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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1649890</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Social media use and academic performance among college students: the chain mediating roles of social anxiety and fear of missing out and the moderating effect of teacher-student relationship</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Gong</surname>
<given-names>Zhuliu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2714175/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guo</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2674034/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Jinghao</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3191647/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
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</contrib-group>
<aff><institution>School of Journalism and Communication, Chongqing University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1561861/overview">Maura Pilotti</ext-link>, Prince Mohammad bin Fahd University, Saudi Arabia</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2668032/overview">Siddiqua Aamir</ext-link>, Prince Mohammad bin Fahd University, Saudi Arabia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2998899/overview">Dewi Rosiana</ext-link>, Bandung Islamic University, Indonesia</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yi Guo, <email>james.guo@cqu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1649890</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Gong, Guo and Tan.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Gong, Guo and Tan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Objective</title>
<p>To explore the mechanisms by which social media use affects academic performance among college students, examining the chain mediation effects of social anxiety and fear of missing out (FoMO), as well as the moderating role of teacher-student relationships.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Using stratified cluster sampling, questionnaire data were collected from 3,716 Chinese undergraduate students aged 18&#x2013;24. The questionnaires measured social media usage frequency, social anxiety, FoMO, teacher-student relationships, and academic performance. Scale reliability and validity were first examined through confirmatory factor analysis, followed by structural equation modeling to assess chain mediation effects. The moderating effect of teacher-student relationships was tested using the PROCESS Model 14 framework.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Social media use had a significant negative direct effect on college students&#x2019; academic performance. Social anxiety and FoMO served as significant mediators in this relationship. Teacher-student relationships significantly moderated the negative effect of FoMO on academic performance.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>High-frequency social media use among college students undermines academic performance through an emotional pathway whereby social anxiety leads to increased FoMO. Strong teacher-student relationships can function as an emotional regulatory mechanism, significantly reducing this adverse impact.</p>
</sec>
</abstract>
<kwd-group>
<kwd>college students</kwd>
<kwd>social media use</kwd>
<kwd>academic performance</kwd>
<kwd>fear of missing out</kwd>
<kwd>social anxiety</kwd>
<kwd>teacher-student relationships</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="81"/>
<page-count count="11"/>
<word-count count="8621"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Educational Psychology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>With the rapid development of media technologies, it has become increasingly common for adolescents to form &#x201C;disembedded&#x201D; connections with the world through social media platforms. According to the 55th Statistical Report on China&#x2019;s Internet Development by the China Internet Network Information Center (CNNIC), the number of internet users in China has reached 1.108 billion, with an internet penetration rate of 78.6%. Among these users, 1.101 billion individuals engage with social networks, comprising 99.3% of the total internet user population. Notably, adolescents aged 10&#x2013;29 make up 26.1% of the total user base, underscoring the prominence of young people in the digital landscape (<xref ref-type="bibr" rid="ref20">China Internet Network Information Center, 2025</xref>). This statistic aligns with <xref ref-type="bibr" rid="ref53">Prensky&#x2019;s (2001)</xref> concept of &#x201C;digital natives,&#x201D; highlighting the heavy reliance of young people on social media in both daily and academic life.</p>
<p><italic>The China Youth Big Data Insight Report</italic> (2022) reveals that young people aged 18&#x2013;24 spend an average of 5.8&#x202F;h online daily, illustrating the habitual nature of social media use and its deep emotional integration into their lives (<xref ref-type="bibr" rid="ref21">China Mobile Think Tank and Wutong Big Data, 2022</xref>). A recent survey demonstrated that Chinese university students spend over 5&#x202F;h per day on mobile phones, with approximately four-fifths (79%) using smartphones during class time (<xref ref-type="bibr" rid="ref41">Li et al., 2020</xref>). This pervasive use of social media has significantly impacted the educational sphere, where platforms now serve as essential tools for communication between teachers and students, for accessing academic resources, and for sharing research interests (<xref ref-type="bibr" rid="ref80">Zhao, 2023</xref>). However, whether social media enhances or hinders learning remains a topic of ongoing debate in academic circles.</p>
<p>The body of research on the effects of social media can be categorized into three interconnected theoretical perspectives. First, the debate between technological optimism and pessimism. Advocates of technological optimism highlight how decentralized platforms empower users by challenging traditional educational hierarchies and broadening access to learning resources. In contrast, critics argue that algorithmic surveillance and data control can lead to an identity crisis and other negative outcomes (<xref ref-type="bibr" rid="ref42">Liang and Chen, 2025</xref>). Second, the issue of technological dependence and alienation. The constant connectivity provided by social media fragments attention and blurs individual values, with excessive use linked to changes in neuroplasticity and a diminished perception of reality (<xref ref-type="bibr" rid="ref38">Lau, 2017</xref>). Third, the relationship between media use and mental health. While the drive for technological adaptation is often praised, it can trigger &#x201C;digital anxiety&#x201D; and disrupt academic and life outcomes through problematic internet use (<xref ref-type="bibr" rid="ref78">Wu, 1998</xref>).</p>
