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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pain Res.</journal-id>
<journal-title>Frontiers in Pain Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pain Res.</abbrev-journal-title>
<issn pub-type="epub">2673-561X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpain.2025.1489293</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pain Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mobile phone dependence and musculoskeletal pain prevalence in adolescents: a cross-sectional study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Parra-Fernandez</surname><given-names>David Mauricio</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Alfonso-Mora</surname><given-names>Margareth Lorena</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2831579/overview" />
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>S&#x00E1;nchez-Vera</surname><given-names>Mar&#x00ED;a Alejandra</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2839917/overview" />
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>Sarmiento-Gonzalez</surname><given-names>Paola</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2854018/overview" />
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Garc&#x00ED;a Becerra</surname><given-names>Andrea Milena</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2997199/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Guerra-Balic</surname><given-names>Miriam</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1234181/overview" />
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Physiotherapy, Universidad de La Sabana</institution>, <addr-line>Ch&#x00ED;a</addr-line>, <country>Colombia</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Nursing, Universidad de La Sabana</institution>, <addr-line>Ch&#x00ED;a</addr-line>, <country>Colombia</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Faculty of Psychology and Behavioral Sciences, Universidad de La Sabana</institution>, <addr-line>Ch&#x00ED;a</addr-line>, <country>Colombia</country></aff>
<aff id="aff4"><label><sup>4</sup></label><institution>Facultat de Psicologia, Ci&#x00E8;ncies de l&#x0027;Educaci&#x00F3; i de l&#x0027;Esport Blanquerna, Universitat Ramon Llull</institution>, <addr-line>Barcelona, Catalonia</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Ad&#x00E9;rito Ricardo Duarte Seixas, Escola Superior de Sa&#x00FA;de Fernando Pessoa, Portugal</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Ana Velly, McGill University, Canada</p>
<p>Giancarlo De La Torre, Karolinska Institutet (KI), Sweden</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Margareth Lorena Alfonso-Mora <email>margarethalmo@unisabana.edu.co</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>19</day><month>03</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>6</volume><elocation-id>1489293</elocation-id>
<history>
<date date-type="received"><day>31</day><month>08</month><year>2024</year></date>
<date date-type="accepted"><day>28</day><month>02</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Parra-Fernandez, Alfonso-Mora, S&#x00E1;nchez-Vera, Sarmiento-Gonzalez, Garc&#x00ED;a Becerra and Guerra-Balic.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Parra-Fernandez, Alfonso-Mora, S&#x00E1;nchez-Vera, Sarmiento-Gonzalez, Garc&#x00ED;a Becerra and Guerra-Balic</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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><title>Objective</title>
<p>To investigate the association between adolescents&#x0027; mobile phone dependence (MPD) and musculoskeletal pain.</p>
</sec><sec><title>Methods</title>
<p>A cross-sectional study was conducted among 622 adolescents aged 10&#x2013;18 in Tabio, Colombia. Participants completed an online survey that included the MPD and the Nordic Musculoskeletal Questionnaire, which assessed musculoskeletal pain symptoms.</p>
</sec><sec><title>Results</title>
<p>56.3&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;350) participants reported experiencing musculoskeletal pain, with the upper back being the most affected area (30.4&#x0025;, <italic>n</italic>&#x2009;&#x003D;&#x2009;193). Adolescents reporting pain had significantly higher MPD scores compared to those without pain (mean 29 vs. 24, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Additionally, females exhibited higher MPD scores than males (mean 29 vs. 25, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and had a higher prevalence of pain (32&#x0025; vs. 24&#x0025;). Furthermore, older adolescents in the 11th grade had higher MPD scores than younger adolescents in the 5th grade (mean 31 vs. 21, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.019). Logistic regression analysis indicated that specific MPD dimensions, namely &#x201C;abuse&#x201D; and &#x201C;difficulty regulating use,&#x201D; were significantly associated with general pain and neck pain, but no association was observed with upper back pain. Furthermore, female sex was linked to both neck and upper back pain.</p>
</sec><sec><title>Conclusion</title>
<p>This study found that the MPD dimensions of &#x201C;abuse&#x201D; and &#x201C;difficulty regulating use&#x201D; were significantly associated with neck pain, regardless of the adolescents&#x0027; sex.</p>
</sec>
</abstract>
<kwd-group>
<kwd>musculoskeletal pain</kwd>
<kwd>mobile phone use</kwd>
<kwd>adolescent</kwd>
<kwd>physiotherapy</kwd>
<kwd>low back pain</kwd>
<kwd>neck pain</kwd>
