (46.8)</td>
<td align="center">0.314</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;High MD</td>
<td align="center">272 (37.2)</td>
<td align="center">186 (36.5)</td>
<td align="center">85 (38.6)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;Tobacco consumption (%, yes)</td>
<td align="center">51 (7.0)</td>
<td align="center">30 (5.9)</td>
<td align="center">21 (9.5)</td>
<td align="center">0.075</td>
</tr>
<tr>
<td align="left">&#x2003;Alcohol consumption (%, yes)</td>
<td align="center">131 (17.9)</td>
<td align="center">85 (16.7)</td>
<td align="center">46 (20.9)</td>
<td align="center">0.170</td>
</tr>
<tr>
<td align="left">&#x2003;Cannabis consumption (%, yes)</td>
<td align="center">44 (6.0)</td>
<td align="center">24 (4.7)</td>
<td align="center">20 (9.1)</td>
<td align="center">
<bold>0.022</bold>
</td>
</tr>
<tr>
<td colspan="5" align="left">
<italic>Interpersonal level</italic>
</td>
</tr>
<tr>
<td align="left">&#x2003;Educational level (father) (%, university studies)</td>
<td align="center">160 (21.9)</td>
<td align="center">125 (24.5)</td>
<td align="center">35 (15.9)</td>
<td align="center">
<bold>0.010</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Educational level (mother) (%, university studies)</td>
<td align="center">208 (28.5)</td>
<td align="center">160 (31.4)</td>
<td align="center">48 (21.8)</td>
<td align="center">
<bold>0.009</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;FAS-III (score)</td>
<td align="center">8.1 &#xb1; 2.1</td>
<td align="center">8.2 &#xb1; 2.1</td>
<td align="center">7.9 &#xb1; 2.2</td>
<td align="center">
<bold>0.043</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Low SES</td>
<td align="center">161 (22.1)</td>
<td align="center">104 (20.4)</td>
<td align="center">57 (25.9)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Medium SES</td>
<td align="center">388 (53.2)</td>
<td align="center">273 (53.5)</td>
<td align="center">115 (52.3)</td>
<td align="center">0.193</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;High SES</td>
<td align="center">181 (24.8)</td>
<td align="center">133 (26.1)</td>
<td align="center">48 (21.8)</td>
<td align="center"/>
</tr>
<tr>
<td colspan="5" align="left">
<italic>Organizational level</italic>
</td>
</tr>
<tr>
<td align="left">&#x2003;Type of schooling (%, public)</td>
<td align="center">581 (79.6)</td>
<td align="center">402 (78.8)</td>
<td align="center">179 (81.4)</td>
<td align="center">0.435</td>
</tr>
<tr>
<td align="left">&#x2003;Area of residence (%, urban)</td>
<td align="center">541 (74.1)</td>
<td align="center">380 (74.5)</td>
<td align="center">161 (73.3)</td>
<td align="center">0.707</td>
</tr>
<tr>
<td align="left">&#x2003;Attending in a sports club (%, yes)</td>
<td align="center">250 (34.5)</td>
<td align="center">182 (35.7)</td>
<td align="center">66 (30.0)</td>
<td align="center">0.137</td>
</tr>
<tr>
<td colspan="5" align="left">&#x2003;Dog owner</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Nondog owner</td>
<td align="center">459 (62.7)</td>
<td align="center">312 (61.2)</td>
<td align="center">147 (66.8)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Unwalked dog owner</td>
<td align="center">55 (7.5)</td>
<td align="center">38 (7.5)</td>
<td align="center">17 (7.7)</td>
<td align="center">0.271</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Walked dog owner</td>
<td align="center">216 (29.6)</td>
<td align="center">160 (31.4)</td>
<td align="center">56 (25.5)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;TV in bedroom (%, yes)</td>
<td align="center">312 (42.7)</td>
<td align="center">221 (43.3)</td>
<td align="center">91 (41.4)</td>
<td align="center">0.622</td>
</tr>
<tr>
<td colspan="5" align="left">&#x2003;Type of family</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Extended family</td>
<td align="center">20 (2.7)</td>
<td align="center">12 (2.4)</td>
<td align="center">8 (3.6)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Single-parent family</td>
<td align="center">38 (5.2)</td>
<td align="center">31 (6.1)</td>
<td align="center">7 (3.2)</td>
<td align="center">0.179</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Nuclear family</td>
<td align="center">672 (92.1)</td>
<td align="center">467 (91.6)</td>
<td align="center">205 (93.2)</td>
<td align="center"/>
</tr>
<tr>
<td align="left">&#x2003;Siblings (number)</td>
<td align="center">0.9 &#xb1; 0.3</td>
<td align="center">0.9 &#xb1; 0.3</td>
<td align="center">0.9 &#xb1; 0.3</td>
<td align="center">0.240</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Prevalence of excess weight according to the World Health Organization criteria.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>Average of items 1 to 10 of the YAP-S questionnaire.</p>
</fn>
<fn id="Tfn3">
<label>
<sup>c</sup>
</label>