<p>When it comes to academic performance (<xref ref-type="bibr" rid="ref9">Al-Yafi et al., 2018</xref>), the findings of existing research are often contradictory. On one hand, social media is viewed as a tool that can enhance learning by providing decentralized access to knowledge and fostering informal learning communities. It also serves as a valuable resource for expanding academic information channels (<xref ref-type="bibr" rid="ref19">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref50">Owusu, 2020</xref>). On the other hand, excessive immersion in virtual social interactions can deplete cognitive resources, leading to reduced time and energy for academic engagement (<xref ref-type="bibr" rid="ref28">Evers et al., 2020</xref>). Social media multitasking has been shown to have a direct negative effect on academic performance (<xref ref-type="bibr" rid="ref38">Lau, 2017</xref>). This paradoxical relationship necessitates further investigation, particularly through the lens of psychological mechanisms that may mediate these effects.</p>
</sec>
<sec id="sec6">
<label>2</label>
<title>Literature review and hypotheses</title>
<sec id="sec7">
<label>2.1</label>
<title>Social media use and academic performance among college students</title>
<p>While empirical research demonstrates that social media use positively correlates with academic performance when deeply integrated into instructional processes as a medium for knowledge construction and teacher-student interaction (<xref ref-type="bibr" rid="ref7">Altalhi, 2020</xref>), additional evidence supports this relationship. <xref ref-type="bibr" rid="ref6">Alshalawi&#x2019;s (2022)</xref> quantitative study of Saudi undergraduate students further confirmed a positive association between social media usage frequency and academic performance, highlighting its potential value as a digital learning tool. However, the effects of social media use are context-dependent. When students multitask between social media and academic activities, cognitive resource conflicts produce negative outcomes (<xref ref-type="bibr" rid="ref44">Malik et al., 2020</xref>; <xref ref-type="bibr" rid="ref63">Shafiq and Parveen, 2023</xref>). Substantial research links high-intensity social media use with poor academic outcomes (<xref ref-type="bibr" rid="ref76">Whelan et al., 2020</xref>; <xref ref-type="bibr" rid="ref28">Evers et al., 2020</xref>) and shows that excessive use can impair attention and increase academic distraction (<xref ref-type="bibr" rid="ref13">Boer et al., 2020</xref>). Experimental studies demonstrate that social media multitasking directly reduces test performance by increasing cognitive load (<xref ref-type="bibr" rid="ref38">Lau, 2017</xref>). Meta-analytic evidence confirms these detrimental effects are robust across contexts (<xref ref-type="bibr" rid="ref10">Appel et al., 2020</xref>). Based on this evidence, we hypothesize:</p>
<disp-quote>
<p><italic>H1:</italic> Social media use negatively affects college students&#x2019; academic performance.</p>
</disp-quote>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Social media use, social anxiety, and college students&#x2019; academic performance</title>
<p>Social anxiety shows complex relationships with digital media use. The American Psychiatric Association defines this condition through two key dimensions: persistent fear or anxiety in social situations and excessive worry about negative evaluation by others (<xref ref-type="bibr" rid="ref43">Lolk, 2013</xref>). Clinical research characterizes social anxiety as an anxiety disorder marked by anticipatory embarrassment and shame (<xref ref-type="bibr" rid="ref55">Rasouli et al., 2022</xref>).</p>
<p>Problematic social media use disrupts both learning efficiency and real-world relationships while worsening anxiety symptoms by weakening offline social support (<xref ref-type="bibr" rid="ref4">Alkis et al., 2017</xref>). Digital natives are particularly vulnerable to compulsive online behaviors that trigger emotional disorders including social anxiety and depression (<xref ref-type="bibr" rid="ref60">Salmela-Aro et al., 2017</xref>). Social anxiety undermines university students&#x2019; psychosocial adaptation and relationship quality while predicting poor academic performance (<xref ref-type="bibr" rid="ref15">Brook and Willoughby, 2015</xref>; <xref ref-type="bibr" rid="ref82">Zukerman et al., 2019</xref>; <xref ref-type="bibr" rid="ref46">Mou et al., 2024</xref>). Socially anxious individuals often use self-isolation and avoidance to manage their anxiety (<xref ref-type="bibr" rid="ref58">Russell and Topham, 2012</xref>). These avoidance behaviors&#x2014;withdrawing from classroom participation, avoiding questions, and reluctance to engage in discussions&#x2014;produce maladaptive outcomes and absenteeism that ultimately harm academic performance (<xref ref-type="bibr" rid="ref46">Mou et al., 2024</xref>). We therefore propose:</p>
<disp-quote>
<p><italic>H2:</italic> Social anxiety mediates the relationship between social media use and college students&#x2019; academic performance.</p>
</disp-quote>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Social media use, fear of missing out, and college students&#x2019; academic performance</title>
<p>Fear of missing out (FoMO) occurs when individuals worry about missing relevant information or desired content when social media and smartphones are inaccessible (<xref ref-type="bibr" rid="ref17">Casale et al., 2018</xref>). Research shows that problematic social media behaviors significantly influence adolescents&#x2019; FoMO levels. Studies find strong links between problematic social media use and FoMO, with more severe usage patterns associated with greater FoMO symptoms (<xref ref-type="bibr" rid="ref54">Primack et al., 2017</xref>).</p>
<p>Student-focused research indicates that FoMO negatively affects academic performances (<xref ref-type="bibr" rid="ref66">Tanrikulu and Mouratidis, 2023</xref>; <xref ref-type="bibr" rid="ref51">Parizad et al., 2022</xref>; <xref ref-type="bibr" rid="ref37">Kong et al., 2024</xref>). This relationship operates through specific cognitive mechanisms: when students lack effective strategies for managing classroom smartphone use and experience impaired decision-making, their learning focus deteriorates and academic performance suffers (<xref ref-type="bibr" rid="ref56">Rosen et al., 2018</xref>). We therefore hypothesize:</p>