</kwd-group><contract-num rid="cn001">ENF-59-2020</contract-num><contract-sponsor id="cn001">Universidad de La Sabana</contract-sponsor><counts>
<fig-count count="0"/>
<table-count count="5"/><equation-count count="0"/><ref-count count="30"/><page-count count="6"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Musculoskeletal Pain</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><title>Introduction</title>
<p>The widespread adoption of mobile phones has resulted in significantly increased screen time and sedentary behaviors among adolescents (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). This trend raises concerns about the potential burden on the musculoskeletal system. Globally, mobile phone usage is growing, with 5.44 billion users representing 68&#x0025; of the world&#x0027;s population (<xref ref-type="bibr" rid="B1">1</xref>). Among adolescents, usage has dramatically increased, with a 17&#x0025; rise observed between 2019 and 2021 (<xref ref-type="bibr" rid="B2">2</xref>), with approximately 70&#x0025; of Latino youth owning a mobile phone. Adolescents frequently use these devices for social media, video streaming, and gaming, with a weekly average usage increasing from 8 to 10&#x2005;h (<xref ref-type="bibr" rid="B2">2</xref>). In Colombia, the prevalence of mobile phone ownership among adolescents is approximately 61.7&#x0025;, with 30.6&#x0025; reporting daily use ranging from 30&#x2005;min to 1&#x2005;h (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>While mobile phones offer adolescents numerous benefits, including increased autonomy, improved academic performance, and enhanced social interaction (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>), excessive use is associated with considerable risks to physical, mental, and psychosocial well-being (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Problematic mobile phone use is particularly prevalent among 15- to 16-year-olds, as it is considered the most common way of dependency disorder during adolescence (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). This is characterized by excessive and frequent use (<xref ref-type="bibr" rid="B13">13</xref>), academic disruption, and emotional distress (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Emerging evidence strongly suggests a link between problematic mobile phone use and musculoskeletal disorders (MSKDs) in adolescents (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). MSKDs include a range of conditions affecting bones, muscles, joints, and connective tissues. Representing a major contributor to the global disease burden in individuals aged 15&#x2013;65, MSKDs affect an estimated 1.7 billion people worldwide (<xref ref-type="bibr" rid="B19">19</xref>). The prevalence of MSKDs in adolescents is estimated at 47.4&#x0025;, with pain being the primary reported symptom (<xref ref-type="bibr" rid="B20">20</xref>). Studies indicate a higher incidence of MSKDs associated with excessive mobile phone use among females compared to males (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>), particularly among those aged 15&#x2013;17 years (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>The most reported pain sites include the neck, shoulders, wrists/hands, upper back, and lower back; some adolescents also report vision-related symptoms (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). Prolonged mobile phone use (more than 10&#x2005;h per week) significantly increases the risk of neck and lower back pain. Furthermore, lifestyle factors such as physical inactivity, poor sleep, inadequate fruit and vegetable consumption, and substance use have been identified as predictors of persistent MSKDs (<xref ref-type="bibr" rid="B24">24</xref>), in addition to the posture adopted during mobile phone use (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>Given these concerns, this study investigated the association between MPD and MSKDs in adolescents residents of the Sabana Centro region of Colombia. It is the first to assess the prevalence of pain associated with problematic mobile phone use within the Colombian population. Its relevance is heightened by the substantial increase in screen time following the COVID-19 pandemic, impacting both educational and non-educational settings. A comprehensive understanding of problematic screen use, particularly concerning mobile phones, is crucial for developing effective interventions to improve adolescents&#x0027; health and well-being.</p>
</sec>
<sec id="s2" sec-type="methods"><title>Methods</title>
<sec id="s2a"><title>Study design</title>
<p>A cross-sectional design was applied to investigate the association between MPD and musculoskeletal pain among adolescents. Data were collected from two educational institutions in Tabio, Colombia, during September and October 2022. Ethical approval was received by the ethics committee of the University of La Sabana (Minute 021-18 Nov 2020). Before participation, all students provided informed assent, and their parents/guardians signed informed consent forms.</p>
</sec>
<sec id="s2b"><title>Sample size calculation</title>
<p>The sample size was calculated using R Studio 4.3.2.1 and the pwr package. A binomial statistical test was employed, assuming a small effect size [Cohen&#x0027;s <italic>h</italic>&#x2009;&#x003D;&#x2009;0.03 (<xref ref-type="bibr" rid="B8">8</xref>)], with a significance level (<italic>&#x03B1;</italic>) set to 0.05 and a power of 0.80. Based on these parameters, the required sample size was 622 participants (<xref ref-type="bibr" rid="B11">11</xref>).</p>