<p>Average of items 11 to 15 of the YAP-S questionnaire. BMI, body mass index; FAS-III, Family Affluence Scale&#x2013;III; KIDMED, Mediterranean Diet Quality Index in children and adolescents; MD, Mediterranean diet; SES, socioeconomic status; TV, television; YAP-S, Spanish Youth Activity Profile. Bold indicates a <italic>p</italic>-value &#x3c;0.05.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> displays the prevalence of the different behaviors evaluated in the SCOFF questionnaire among the sample of adolescents analyzed. The disordered eating behavior most reported was related to &#x201c;weight loss&#x201d; (28.5%). Conversely, &#x201c;lack of control&#x201d; was the lowest disordered eating behavior reported by adolescents (13.4%).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Prevalence of different disordered eating behaviors among adolescents included in the Sick, Control, One stone, Fat, Food questionnaire (The Eating Healthy and Daily Life Activities (EHDLA) study, <italic>Valle de Ricote</italic>, Region of Murcia, Spain. 2023). SCOFF, Sick, Control, One stone, Fat, Food.</p>
</caption>
<graphic xlink:href="ijph-68-1605820-g001.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> describes the associated factors maintained in the last step of the binary logistic regression model. Backward logistic regression analysis included 16 steps, in which the least statistically significant correlation was removed from the model in each step. Female sex (OR &#x3d; 2.60; 95% CI, 1.81&#x2013;3.73), immigrant status (OR &#x3d; 2.22; 95% CI, 1.51&#x2013;3.25) and excess weight (OR &#x3d; 2.74; 95% CI, 1.93&#x2013;3.89) were associated with disordered eating. Furthermore, for each additional hour slept, the odds of having disordered eating were lower (OR &#x3d; 0.81; 95% CI, 0.67&#x2013;0.98).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Binary logistic regression analysis with potential associated factors as independent variables and disordered eating behaviors as a dependent variable among Spanish adolescents (The Eating Healthy and Daily Life Activities (EHDLA) study, <italic>Valle de Ricote</italic>, Region of Murcia, Spain. 2023).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Predictors</th>
<th colspan="2" align="center">OR<xref ref-type="table-fn" rid="Tfn4">
<sup>a</sup>
</xref>
</th>
<th align="center">95% CI</th>
<th align="center">P</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Individual level</td>
<td colspan="2" align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Age</td>
<td colspan="4" align="center">Variable excluded in step 9<xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Sex</td>
<td colspan="4" align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Boys</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Girls</td>
<td colspan="2" align="center">
<bold>2.60</bold>
</td>
<td align="center">
<bold>1.81&#x2013;3.73</bold>
</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Race/Ethnicity</td>
<td colspan="4" align="center">Variable excluded in step 5 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Immigrant status</td>
<td colspan="2" align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Native</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Immigrant</td>
<td colspan="2" align="center">
<bold>2.22</bold>
</td>
<td align="center">
<bold>1.51&#x2013;3.25</bold>
</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;BMI status <xref ref-type="table-fn" rid="Tfn6">
<sup>c</sup>
</xref>
</td>
<td colspan="2" align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;No excess weight</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Excess weight</td>
<td colspan="2" align="center">
<bold>2.74</bold>
</td>
<td align="center">
<bold>1.93&#x2013;3.89</bold>
</td>
<td align="center">
<bold>&#x3c;0.001</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;YAP-S physical activity (per 1 point)</td>
<td colspan="2" align="center">1.23</td>
<td align="center">0.95&#x2013;1.59</td>
<td align="center">0.125</td>
</tr>
<tr>
<td align="left">&#x2003;YAP-S sedentary behavior</td>
<td colspan="4" align="center">Variable excluded in step 11 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Sleep duration (per 1&#xa0;hour)</td>
<td colspan="2" align="center">
<bold>0.81</bold>
</td>
<td align="center">
<bold>0.67&#x2013;0.98</bold>
</td>
<td align="center">
<bold>0.033</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;Muscle-strengthening activities</td>
<td colspan="4" align="center">Variable excluded in step 4 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Adherence to the MD</td>
<td colspan="4" align="center">Variable excluded in step 12 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Tobacco consumption</td>
<td colspan="4" align="center">Variable excluded in step 7 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Alcohol consumption</td>
<td colspan="4" align="center">Variable excluded in step 6 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Cannabis consumption</td>