<disp-quote>
<p><italic>H3:</italic> Fear of missing out (FoMO) mediates the relationship between social media use and college students&#x2019; academic performance.</p>
</disp-quote>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Social media use, fear of missing out, social anxiety, and college students&#x2019; academic performance</title>
<p>Despite promises to &#x201C;give people the power to build community and bring the world closer together,&#x201D; social media often disrupts daily activities and relationships. Social media use links to negative mental health outcomes (<xref ref-type="bibr" rid="ref69">Vannucci et al., 2017</xref>), with FoMO and social anxiety as key psychological mechanisms (<xref ref-type="bibr" rid="ref62">Scheinfeld and Voorhees, 2022</xref>; <xref ref-type="bibr" rid="ref27">Elhai et al., 2016</xref>).</p>
<p>FoMO amplifies uncertainty and anxiety in virtual social contexts (<xref ref-type="bibr" rid="ref49">Oliveira et al., 2018</xref>; <xref ref-type="bibr" rid="ref81">Zhu et al., 2024</xref>). These negative emotions drive pathological online compensation behaviors&#x2014;frequent social media refreshing and excessive message checking&#x2014;creating compulsive dependence on virtual social activities (<xref ref-type="bibr" rid="ref73">Wang et al., 2021</xref>). This creates a vicious cycle where cognitive resources and emotional energy are depleted, leading to higher online social anxiety levels (<xref ref-type="bibr" rid="ref79">Wu et al., 2025</xref>).</p>
<p>Research consistently shows that higher social anxiety predicts lower academic performance over time (<xref ref-type="bibr" rid="ref36">Kajastus et al., 2024</xref>; <xref ref-type="bibr" rid="ref12">Ashshawareb et al., 2024</xref>; <xref ref-type="bibr" rid="ref1">Abdulsalim et al., 2025</xref>). Socially anxious students struggle to integrate into academic environments because they fear not being valued in interpersonal relationships. These fears inhibit classroom participation and help-seeking from teaching assistants, professors, and other college staff (<xref ref-type="bibr" rid="ref15">Brook and Willoughby, 2015</xref>). Therefore, we propose:</p>
<disp-quote>
<p><italic>H4:</italic> FoMO and social anxiety sequentially mediate the relationship between social media use and college students&#x2019; academic performance.</p>
</disp-quote>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>The moderating role of teacher-student relationships</title>
<p>University environments systematically influence young adults&#x2019; cognitive development, psychological adjustment, and social adaptation (<xref ref-type="bibr" rid="ref67">Thornberg and Charmaz, 2022</xref>). Teacher-student relationships form core interpersonal bonds in educational settings, establishing psychological connections through cognitive interaction, emotional bonding, and behavioral feedback (<xref ref-type="bibr" rid="ref72">Wang et al., 2023</xref>). Attachment theory shows that early interactions with significant others create internalized working models that guide behavioral responses across contexts (<xref ref-type="bibr" rid="ref72">Wang et al., 2023</xref>).</p>
<p>Research demonstrates that teacher-student relationship quality significantly affects students&#x2019; classroom engagement, academic performance, and intrinsic motivation (<xref ref-type="bibr" rid="ref52">Pianta et al., 2012</xref>). Positive relationships enhance learning engagement and performance through emotional support and behavioral modeling while buffering against negative emotions like anxiety and depression. Teacher behaviors shape students&#x2019; development in cognitive, emotional, and behavioral domains through protective factors including mutual respect, trust, and emotional warmth (<xref ref-type="bibr" rid="ref70">Veldman et al., 2013</xref>). Poor teacher-student relationships weaken learning motivation and academic self-efficacy, creating sustained declines in learning outcomes (<xref ref-type="bibr" rid="ref74">Wang et al., 2024</xref>). We hypothesize:</p>
<disp-quote>
<p><italic>H5:</italic> Teacher-student relationships moderate the relationship between social media use and college students&#x2019; academic performance.</p>
</disp-quote>
</sec>
</sec>
<sec sec-type="methods" id="sec12">
<label>3</label>
<title>Methods</title>
<sec id="sec13">
<label>3.1</label>
<title>Survey method</title>
<p>We used stratified cluster sampling to ensure representative national coverage. From March 15 to April 1, 2025, we selected 120 cities across China using random sampling principles. The selection included provincial capitals across 23 provinces and 5 autonomous regions, as well as four municipalities directly under central government administration. Additionally, 2&#x2013;6 prefecture-level cities were randomly selected from non-capital administrative regions within each province and autonomous region. To achieve optimal demographic distribution, quota sampling was implemented for participant recruitment. Research assistants were responsible for questionnaire distribution and collection among designated target populations, resulting in 3,775 distributed questionnaires. To ensure data quality, incomplete responses, surveys with excessively short completion times, and those containing extreme or anomalous values were systematically excluded. Following rigorous data cleaning procedures, 3,716 valid responses were retained, yielding an effective response rate of 98.47%.</p>
<p>The research assistants (RAs) recruited for this study were required to have at least a second-year undergraduate education in relevant fields such as psychology, communication, or education. RAs were selected based on their familiarity with the survey process, communication skills, and ability to effectively manage participant interactions. Prior to data collection, all RAs underwent a comprehensive training program that covered ethical research practices, appropriate survey management techniques, and quality control protocols. Data collection involved recruiting at least one RA or survey team in each sample city. Individual RAs were responsible for collecting 30 to 90 responses, while survey teams managed between 100 and 200 questionnaires. The survey was administered through the online platform Wenjuanxing<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> via one-on-one, face-to-face interactions. Participants accessed the surveys through the provided links, with RAs ensuring informed consent was obtained and assigning unique identification numbers to each response. In cases where participants had cognitive capacity but limited mobility, RAs conducted verbal, one-on-one interviews and recorded the responses on their behalf. Following data collection, two independent reviewers performed logical checks and data screening to ensure the accuracy and integrity of the data.</p>