</sec>
<sec id="s2c"><title>Participants</title>
<p>For the recruitment process, 1,183 students from the two schools were invited to volunteer after receiving information about the study&#x0027;s objectives. A researcher administered the survey in their classrooms, and consent forms were sent to parents to obtain their signed approval. Participants were included if they were school-aged (10&#x2013;18 years), enrolled in grades 5&#x2013;11th, and had access to a mobile phone. Exclusion criteria were a pre-existing medical diagnosis of a disability. Of the 1,183 invited students, 685 consented to participate; after applying inclusion/exclusion criteria, 63 participants were excluded, resulting in a final sample of 622 adolescents.</p>
</sec>
<sec id="s2d"><title>Variables and instruments</title>
<p>Participants completed an online questionnaire comprising three sections:
<list list-type="simple">
<list-item><label>1.</label>
<p>Sociodemographic data: age, sex, and grade level.</p></list-item>
<list-item><label>2.</label>
<p>Mobile phone dependence MPD: the MPD scale was used to assess MPD. This scale, designed for adolescents consisted of 22 items grouped into four factors: withdrawal (36 points), abuse and difficulty (36 points), problems arising from use (16 points), and tolerance/interference (16 points). Items are rated on a 5-point Likert scale (0&#x2009;&#x003D;&#x2009;never to 4&#x2009;&#x003D;&#x2009;always), with a total score ranging from 0 to 88. Higher scores reflect greater dependency. The validated Spanish version of the MPD scale (Cronbach&#x0027;s alpha&#x2009;&#x003D;&#x2009;0.89) was used (<xref ref-type="bibr" rid="B5">5</xref>).</p></list-item>
<list-item><label>3.</label>
<p>Musculoskeletal pain assessment: musculoskeletal pain experienced in the previous 6 months was assessed using a Spanish-validated version of the Nordic Musculoskeletal Questionnaire (NMQ) (<xref ref-type="bibr" rid="B26">26</xref>). The reliability of this version demonstrated an intraclass correlation coefficient (ICC) exceeding 0.9. Participants responded &#x201C;yes&#x201D; or &#x201C;no&#x201D; to five questions regarding pain in the following five specific body regions: (1) neck, (2) head and neck, (3) shoulders, (4) upper back, and (5) lower back. Each question included a visual diagram of the corresponding body region. General pain was defined as pain in any of these five regions.</p></list-item>
</list></p>
</sec>
<sec id="s2e"><title>Statistical analysis</title>
<p>Data analysis was done using SPSS version 26. Descriptive statistics (frequencies, percentages, means, median standard deviations, interquartile ranges) were obtained. The Shapiro&#x2013;Wilk test was applied to assess the normality of data distribution. Given the non-normal distribution of mobile phone dependency scores, non-parametric tests (Spearman correlation for correlations, Mann&#x2013;Whitney <italic>U</italic> test for group comparisons) were used. A Spearman correlation coefficient (<italic>&#x03C1;</italic>) of 0.76&#x2013;1.00 was considered a strong relationship (<xref ref-type="bibr" rid="B27">27</xref>). The <italic>&#x03C7;</italic><sup>2</sup> test was used to identify the association between sex and pain prevalence. A <italic>p</italic>-value &#x2264;0.05 was considered statistically significant. Logistic regression analysis was used to model the relationship between general pain, neck pain, and upper back pain (dichotomous outcome: yes/no), with the independent variables of sex, age, and MPD factors.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<p>Of the 1,183 students invited, 622 (52&#x0025;) participated in the study, including pupils from grades 5&#x2013;11th, of which 54.5&#x0025; were females and 45.5&#x0025; were males, with a median age of 14 years. Musculoskeletal pain (in at least one of five specified body regions) was reported by 56.3&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;350) participants within the past 6 months. The upper back was the most frequently affected region (30.4&#x0025;, <italic>n</italic>&#x2009;&#x003D;&#x2009;193), followed by the neck (29.3&#x0025;) and shoulders (21.1&#x0025;). The median MPD score was 27 [interquartile range (IQR): 17&#x2013;37] (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Sociodemographic characteristics and prevalence of musculoskeletal pain.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="center"><italic>n</italic></th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">Sex</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">283</td>
<td valign="top" align="center">45.5&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">339</td>
<td valign="top" align="center">54.5&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="7">Grade</td>
<td valign="top" align="left">Fifth</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">9.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Sixth</td>
<td valign="top" align="center">99</td>
<td valign="top" align="center">15.9&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Seventh</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">11.6&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Eighth</td>
<td valign="top" align="center">88</td>
<td valign="top" align="center">14.1&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Ninth</td>
<td valign="top" align="center">116</td>
<td valign="top" align="center">18.6&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Tenth</td>