<td colspan="4" align="center">Variable excluded in step 15 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;No</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Yes</td>
<td colspan="2" align="center">1.87</td>
<td align="center">0.95&#x2013;3.70</td>
<td align="center">0.072</td>
</tr>
<tr>
<td align="left">Interpersonal level</td>
<td colspan="4" align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Educational level (father)</td>
<td colspan="4" align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;No university studies</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;University studies</td>
<td colspan="2" align="center">0.65</td>
<td align="left">0.42&#x2013;1.01</td>
<td align="center">0.055</td>
</tr>
<tr>
<td align="left">&#x2003;Educational level (mother)</td>
<td colspan="4" align="center">Variable excluded in step 1 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;FAS-III status</td>
<td colspan="4" align="center">Variable excluded in step 2 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Organizational level</td>
<td colspan="2" align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Type of schooling</td>
<td colspan="4" align="center">Variable excluded in step 3 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Area of residence</td>
<td colspan="4" align="center">Variable excluded in step 8 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Attending in a sports club</td>
<td colspan="4" align="center">Variable excluded in step 9 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Dog owner status</td>
<td colspan="4" align="center">Variable excluded in step 13 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;TV in bedroom</td>
<td colspan="4" align="center">Variable excluded in step 10 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Type of family</td>
<td colspan="4" align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Extended family</td>
<td colspan="2" align="center">1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Single-parent family</td>
<td colspan="2" align="center">0.29</td>
<td align="center">0.08&#x2013;1.01</td>
<td align="center">0.062</td>
</tr>
<tr>
<td align="left">&#x2003;&#x2003;Nuclear family</td>
<td colspan="2" align="center">0.71</td>
<td align="center">0.27&#x2013;1.87</td>
<td align="center">0.489</td>
</tr>
<tr>
<td align="left">&#x2003;Number of siblings</td>
<td colspan="4" align="center">Variable excluded in step 14 <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td colspan="5" align="left">Model coefficient omnibus tests: <italic>&#x3c7;</italic>
<sup>2</sup> &#x3d; 98.335; <italic>df</italic> &#x3d; 10; <italic>p</italic> &#x3c; 0.001</td>
</tr>
<tr>
<td colspan="5" align="left">Model summary: Nagelkerke&#x2019;s <italic>R</italic>
<sup>2</sup> &#x3d; 0.179</td>
</tr>
<tr>
<td colspan="5" align="left">Hosmer&#x2012;Lemeshow test: <italic>&#x3c7;</italic>
<sup>2</sup> &#x3d; <italic>7.095; df &#x3d; 8; p</italic> &#x3d; 0.526</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn4">
<label>
<sup>a</sup>
</label>
<p>Non-disordered eating selected as a reference group.</p>
</fn>
<fn id="Tfn5">
<label>
<sup>b</sup>
</label>
<p>Logistic regression models with the backward stepwise variable selection method (statistical criterion <italic>p</italic> &#x3e; 0.20). BMI, body mass index; df, degrees of freedom; FAS, Family Affluence Scale; MD, Mediterranean diet; TV, television; YAP-S, Spanish Youth Activity Profile. Bold indicates associated factors with a p-value &#x3c; 0.05.</p>
</fn>
<fn id="Tfn6">
<label>
<sup>c</sup>
</label>
<p>Prevalence of excess weight according to the World Health Organization criteria.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Overall, our findings showed that three out of 10 participants reported disordered eating. This result is slightly higher than previous studies performed in Spain, including samples of adolescents (<xref ref-type="bibr" rid="B16">17</xref>, <xref ref-type="bibr" rid="B17">18</xref>, <xref ref-type="bibr" rid="B47">47</xref>). The highest disordered eating behavior reported by adolescents was related to weight loss. One possible explanation for this greater prevalence is that excess weight and disordered eating behaviors usually coexist (<xref ref-type="bibr" rid="B48">48</xref>). Given that the Region of Murcia has been identified as the region of Spain with the highest prevalence of excess weight in young people (<xref ref-type="bibr" rid="B49">49</xref>) and the high prevalence of excess weight found in our study, this finding seems to be justified. Furthermore, in the bivariate analyses, the prevalence of disordered eating was significantly different according to sex, race, immigration status, BMI status, sleep duration, cannabis use, FAS&#x2013;III (score) or educational level (parents/legal guardians). Notwithstanding, when a socioecological approach was applied, some individual-level factors, such as sex, immigrant status, excess weight and sleep duration, were significantly associated with disordered eating, which suggests that fundamental disparities exist in relation to this worrisome condition among the sample of Spanish adolescents analyzed.</p>