<p>The final sample comprised 1,842 males (49.6%) and 1,874 females (50.4%), with 1,939 urban residents (52.2%) and 1,777 rural residents (47.8%). Age distribution included 655 eighteen-year-olds (17.6%), 746 nineteen-year-olds (20.0%), 751 twenty-year-olds (20.2%), 732 twenty-one-year-olds (19.8%), 739 twenty-two-year-olds (19.9%), and 93 participants over twenty-two years (2.5%), as detailed in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Sample demographic characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="left" valign="top">Category</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Gender</td>
<td align="left" valign="top">Male</td>
<td align="center" valign="middle">1,842</td>
<td align="center" valign="middle">49.6</td>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="middle">1,874</td>
<td align="center" valign="middle">50.4</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Residence</td>
<td align="left" valign="top">Urban</td>
<td align="center" valign="middle">1,939</td>
<td align="center" valign="middle">52.2</td>
</tr>
<tr>
<td align="left" valign="top">Non-urban</td>
<td align="center" valign="middle">1,777</td>
<td align="center" valign="middle">47.8</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Age</td>
<td align="left" valign="top">18&#x202F;years</td>
<td align="center" valign="middle">655</td>
<td align="center" valign="middle">17.6</td>
</tr>
<tr>
<td align="left" valign="top">19&#x202F;years</td>
<td align="center" valign="middle">746</td>
<td align="center" valign="middle">20.0</td>
</tr>
<tr>
<td align="left" valign="top">20&#x202F;years</td>
<td align="center" valign="middle">751</td>
<td align="center" valign="middle">20.2</td>
</tr>
<tr>
<td align="left" valign="top">21&#x202F;years</td>
<td align="center" valign="middle">732</td>
<td align="center" valign="middle">19.8</td>
</tr>
<tr>
<td align="left" valign="top">22&#x202F;years</td>
<td align="center" valign="middle">739</td>
<td align="center" valign="middle">19.9</td>
</tr>
<tr>
<td align="left" valign="top">&#x003E;22&#x202F;years</td>
<td align="center" valign="middle">93</td>
<td align="center" valign="middle">2.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Inclusion criteria: (1) aged 18&#x2013;24&#x202F;years; (2) Chinese nationality; (3) permanent Chinese residents (annual time abroad &#x2264;1&#x202F;month); (4) voluntary participation with informed consent; (5) ability to complete online surveys independently or with research assistant support; (6) comprehension of questionnaire item meanings.</p>
<p>Exclusion criteria: (1) impaired consciousness or psychiatric disorders; (2) concurrent participation in similar research studies; (3) unwillingness to cooperate.</p>
</sec>
<sec id="sec14">
<label>3.2</label>
<title>Questionnaire design and variable measurement</title>
<p>The research team conducted comprehensive literature review to identify existing questionnaire designs and clarify research questions and relevant variables based on study objectives. Initial questionnaire drafts were developed with systematic item organization and categorization. Pilot testing was subsequently conducted to examine questionnaire validity and item appropriateness, with iterative refinements based on testing results culminating in the final instrument. The distributed questionnaire comprised two primary sections: demographic variables to assess participants&#x2019; basic characteristics, including gender, current educational level, household registration type, and age, specifically tailored for adolescent populations; and measurement scales for study variables addressing research-specific content.</p>
<p>According to the study&#x2019;s theoretical framework, five primary variables were examined: social media use, teacher-student relationships, social anxiety, fear of missing out, and academic performance. To ensure adequate reliability and validity, items were primarily adapted from previously validated and well-established scales. Additionally, demographic questionnaires were included to examine variations across gender and geographic regions.</p>
<sec id="sec15">
<label>3.2.1</label>
<title>Social media use scale</title>
<p>Social media usage was assessed using the Social Media Use Integration Scale (SMUIS) developed by <xref ref-type="bibr" rid="ref9005">Jenkins-Guarnieri et al. (2013)</xref>. The scale comprises two dimensions: Social Integration and Emotional Connection (6 items) and Integration into Social Routines (4 items), utilizing a 5-point Likert scale (1&#x202F;=&#x202F;strongly disagree, 5&#x202F;=&#x202F;strongly agree). Higher total scores indicate greater social media dependence and emotional investment. Confirmatory factor analysis revealed excellent internal consistency (<italic>&#x03B1;</italic>&#x202F;=&#x202F;0.893), with sub-dimension Cronbach&#x2019;s <italic>&#x03B1;</italic> values of 0.819 for Social Integration and Emotional Connection and 0.857 for Integration into Social Routines, demonstrating superior scale reliability.</p>
</sec>
<sec id="sec16">
<label>3.2.2</label>
<title>Teacher-student relationship scale</title>
<p>Teacher-student relationships were measured using the standardized instrument revised by <xref ref-type="bibr" rid="ref9001">Zhang et al. (2012)</xref>, originally based on <xref ref-type="bibr" rid="ref9003">Pianta&#x2019;s (2001)</xref> Student-Teacher Relationship Scale and culturally adapted by <xref ref-type="bibr" rid="ref9006">Guo et al. (2017)</xref>. The revised version encompasses four dimensions: teacher-student satisfaction, closeness, supportiveness, and conflict, comprising 18 items with 5-point Likert scoring. Conflict dimension items employed reverse scoring (1&#x202F;=&#x202F;completely inconsistent, 5&#x202F;=&#x202F;completely consistent), while remaining dimensions utilized positive scoring. Internal consistency for the total scale was <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.802, with sub-dimension <italic>&#x03B1;</italic> values ranging from 0.802 to 0.865, indicating cross-cultural applicability and robust construct validity.</p>
</sec>
<sec id="sec17">
<label>3.2.3</label>
<title>Social anxiety scale</title>