<td valign="top" align="center">116</td>
<td valign="top" align="center">18.6&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Eleventh</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">11.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">General pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">350</td>
<td valign="top" align="center">56.3&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">272</td>
<td valign="top" align="center">43.7&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Neck pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">186</td>
<td valign="top" align="center">29.9&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">436</td>
<td valign="top" align="center">70.1&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Head &#x0026; neck pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">117</td>
<td valign="top" align="center">18.8&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">505</td>
<td valign="top" align="center">81.2&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Shoulder pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">134</td>
<td valign="top" align="center">21.5&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">488</td>
<td valign="top" align="center">78.5&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Upper back pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">193</td>
<td valign="top" align="center">30.4&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">429</td>
<td valign="top" align="center">69.6&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Lower back pain</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">99</td>
<td valign="top" align="center">15.9&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">523</td>
<td valign="top" align="center">84.1&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="left" colspan="3">14 (12&#x2013;16) Median (IQR)</td>
</tr>
<tr>
<td valign="top" align="left">MPD Score</td>
<td valign="top" align="left" colspan="3">27.0 (17&#x2013;37) Median (IQR)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>Qualitative data is presented as frequency and percentage, numerical data is presented as medians and interquartile range (IQR), general pain is the presence of pain in any region of the back and shoulder; MPD, test of mobile phone dependence.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Female adolescents reported significantly higher MPD scores than males in all dimensions except for Excessive Use (median difference in total MPD: 4 points; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). MPD scores increased significantly with the grade level (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.019). Participants reporting pain in any body region exhibited significantly higher MPD scores (median difference: 5 points; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) compared to those without pain, except for those with low back pain (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.055) (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>).</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>MPD scores by demographic factors and pain status.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Category</th>
<th valign="top" align="center">MPD score median (IQR)</th>
<th valign="top" align="center"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">Sex</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">25 (24.1&#x2013;27.2)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">29 (28.2&#x2013;30.0)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="7">Grade</td>
<td valign="top" align="left">Fifth</td>
<td valign="top" align="center">21.5 (19.8&#x2013;28.0)</td>
<td valign="top" align="center" rowspan="7">&#x003C;0.019<xref ref-type="table-fn" rid="table-fn2">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Sixth</td>
<td valign="top" align="center">22.0 (21.7&#x2013;26.5)</td>
</tr>
<tr>
<td valign="top" align="left">Seventh</td>
<td valign="top" align="center">24.5 (23.2&#x2013;29.6)</td>
</tr>
<tr>
<td valign="top" align="left">Eighth</td>
<td valign="top" align="center">26.0 (24.9&#x2013;31.5)</td>
</tr>
<tr>
<td valign="top" align="left">Ninth</td>
<td valign="top" align="center">27.5 (25.6&#x2013;31.2)</td>
</tr>
<tr>
<td valign="top" align="left">Tenth</td>
<td valign="top" align="center">29.0 (27.5&#x2013;32.6)</td>
</tr>
<tr>
<td valign="top" align="left">Eleventh</td>
<td valign="top" align="center">31.0 (30.4&#x2013;37.1)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="12">Pain status</td>
<td valign="top" align="left">General pain: no pain</td>
<td valign="top" align="center">24.0 (23.4&#x2013;26.8)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">General pain: pain</td>
<td valign="top" align="center">29.0 (28.7&#x2013;31.8)</td>
</tr>
<tr>
<td valign="top" align="left">Neck pain: no pain</td>
<td valign="top" align="center">25.0 (24.8&#x2013;27.5)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Neck pain: pain</td>
<td valign="top" align="center">31.0 (31.1&#x2013;34.6)</td>
</tr>
<tr>
<td valign="top" align="left">Head &#x0026; neck pain: no pain</td>
<td valign="top" align="center">26.0 (24.6&#x2013;31.2)</td>
<td valign="top" align="center" rowspan="2">0.035<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Head &#x0026; neck pain: pain</td>
<td valign="top" align="center">32.0 (32.3&#x2013;37.7)</td>
</tr>
<tr>
<td valign="top" align="left">Shoulder pain: no pain</td>
<td valign="top" align="center">30.0 (28.7&#x2013;33.6)</td>