<p>Our findings indicated that female sex was linked with disordered eating. This result agrees with previous studies (<xref ref-type="bibr" rid="B45">2</xref>, <xref ref-type="bibr" rid="B20">21</xref>, <xref ref-type="bibr" rid="B21">22</xref>) but disagrees with others (<xref ref-type="bibr" rid="B22">23</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Although sex differences in disordered eating are relatively minor in adolescence (<xref ref-type="bibr" rid="B50">50</xref>), these disorders are known to predominate among girls (<xref ref-type="bibr" rid="B45">2</xref>, <xref ref-type="bibr" rid="B51">51</xref>). Traditionally, studies have focused predominantly on the female sex, but currently, this has no longer been considered a girl-specific issue (<xref ref-type="bibr" rid="B51">51</xref>). Similarly, eating disorders and disordered eating in boys may present differently than in girls, specifically with muscle-oriented disordered eating (<xref ref-type="bibr" rid="B52">52</xref>). The reasons for sex differences in prevalence are not well known (<xref ref-type="bibr" rid="B50">50</xref>). It has been noted that disordered eating are frequently unobserved among boys (<xref ref-type="bibr" rid="B53">53</xref>). Boys are presumed to underreport the problem because of the stigma of female sex eating disorders (<xref ref-type="bibr" rid="B54">54</xref>), and disordered eating are considered specific to girls/women (<xref ref-type="bibr" rid="B53">53</xref>). Additionally, it has been advised that the current diagnostic criteria of eating disorder (<xref ref-type="bibr" rid="B55">55</xref>) fail to detect disordered eating behaviors unique to boys (i.e., behaviors aimed at increasing muscle mass and weight to counteract body image dissatisfaction (<xref ref-type="bibr" rid="B53">53</xref>)).</p>
<p>Our results also indicated that immigrant status was associated with disordered eating. This result is in line with a previous longitudinal study in Spain carried out by Esteban-Gonzalo et al. (<xref ref-type="bibr" rid="B24">25</xref>), who found in adolescents that immigrant populations, mainly boys, seem to be more susceptible to disordered eating than non-immigrant boys. Similarly, H&#xf6;lling and Schlack (<xref ref-type="bibr" rid="B25">26</xref>) found that the prevalence of German adolescents with disordered eating was approximately 50% higher among immigrants than among non-immigrants. In fact, our understanding of and capacity to treat eating disorders among ethnic and racial minority groups continues to improve (<xref ref-type="bibr" rid="B56">56</xref>). One possible reason explaining this result could lie in the acculturative stress and ethnic minority position, since most of the evidence suggests a substantial link between this condition and eating disorder psychopathology (<xref ref-type="bibr" rid="B57">57</xref>). Another possible justification is that marriages including a foreign-born and a native-born partner could lead to greater levels of unsolved family agreements, a variable associated with increased disordered eating (<xref ref-type="bibr" rid="B58">58</xref>). However, why marriage including a foreign-born and a native-born partner is related to increased disordered eating for offspring is still an open question (<xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>On the other hand, we found that excess weight was linked with disordered eating. This result matches the scientific literature (<xref ref-type="bibr" rid="B45">2</xref> L&#x00f3;pez-Gil et al.). For instance, a previous study by D&#x2019;Anna et al. (<xref ref-type="bibr" rid="B20">21</xref>), reported that the prevalence of disordered eating among Italian adolescents was greater in the higher BMI categories. Similarly, Feng and Abebe (<xref ref-type="bibr" rid="B22">23</xref>) found that perceived excess weight was associated with disordered eating in their study among Chinese adolescents. Guti&#xe9;rrez et al. (<xref ref-type="bibr" rid="B21">22</xref>) also found that a higher body mass index was linked with disordered eating. There are some potential reasons for this result. For instance, adolescents who have excess weight may adopt disordered eating behaviors while trying to lose weight, and early efforts to lose weight by eating healthy may progress to skipping meals, severe dietary restriction, prolonged periods of starvation, the use of laxatives, diet pills, or self-induced vomiting (<xref ref-type="bibr" rid="B60">60</xref>). In addition, as previously mentioned, excess weight and disordered eating frequently overlap (<xref ref-type="bibr" rid="B48">48</xref>). Thus, the high prevalence of excess weight found in the sample of Spanish adolescents analyzed could explain this result. In accordance with this finding, the need to consider eating disorders and excess weight as part of a continuum of weight-related disorders has been highlighted (<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>).</p>