<p>Social anxiety assessment utilized <xref ref-type="bibr" rid="ref9004">Leary&#x2019;s (1983)</xref> Interaction Anxiousness Scale (IAS), which focuses on subjective tension experiences in spontaneous social situations. The 15-item scale employs 5-point scoring (1&#x202F;=&#x202F;completely inconsistent to 5&#x202F;=&#x202F;completely consistent), designed according to two principles: emphasis on emotional experiences rather than overt behaviors, and situational settings involving unpredictable spontaneous interactions. The Cronbach&#x2019;s <italic>&#x03B1;</italic> coefficient for the current sample was 0.818, indicating excellent scale reliability.</p>
</sec>
<sec id="sec18">
<label>3.2.4</label>
<title>FoMO scale</title>
<p>FoMO was measured using the standardized scale developed by <xref ref-type="bibr" rid="ref9002">Przybylski et al. (2013)</xref>, comprising 10 items with 5-point scoring (1&#x202F;=&#x202F;strongly disagree to 5&#x202F;=&#x202F;strongly agree). The instrument assesses individuals&#x2019; concerns about missing important online information or social activities, with total scores positively correlated with FoMO levels. Internal consistency for the FoMO scale was <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.836, meeting reliability requirements.</p>
</sec>
<sec id="sec19">
<label>3.2.5</label>
<title>Academic performance scale</title>
<p>Academic performance was assessed using self-report measures rather than objective GPA data due to privacy restrictions and institutional policies. Specifically, academic performance was evaluated through a five-item scale adapted from <xref ref-type="bibr" rid="ref23">Cunningham (2021)</xref>. These items were measured on a five-point Likert scale, ranging from strongly disagree (1) to strongly agree (5). The items were appropriately modified to fit the context of the present study, ensuring relevance to the surveyed population of Chinese university students.</p>
<p>The internal consistency of the scale was assessed using Cronbach&#x2019;s <italic>&#x03B1;</italic> coefficient, which yielded a value of 0.845, indicating a high level of reliability within the current sample. While the use of self-reported measures is common in academic research (<xref ref-type="bibr" rid="ref33">Hornstra et al., 2023</xref>; <xref ref-type="bibr" rid="ref57">Ro&#x017E;man et al., 2025</xref>) it is essential to acknowledge the potential limitations associated with this approach. Self-reports may be influenced by social desirability biases or self-perception errors, which can introduce inaccuracies into the measurement of academic performance. To address these concerns, future studies could benefit from integrating objective performance indicators, such as grade point average (GPA) or instructor evaluations, alongside self-reported data, thereby improving the overall validity of the findings.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec20">
<label>4</label>
<title>Results</title>
<sec id="sec21">
<label>4.1</label>
<title>Common method bias testing</title>
<p>This study employed Harman&#x2019;s single-factor test to systematically examine potential common method bias. Statistical analysis revealed that without factor rotation, six common factors with eigenvalues greater than 1 were extracted, with the first factor accounting for 32.364% of the variance. This value falls substantially below the critical threshold of 40%, indicating that the research data does not exhibit significant systematic common method bias and that the measurements demonstrate satisfactory discriminant validity. These findings provide methodological validity assurance for subsequent structural equation modeling analyses and ensure the reliability of inferences regarding inter-variable relationships.</p>
</sec>
<sec id="sec22">
<label>4.2</label>
<title>Confirmatory factor analysis</title>
<p>This study utilized AMOS 26.0 statistical software to conduct confirmatory factor analysis on five core latent variables, with model fit indices detailed in <xref ref-type="table" rid="tab2">Table 2</xref>. The analysis demonstrated that the five-factor model achieved a chi-square to degrees of freedom ratio (<italic>&#x03C7;</italic><sup>2</sup>/df) of 2.473 (below the critical value of 3), a root mean square error of approximation (RMSEA) of 0.034 (below the threshold of 0.08), and comparative fit index (CFI), Tucker-Lewis index (TLI), and goodness of fit index (GFI) values all exceeding 0.90. These fit indices not only fully satisfy statistical requirements but also demonstrate superior fit compared to alternative competing models, indicating robust discriminant validity in this study.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Confirmatory factor analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Model</th>
<th align="center" valign="top"><italic>&#x03C7;</italic><sup>2</sup>/df</th>
<th align="center" valign="top">RMSEA</th>
<th align="center" valign="top">CFI</th>
<th align="center" valign="top">TLI</th>
<th align="center" valign="top">GFI</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Five-factor model</td>
<td align="center" valign="middle">2.473</td>
<td align="center" valign="middle">0.034</td>
<td align="center" valign="middle">0.956</td>
<td align="center" valign="middle">0.943</td>
<td align="center" valign="middle">0.975</td>
</tr>
<tr>
<td align="left" valign="middle">Four-factor model</td>
<td align="center" valign="middle">3.439</td>
<td align="center" valign="middle">0.078</td>
<td align="center" valign="middle">0.901</td>
<td align="center" valign="middle">0.883</td>
<td align="center" valign="middle">0.889</td>
</tr>
<tr>
<td align="left" valign="middle">Three-factor model</td>
<td align="center" valign="middle">4.264</td>
<td align="center" valign="middle">0.198</td>
<td align="center" valign="middle">0.769</td>
<td align="center" valign="middle">0.752</td>
<td align="center" valign="middle">0.79</td>
</tr>
<tr>
<td align="left" valign="middle">Two-factor model</td>
<td align="center" valign="middle">4.815</td>
<td align="center" valign="middle">0.327</td>
<td align="center" valign="middle">0.713</td>
<td align="center" valign="middle">0.695</td>
<td align="center" valign="middle">0.699</td>
</tr>
<tr>
<td align="left" valign="middle">Single-factor model</td>
<td align="center" valign="middle">5.391</td>
<td align="center" valign="middle">0.339</td>
<td align="center" valign="middle">0.66</td>
<td align="center" valign="middle">0.642</td>
<td align="center" valign="middle">0.659</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec23">
<label>4.3</label>
<title>Descriptive statistics and correlation analysis</title>