<td valign="top" align="center" rowspan="2">0.012<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Shoulder pain: pain</td>
<td valign="top" align="center">32.0 (30.8&#x2013;39.2)</td>
</tr>
<tr>
<td valign="top" align="left">Upper back pain: no pain</td>
<td valign="top" align="center">30.0 (27.9&#x2013;33.4)</td>
<td valign="top" align="center" rowspan="2">0.007<xref ref-type="table-fn" rid="table-fn3">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Upper back pain: Pain</td>
<td valign="top" align="center">31.0 (30.9&#x2013;37.5)</td>
</tr>
<tr>
<td valign="top" align="left">Lower back pain: no pain</td>
<td valign="top" align="center">30.0 (28.7&#x2013;33.6)</td>
<td valign="top" align="center" rowspan="2">0.055</td>
</tr>
<tr>
<td valign="top" align="left">Lower back pain: pain</td>
<td valign="top" align="center">31.0 (31.6&#x2013;40.2)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><label>&#x002A;</label>
<p><italic>p</italic> value derived from Kruskal Wallis Test.</p></fn>
<fn id="table-fn3"><label>&#x002A;&#x002A;</label>
<p><italic>p</italic> value derived from Mann&#x2012;Whitney test.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The analysis of MPD dimensions by gender revealed consistently higher female scores across all dimensions except &#x201C;problems arising from use&#x201D; (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). Among participants with back pain, those experiencing pain in the neck, shoulders, or upper back had significantly higher scores on three of the four MPD dimensions; however, no significant difference was observed for low back pain (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>).</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>MPD dimension scores by sex.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">MPD dimension</th>
<th valign="top" align="left">Sex</th>
<th valign="top" align="center">MPD score median (IQR)</th>
<th valign="top" align="center"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">Withdrawal</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">3 (3.6&#x2013;4.6)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.005&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">4 (4.8&#x2013;5.8)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Abuse/difficulty</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">14 (13.1&#x2013;14.6)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">16 (15.8&#x2013;16.6)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Excessive use</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">2 (2.2&#x2013;2.8)</td>
<td valign="top" align="center" rowspan="2">0.452</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">2 (2.2&#x2013;2.7)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Tolerance</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">5 (4.6&#x2013;5.4)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001&#x002A;&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">6 (5.8&#x2013;6.5)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3a"><label>&#x002A;&#x002A;</label>
<p><italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.01.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float"><label>Table 4</label>
<caption><p>The median difference between mobile phone dependence factors and pain.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">MPDF</th>
<th valign="top" align="center" colspan="2">GP</th>
<th valign="top" align="center" colspan="2">NP</th>
<th valign="top" align="center" colspan="2">HNP</th>
<th valign="top" align="center" colspan="2">SP</th>
<th valign="top" align="center" colspan="2">UBP</th>
<th valign="top" align="center" colspan="2">LBP</th>
</tr>
<tr>
<th valign="top" align="left">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total score MPD</td>
<td valign="top" align="center">24 (23.4&#x2013;26.8)</td>
<td valign="top" align="center">29 (28.7&#x2013;31.7)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">25 (24.8&#x2013;27.5)</td>
<td valign="top" align="center">25 (28.7&#x2013;31.7)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">26 (24.4&#x2013;30.9)</td>
<td valign="top" align="center">32 (32.2&#x2013;37.6)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">26 (25.6&#x2013;28.1)</td>
<td valign="top" align="center">29.5 (29.5&#x2013;34.9)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">26 (25.7&#x2013;27.7)</td>
<td valign="top" align="center">30 (29.4&#x2013;33.7)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">26 (26.1&#x2013;28.6)</td>
<td valign="top" align="center">29 (27.8&#x2013;33.9)</td>
</tr>
<tr>
<td valign="top" align="left">Withdrawal</td>
<td valign="top" align="center">3.0 (3.7&#x2013;4.8)</td>
<td valign="top" align="center">4.0 (4.7)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">3 (4&#x2013;4.9)</td>
<td valign="top" align="center">5 (4.9&#x2013;6.3)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">3 (2.9&#x2013;4.7)</td>
<td valign="top" align="center">6 (5.8&#x2013;7.6)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">3 (4.0&#x2013;4.8)</td>
<td valign="top" align="center">5 (5.1&#x2013;6.9)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">3 (4.0&#x2013;4.8)</td>
<td valign="top" align="center">5 (4.9&#x2013;6.3)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">3 (4.2&#x2013;5.0)</td>
<td valign="top" align="center">4 (4.5&#x2013;6.5)</td>
</tr>
<tr>
<td valign="top" align="left">Abuse and difficulty</td>
<td valign="top" align="center">13.0 (12&#x2013;14)</td>