<p>Another interesting finding was that sleep duration was inversely linked with disordered eating. It has been suggested that disturbed sleep is a frequent complaint among individuals with a broad range of psychopathology and may be a particularly important factor in the development and course of eating disorders in adolescence (<xref ref-type="bibr" rid="B63">63</xref>). However, the literature on sleep and disordered eating is still scarce. Supporting this idea, variations in sleep duration may affect the susceptibility to losing control over eating after experiencing negative affect in a young population, and variations in sleep duration may impact susceptibility to losing control over eating after experiencing negative feelings in a young population (<xref ref-type="bibr" rid="B64">64</xref>). Furthermore, chronic sleep restriction may increase the likelihood of suboptimal dietary behavior in adolescents with excess weight (<xref ref-type="bibr" rid="B65">65</xref>). This is because they do not experience an increased inhibition-related neural response to counter the potential increase in reward-related neural response after sleep restriction (i.e., neural processes may be deficient in neutralizing increases in reward responding to mitigate excessive food intake) (<xref ref-type="bibr" rid="B65">65</xref>).</p>
<p>The present study has certain limitations that must be acknowledged. First, because of the cross-sectional nature of this study, a causal relationship cannot be established. Second, due to the inclusion of binge eating disorder and other specified eating disorders in the DSM-5, there is not enough evidence to support the use of SCOFF in primary care and community-based settings for screening the entire range of eating disorders. However, a meta-analysis by Kutz et al. (<xref ref-type="bibr" rid="B66">66</xref>) including 25 validation studies demonstrated that the SCOFF is a useful and simple screening tool for some of the most prevalent eating disorders (i.e., bulimia nervosa, anorexia nervosa). Third, we used self-report questionnaires to assess disordered eating and consequently, both social desirability and recall bias are possible. Conversely, this study has some strengths. For instance, we included a representative sample of adolescents from <italic>Valle de Ricote</italic> (Spain), which provides substantial external validity to our results. Similarly, these findings offer additional cross-sectional evidence of several understudied factors associated with disordered eating among adolescents from a socioecological approach.</p>
<p>In conclusion, almost one-third of Spanish adolescents from the <italic>Valle de Ricote</italic> (Region of Murcia, Spain) showed disordered eating, which could severely influence their general health. The associations found according to female sex, immigrant status and excess weight underline that there are fundamental individual disparities in having disordered eating among Spanish adolescents. Furthermore, these results suggest that longer sleep duration could help prevent disordered eating. Our findings point to the relevance of providing specific intervention programs to decrease the prevalence of disordered eating, mainly for adolescent girls, immigrants, and those with excess weight.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Bioethics Committee of the University of Murcia (ID 2218/2018) and the Ethics Committee of the Albacete University Hospital Complex and the Albacete Integrated Care Management (ID 2021-85). Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>JFL-G designed the study. JFL-G contributed to the interpretation and analysis of the data. JFL-G wrote of the initial draft. AEM, EJ-L, RF-R, MG-M, HG-E, DV-M, and PJT-L contributed to the revision of the manuscript. All authors approved the final version of the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of Interest</title>
<p>The authors declare that they do not have any conflicts of interest.</p>
</sec>
<ack>
<p>The authors would like to express their gratitude to <italic>Ayuntamiento de Archena</italic>, as well as the participation of all the adolescents, parents/legal guardians, physical education teachers, schools and staff implicated, and wish to thank them for the information provided. JL-G is a Margarita Salas Fellow (Universidad P&#xfa;blica de Navarra &#x2013; 1225/2022). Part of this work was presented in a poster session at the International Congress on Obesity (ICO) 18&#x2013;22 October 2022 in Melbourne (Australia).</p>
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