<p>The means, standard deviations, and correlation coefficients for all variables are presented in <xref ref-type="table" rid="tab3">Table 3</xref>. Results indicated that social media usage intensity demonstrated a significant positive correlation with fear of missing out (<italic>r</italic>&#x202F;=&#x202F;0.172, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), as well as significant positive associations with social anxiety (<italic>r</italic>&#x202F;=&#x202F;0.165, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and teacher-student relationship quality (<italic>r</italic>&#x202F;=&#x202F;0.156, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), while exhibiting a significant negative correlation with academic performance (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.131, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Regarding mediating variables, fear of missing out showed a moderate positive correlation with social anxiety (<italic>r</italic>&#x202F;=&#x202F;0.173, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), a significant negative association with academic performance (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.361, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), and a significant negative correlation with teacher-student relationship quality (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.138, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Social anxiety demonstrated negative associations with both academic performance (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.249, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and teacher-student relationship quality (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.256, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), while academic performance exhibited a significant positive correlation with teacher-student relationship quality (<italic>r</italic>&#x202F;=&#x202F;0.234, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). These correlation patterns preliminarily reveal complex pathways among variables, providing empirical foundations for subsequent structural equation modeling.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Descriptive statistics and correlation analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variable</th>
<th align="center" valign="top">M</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">Social media use</th>
<th align="center" valign="top">FoMO</th>
<th align="center" valign="top">Social anxiety</th>
<th align="center" valign="top">Academic performance</th>
<th align="center" valign="top">Teacher-student relationship</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Social media use</td>
<td align="center" valign="middle">3.105</td>
<td align="center" valign="middle">0.954</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">FoMO</td>
<td align="center" valign="middle">2.874</td>
<td align="center" valign="middle">0.577</td>
<td align="center" valign="middle">0.172&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Social anxiety</td>
<td align="center" valign="middle">2.353</td>
<td align="center" valign="middle">0.725</td>
<td align="center" valign="middle">0.165&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.173&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Academic performance</td>
<td align="center" valign="middle">2.146</td>
<td align="center" valign="middle">0.987</td>
<td align="center" valign="middle">&#x2212;0.131&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.361&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.249&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Teacher-student relationship</td>
<td align="center" valign="middle">2.249</td>
<td align="center" valign="middle">0.662</td>
<td align="center" valign="middle">0.156&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.138&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.256&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.234&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec24">
<label>4.4</label>
<title>Main effects and mediation analysis</title>
<p>Based on the conceptual model, this study constructed a structural equation model incorporating social media usage, social anxiety, fear of missing out, and academic performance as core variables. In testing the hypothesized path relationships, social media usage demonstrated a significant positive predictive effect on fear of missing out (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.212, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and social anxiety (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.160, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while exhibiting a significant negative predictive relationship with academic performance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.124, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), thereby supporting the first research hypothesis. Further analysis revealed that social anxiety exerted a significant positive effect on fear of missing out (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.395, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and a significant negative predictive effect on academic performance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.143, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while fear of missing out similarly demonstrated a significant negative predictive relationship with academic performance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.268, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). All hypothesized paths in the model achieved statistical significance, with path directions consistent with research expectations. Path coefficients and significance levels are detailed in <xref ref-type="table" rid="tab4">Table 4</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Model path relationship hypothesis testing results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Path relationship</th>
<th align="center" valign="top">Estimate</th>
<th align="center" valign="top">S.E.</th>
<th align="center" valign="top">C.R.</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
<th align="left" valign="top">Conclusion</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Social media use&#x202F;&#x2192;&#x202F;FoMO</td>
<td align="center" valign="top">0.212</td>
<td align="center" valign="top">0.022</td>
<td align="center" valign="top">12.824</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
<tr>
<td align="left" valign="top">Social media use&#x202F;&#x2192;&#x202F;social anxiety</td>
<td align="center" valign="top">0.160</td>
<td align="center" valign="top">0.018</td>
<td align="center" valign="top">7.566</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
<tr>
<td align="left" valign="top">Social media use&#x202F;&#x2192;&#x202F;academic performance</td>