<td valign="top" align="center">16.0 (15.4&#x2013;16.8)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">14 (13.3&#x2013;14.6)</td>
<td valign="top" align="center">17.0 (16.1&#x2013;18.2)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">15.5 (13.6&#x2013;16.8)</td>
<td valign="top" align="center">18 (17.0&#x2013;19.6)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">14 (13.9&#x2013;15.1)</td>
<td valign="top" align="center">16 (15.3&#x2013;17.7)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">14 (13.5&#x2013;14.8)</td>
<td valign="top" align="center">16 (15.6&#x2013;17.5)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">14 (14.0&#x2013;15.2)</td>
<td valign="top" align="center">15 (15.0&#x2013;17.9)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Excessive use</td>
<td valign="top" align="center">2 (2.0&#x2013;2.6)</td>
<td valign="top" align="center">2 (2.3&#x2013;2.9)</td>
<td valign="top" align="center">2 (2.1&#x2013;2.5)</td>
<td valign="top" align="center">2 (2.5&#x2013;3.2)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">2 (2.3&#x2013;3.5)</td>
<td valign="top" align="center">2 (2.3&#x2013;3.3)</td>
<td valign="top" align="center">2 (2.2&#x2013;2.6)</td>
<td valign="top" align="center">2 (2.5&#x2013;3.3)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">2 (2.1&#x2013;2.6)</td>
<td valign="top" align="center">2 (2.4&#x2013;3.2)</td>
<td valign="top" align="center">2 (2.3&#x2013;2.7)</td>
<td valign="top" align="center">2 (2.0&#x2013;3.1)</td>
</tr>
<tr>
<td valign="top" align="left">Tolerance</td>
<td valign="top" align="center">5 (4.6&#x2013;5.4)</td>
<td valign="top" align="center">6.0 (5.8&#x2013;6.5)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">5 (5&#x2013;5.6)</td>
<td valign="top" align="center">6 (6.0&#x2013;7.0)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">5 (4.9&#x2013;6.5)</td>
<td valign="top" align="center">7 (6.3&#x2013;7.5)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">5 (5.1&#x2013;5.7)</td>
<td valign="top" align="center">6 (6.0&#x2013;7.9)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">5 (5.0&#x2013;5.6)</td>
<td valign="top" align="center">6 (6.0&#x2013;7.0)<xref ref-type="table-fn" rid="table-fn5">&#x002A;</xref></td>
<td valign="top" align="center">5 (5.2&#x2013;5.8)</td>
<td valign="top" align="center">6 (5.6&#x2013;7)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn4"><p>GP, general pain; NP, neck pain; HNP, head and neck pain; SP, shoulder pain; UPB, upper back pain; LBP, low back pain; MPDF, mobile phone dependence factors.</p></fn>
<fn id="table-fn5"><label>&#x002A;</label>
<p>Significant differences <italic>U</italic> the Mann&#x2013;Whitney <italic>p</italic> value &#x003C;0.05 data are presented in median and interquartile range.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>A weak positive correlation was found between age and total MPD scores (Rho&#x2009;&#x003D;&#x2009;0.19, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). This association was particularly pronounced for the &#x201C;withdrawal&#x201D; (Rho&#x2009;&#x003D;&#x2009;0.15, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), &#x201C;abuse/difficulty&#x201D; (Rho <italic>&#x03C1;</italic>&#x2009;&#x003D;&#x2009;0.16, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), and &#x201C;tolerance&#x201D; (Rho&#x2009;&#x003D;&#x2009;0.25, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) dimensions of the MPD scale. Females reported a significantly higher prevalence of pain (approximately 10&#x0025; greater than males) across most body regions, except for the low back and shoulders (<italic>&#x03C7;<sup>2</sup></italic> test, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Furthermore, adolescents reporting pain were significantly older (mean difference of 1 year, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) than those without pain (<xref ref-type="table" rid="T5">Table&#x00A0;5</xref>).</p>
<table-wrap id="T5" position="float"><label>Table 5</label>
<caption><p>Prevalence of musculoskeletal pain by sex and age.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Pain location</th>
<th valign="top" align="left">Sex</th>
<th valign="top" align="center">Pain prevalence (&#x0025;)</th>
<th valign="top" align="center"><italic>p</italic>-value (Sex)<xref ref-type="table-fn" rid="table-fn7"><sup>&#x002B;</sup></xref></th>
<th valign="top" align="left">Pain</th>
<th valign="top" align="center">Age (years)&#x2014;median (IQR)</th>
<th valign="top" align="center"><italic>p</italic>-value (Age)<xref ref-type="table-fn" rid="table-fn8"><sup>&#x002B;&#x002B;</sup></xref></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">General pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">23.5&#x0025;</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">14 (13.2&#x2013;13.7)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center"><bold>32</bold><bold>.</bold><bold>8</bold>&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">15 (14.3&#x2013;14.7)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Neck pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">11.0&#x0025;</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.003<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">15 (13.6&#x2013;14.0)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center"><bold>19</bold><bold>.</bold><bold>0</bold>&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">15 (14.3&#x2013;14.8)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Head &#x0026; neck pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">18.4&#x0025;</td>
<td valign="top" align="center" rowspan="2">0.008<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">14 (13.7&#x2013;14.6)</td>
<td valign="top" align="center" rowspan="2">0.019<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center"><bold>44</bold><bold>.</bold><bold>9</bold>&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">15 (14.5&#x2013;15.2)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Shoulder pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">8.1&#x0025;</td>
<td valign="top" align="center" rowspan="2">0.034<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">14 (13.7&#x2013;14.1)</td>
<td valign="top" align="center" rowspan="2">0.012<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">13.5&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">14.5 (14.1&#x2013;14.7)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Upper back pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">11.8&#x0025;</td>
<td valign="top" align="center" rowspan="2">0.010<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">14 (13.5&#x2013;13.9)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center"><bold>19</bold><bold>.</bold><bold>4</bold>&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">15 (14.4&#x2013;15.0)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Lower back pain</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">5.5&#x0025;</td>
<td valign="top" align="center" rowspan="2">0.015<xref ref-type="table-fn" rid="table-fn9">&#x002A;</xref></td>
<td valign="top" align="left">Pain</td>
<td valign="top" align="center">14 (13.7&#x2013;14.1)</td>
<td valign="top" align="center" rowspan="2">&#x003C;0.001<xref ref-type="table-fn" rid="table-fn10">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center"><bold>10</bold><bold>.</bold><bold>5</bold>&#x0025;</td>
<td valign="top" align="left">No pain</td>
<td valign="top" align="center">15 (14.2&#x2013;15.0)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn6"><p>IQR, interquartile range.</p></fn>
<fn id="table-fn5a"><p>A bold values means the highest frequency of pain by sex.</p></fn>
<fn id="table-fn7"><label><sup>&#x002B;</sup></label>
<p><italic>p</italic> value derived from the chi-square test.</p></fn>
<fn id="table-fn8"><label><sup>&#x002B;&#x002B;</sup></label>
<p><italic>p</italic> value derived from the <italic>U</italic> de Mann&#x2013;Whitney test.</p></fn>
<fn id="table-fn9"><label>&#x002A;</label>
<p><italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.05.</p></fn>
<fn id="table-fn10"><label>&#x002A;&#x002A;</label>
<p><italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.01.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Three logistic regression models were developed to examine the association between general pain, neck pain, and upper back pain, as these were the most prevalent pain areas reported among the participants. These models included sex, age, and the four dimensions of the MPD scale (withdrawal, abuse/difficulty, problems arising from use, and tolerance/interference) as independent variables. Significant associations were found between the &#x201C;abuse/difficulty&#x201D; dimension of the MPD and general and neck pain. Furthermore, female sex was identified as associated variable for neck and upper back pain (<xref ref-type="sec" rid="s12">Appendix 1</xref>).</p>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>This study revealed a high prevalence of musculoskeletal pain among adolescents, particularly affecting the upper back and neck. Higher MPD scores were significantly associated with pain and were more prevalent among female and older adolescents. A positive correlation was found between age and MPD scores and between sex and pain prevalence.</p>
<p>The observed prevalence of musculoskeletal pain aligns with previous research. Martins et al. (<xref ref-type="bibr" rid="B20">20</xref>) reported a 47.4&#x0025; prevalence in a similar adolescent population, consistent with our findings of 56.3&#x0025;. Straker et al. (<xref ref-type="bibr" rid="B18">18</xref>) found neck and shoulder pain in 50&#x0025; of participants, with lower back pain in 34&#x0025; and upper limb pain in 30&#x0025;, supporting the high prevalence of upper body pain found in our study. Mustafao&#x011F;lu et al. (<xref ref-type="bibr" rid="B22">22</xref>) also reported high prevalence rates of upper back, neck, and wrist/hand pain, and similar observations regarding neck, shoulder, and eye discomfort have been reported by Ahmed et al. (<xref ref-type="bibr" rid="B17">17</xref>) and Mokhtarinia et al. (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Previous studies on mobile phone dependency have shown varying prevalence rates. Mokhtarinia et al. (<xref ref-type="bibr" rid="B8">8</xref>) reported a 53.3&#x0025; prevalence in Iran, with slightly higher rates among males (54.5&#x0025;) than females (52.7&#x0025;), although no significant difference in average dependency scores was found. Gangadharan et al. (<xref ref-type="bibr" rid="B7">7</xref>) reported a lower prevalence (33&#x0025;) in India, with slightly higher rates among males (33.6&#x0025;) than females (32.3&#x0025;). Alsalameh et al. (<xref ref-type="bibr" rid="B15">15</xref>) also observed higher rates in males. In contrast, our findings are consistent with Straker et al. (<xref ref-type="bibr" rid="B18">18</xref>), who reported higher mobile phone use among older adolescents and females.</p>