<td align="center" valign="top">&#x2212;0.124</td>
<td align="center" valign="top">0.015</td>
<td align="center" valign="top">&#x2212;6.326</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
<tr>
<td align="left" valign="top">Social anxiety&#x202F;&#x2192;&#x202F;FoMO</td>
<td align="center" valign="top">0.395</td>
<td align="center" valign="top">0.017</td>
<td align="center" valign="top">20.405</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
<tr>
<td align="left" valign="top">Social anxiety&#x202F;&#x2192;&#x202F;academic performance</td>
<td align="center" valign="top">&#x2212;0.143</td>
<td align="center" valign="top">0.012</td>
<td align="center" valign="top">&#x2212;5.792</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
<tr>
<td align="left" valign="top">FoMO&#x202F;&#x2192;&#x202F;academic performance</td>
<td align="center" valign="top">&#x2212;0.268</td>
<td align="center" valign="top">0.017</td>
<td align="center" valign="top">&#x2212;16.187</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="left" valign="top">Support</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Structural equation model path coefficients.</p>
</caption>
<graphic xlink:href="fpsyg-16-1649890-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart depicting relationships among social media use, social anxiety, FoMO (Fear of Missing Out), and academic performance. Arrows indicate causal paths: social media use to social anxiety (0.160), to FoMO (0.212), and directly to academic performance (-0.124). Social anxiety affects FoMO (0.395), which influences academic performance (-0.268), with negative effects also seen from FoMO directly to academic performance (-0.143).</alt-text>
</graphic>
</fig>
<p>Based on the research&#x2019;s conceptual model, this study hypothesized that social anxiety and fear of missing out would mediate the relationship between adolescent social media usage and academic performance, with analysis and verification conducted using AMOS 28.0. The bias-corrected nonparametric percentile bootstrap method was employed to examine the mediation effects of social anxiety and fear of missing out. <xref ref-type="table" rid="tab5">Table 5</xref> presents standardized estimates for each indirect path and 95% confidence intervals for mediation effects, with mediation effects considered significant when 95% confidence intervals exclude zero. According to <xref ref-type="table" rid="tab5">Table 5</xref>, the 95% confidence intervals for all three indirect paths exclude zero, indicating significant effects for social anxiety mediation, fear of missing out mediation, and serial mediation. Specifically, the mediation effect value for social anxiety was 0.0075, for fear of missing out was 0.0165, and for serial mediation was 0.0041. Therefore, Hypotheses 2, 3, and 4 are all supported.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Mediation path relationship testing results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Path</th>
<th align="center" valign="top" rowspan="2">Standardized path coefficient</th>
<th align="center" valign="top" rowspan="2">Standard error</th>
<th align="center" valign="top" colspan="2">95% Confidence Interval</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Bound</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Social media use&#x202F;&#x2192;&#x202F;social anxiety&#x202F;&#x2192;&#x202F;academic performance</td>
<td align="center" valign="middle">0.0075</td>
<td align="center" valign="middle">0.0033</td>
<td align="center" valign="middle">0.0034</td>
<td align="center" valign="middle">0.0125</td>
</tr>
<tr>
<td align="left" valign="middle">Social media use&#x202F;&#x2192;&#x202F;FoMO&#x202F;&#x2192;&#x202F;academic performance</td>
<td align="center" valign="middle">0.0165</td>
<td align="center" valign="middle">0.0058</td>
<td align="center" valign="middle">0.0069</td>
<td align="center" valign="middle">0.0164</td>
</tr>
<tr>
<td align="left" valign="middle">Social media use&#x202F;&#x2192;&#x202F;social anxiety&#x202F;&#x2192;&#x202F;FoMO&#x202F;&#x2192;&#x202F;Academic performance</td>
<td align="center" valign="middle">0.0041</td>
<td align="center" valign="middle">0.0016</td>
<td align="center" valign="middle">0.0021</td>
<td align="center" valign="middle">0.0074</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec25">
<label>4.5</label>
<title>Moderation analysis</title>
<p>The PROCESS macro was utilized to examine the moderating role of teacher-student relationships in the association between fear of missing out and academic performance. Results indicated that the interaction term between teacher-student relationships and fear of missing out exhibited a significant negative predictive effect on academic performance (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.175, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), demonstrating that teacher-student relationships negatively moderate the relationship between fear of missing out and academic performance. Therefore, Hypothesis H5 was supported. To provide a more intuitive representation of the moderating effect of teacher-student relationships on the fear of missing out-academic performance relationship, this study followed recommendations by <xref ref-type="bibr" rid="ref2">Aiken et al. (1991)</xref> by plotting relationships at one standard deviation above and below the mean to illustrate differential effects of fear of missing out on academic performance across varying levels of teacher-student relationship quality, as shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Moderating effects of teacher-student relationship quality on the association between fear of missing out and academic performance.</p>
</caption>
<graphic xlink:href="fpsyg-16-1649890-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Line graph showing the relationship between Fear of Missing Out (FoMO) and Academic Performance. High teacher-student relationships, marked with triangles, show a steeper increase in academic performance from 2.8 to 3.6. Low teacher-student relationships, marked with circles, show a smaller increase from 2.2 to 2.5.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec26">
<label>5</label>
<title>Discussion</title>
<sec id="sec27">
<label>5.1</label>
<title>Direct effects of problematic internet use on academic performance</title>