<p>The observed discrepancies regarding sex and MPD between our study and prior research might be attributable to several factors. Our study included a wider age range, which may have influenced the results. Furthermore, our larger sample size allowed for greater statistical power to detect significant differences. The observed higher mobile phone dependency among females supports further investigation into potential gender-specific patterns of mobile phone usage.</p>
<p>Our findings showed a significant association between higher MPD scores and musculoskeletal pain, primarily in the neck, shoulders, and upper back, but not in the lower back. This is consistent with Alsalameh et al. (<xref ref-type="bibr" rid="B15">15</xref>), who also found higher MPD scores among participants with pain (except those with elbow or lower back pain). However, our study only revealed a significant correlation between MPD and age. The gender differences in pain prevalence align with Sirajudeen et al. (<xref ref-type="bibr" rid="B28">28</xref>) who observed an association between sex and shoulder pain, although Walankar et al. (<xref ref-type="bibr" rid="B29">29</xref>) did not report a similar relationship. These variations may reflect differences in study populations, cultural contexts, or methodological approaches.</p>
<p>This cross-sectional study has several limitations. Its design does not allow for establishing causality between MPD and musculoskeletal pain. Additionally, other forms of screen time potentially associated with pain, such as the use of computers and tablets, were not assessed. Self-reported pain data are subject to bias, which could lead to underreporting or overreporting of results. Finally, selection bias should be considered, as the study included only pupils who returned signed informed assents and whose parents or legal guardians provided signed consent.</p>
<p>Extensive literature links risk mobile phone use to various negative health outcomes, affecting both physical and mental health. The rising prevalence of musculoskeletal pain in adolescents is likely multifactorial, involving excessive mobile device use, sedentary behavior, poor posture (e.g., forward head posture), and sleep disturbances. Muscular fatigue, chronic pain, and reduced quality of life are common consequences (<xref ref-type="bibr" rid="B30">30</xref>). Based on this evidence, interventions promoting increased physical activity, sports participation, and limiting screen time (to no more than 2&#x2005;h daily) are strongly recommended (<xref ref-type="bibr" rid="B30">30</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions"><title>Conclusion</title>
<p>The prevalence of musculoskeletal pain is a significant contributor to the global burden of disease, which is increasing among children and adolescents. Lifestyle habits are a risk factor for these conditions in this population. This study found not only a prevalence of 58&#x0025; for pain but also an association with mobile dependency, particularly among females, with the incidence increasing with age. These findings emphasize the need for public health interventions aimed at adolescents to promote healthier mobile phone use, encourage physical activity, and improve posture, particularly among females. Future research should assess the effectiveness of these interventions, with a specific focus on addressing the &#x201C;abuse&#x201D; and &#x201C;difficulty regulating use&#x201D; dimensions of MPD.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by Comite de etica Universidad de La Sabana. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x0027; legal guardians/next of kin.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>DP-F: Data curation, Formal analysis, Writing &#x2013; original draft, Project administration. MA-M: Conceptualization, Data curation, Formal analysis, Writing &#x2013; original draft. MS-V: Conceptualization, Data curation, Formal analysis, Validation, Writing &#x2013; original draft. PS-G: Conceptualization, Writing &#x2013; review &#x0026; editing. AGB: Conceptualization, Writing &#x2013; review &#x0026; editing. MG-B: Conceptualization, Writing &#x2013; review &#x0026; editing, Supervision.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was funded by the Universidad de La Sabana (2020) (Convocatoria Interna Para La Financiaci&#x00F3;n De Proyectos De Investigaci&#x00F3;n, Creaci&#x00F3;n, Desarrollo Tecnologico E Innovaci&#x00F3;n). Project ID: ENF-59-2020.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>The authors thank public schools&#x0027; participants for this study.</p>
</ack>
<sec id="s11" sec-type="COI-statement"><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 id="s10" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that Generative AI was used in the creation of this manuscript. While preparing this work, the authors used Chat GPT 4.0 to correct style and grammar mistakes. After using this tool/service, the authors reviewed and edited the content as needed and took full responsibility for the content of the published article.</p>
</sec>
<sec id="s13" sec-type="disclaimer"><title>Publisher&#x0027;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>
<sec id="s12" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpain.2025.1489293/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpain.2025.1489293/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Table1.docx"/></supplementary-material>
</sec>
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