<p>The current study demonstrates that social media use significantly and negatively impacts college students&#x2019; academic performance. Higher social media usage is associated with a reduced likelihood of achieving favorable academic outcomes, which aligns with findings from previous studies (<xref ref-type="bibr" rid="ref28">Evers et al., 2020</xref>; <xref ref-type="bibr" rid="ref61">Sampasa-Kanyinga et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">Giunchiglia et al., 2018</xref>). This negative relationship can be examined through various theoretical lenses. From a behavioral media use perspective, social media platforms are mobile and operate in real-time, allowing students to access them almost anywhere, including during class. This &#x201C;always-on&#x201D; nature of social media can undermine sustained attention and the cognitive processing necessary for effective learning (<xref ref-type="bibr" rid="ref5">Al-Menayes, 2014</xref>).</p>
<p>From the media psychology perspective, constant information streams create patterns of &#x201C;dynamic updating, immediate response, and constant switching,&#x201D; leading to fragmented attention and cognitive overload (<xref ref-type="bibr" rid="ref64">Shen, 2019</xref>). As a result, students&#x2019; working memory is occupied, making it difficult for them to focus deeply on course material. Furthermore, frequent late-night use of social media is closely linked to sleep disorders and academic burnout (<xref ref-type="bibr" rid="ref28">Evers et al., 2020</xref>). According to the emotional exhaustion model, chronic sleep deprivation and fatigue drain students&#x2019; motivation and emotional regulation, ultimately leading to decreased academic engagement and poorer grades.</p>
</sec>
<sec id="sec28">
<label>5.2</label>
<title>Mediating effects of social anxiety and fear of missing out</title>
<p>The study also finds that social anxiety and FoMO play significant mediating roles in the relationship between social media use and academic performance. According to cognitive-behavioral theory, individuals with social anxiety tend to have negative automatic thoughts about social interactions (<xref ref-type="bibr" rid="ref22">Clark and Wells, 1995</xref>; <xref ref-type="bibr" rid="ref75">Weidman and Levinson, 2015</xref>), making them more likely to turn to social media as a way to avoid real-world social pressures (<xref ref-type="bibr" rid="ref39">Lee and Stapinski, 2012</xref>). However, this form of social participation does not alleviate social anxiety. Instead, it consumes cognitive resources, weakening students&#x2019; attention and executive control during learning tasks (<xref ref-type="bibr" rid="ref35">Junco and Cotten, 2012</xref>; <xref ref-type="bibr" rid="ref48">Oberst et al., 2017</xref>; <xref ref-type="bibr" rid="ref3">Albulescu et al., 2024</xref>). Additionally, socially anxious individuals often engage in upward social comparisons on social media, leading to increased feelings of inferiority and negative self-worth, which further detracts from academic motivation and performance (<xref ref-type="bibr" rid="ref36">Kajastus et al., 2024</xref>; <xref ref-type="bibr" rid="ref71">Vogel et al., 2014</xref>; <xref ref-type="bibr" rid="ref34">Jehi et al., 2024</xref>).</p>
<p>Further research indicates that excessive social media use intensifies anxiety and stress levels among college students, diminishing the positive impact of self-control on academic performance (<xref ref-type="bibr" rid="ref71">Vogel et al., 2014</xref>). Thus, social anxiety emerges as a crucial mediating variable, influencing both the emotional and cognitive aspects of students&#x2019; academic performance.</p>
<p>FoMO, which is significantly linked to social media use (<xref ref-type="bibr" rid="ref8">Alutaybi et al., 2020</xref>), exacerbates this problem. Students with high FoMO levels tend to worry about missing out on their peers&#x2019; experiences, which disrupts their focus and academic engagement (<xref ref-type="bibr" rid="ref18">Chai et al., 2018</xref>). This, in turn, leads to poor academic performance and negative student outcomes (<xref ref-type="bibr" rid="ref31">Hairul et al., 2025</xref>). This study is the first to validate this mediating pathway within the Chinese context.</p>
<p>Theoretical frameworks like Self-Determination Theory (SDT) and Social Comparison Theory shed light on the mechanisms underlying these relationships. SDT suggests that social media environments often fail to satisfy students&#x2019; needs for autonomy, competence, and relatedness, prompting emotional compensation through excessive media use. This, in turn, diverts time from academic activities (<xref ref-type="bibr" rid="ref59">Ryan and Deci, 2000</xref>; <xref ref-type="bibr" rid="ref25">Deci and Ryan, 2008</xref>). Social Comparison Theory explains that upward comparisons on social media reinforce negative self-perceptions, amplifying FoMO&#x2019;s detrimental effects on academic motivation (<xref ref-type="bibr" rid="ref71">Vogel et al., 2014</xref>). Together, social anxiety and FoMO exert a negative influence on academic performance by depleting cognitive resources and reducing motivation.</p>
</sec>
<sec id="sec29">
<label>5.3</label>
<title>Chain mediating effects of social anxiety and fear of missing out</title>
<p>The chain mediation analysis reveals that social media use influences academic performance through a series of mediating factors: social media use leads to social anxiety, which then leads to FoMO, and ultimately harms academic outcomes. This finding supports previous research (<xref ref-type="bibr" rid="ref26">Dempsey et al., 2019</xref>; <xref ref-type="bibr" rid="ref77">Wolniewicz et al., 2018</xref>) and extends the &#x201C;emotional activation&#x2014;cognitive resource displacement&#x201D; pathway outlined in the I-PACE model (<xref ref-type="bibr" rid="ref14">Brand et al., 2016</xref>).</p>
<p>Studies have shown that social anxiety directly predicts FoMO, with individuals exhibiting higher levels of social anxiety also showing a stronger concern about missing out on social media content (<xref ref-type="bibr" rid="ref26">Dempsey et al., 2019</xref>). From a media psychology perspective, social anxiety can be seen as an immediate emotional response to perceived evaluative threats. Students with higher levels of social anxiety often monitor peer feedback closely and avoid negative evaluations, which intensifies their fear of missing out on relevant social information (<xref ref-type="bibr" rid="ref26">Dempsey et al., 2019</xref>). FoMO then becomes a motivational amplifier, driving students to frequently refresh their social media feeds and switch attention between tasks, which compromises their ability to focus on academic work. While this model offers valuable insights, it may not fully capture the complexity of the emotional and cognitive processes involved, as it assumes a linear progression that may not apply universally across all individuals.</p>
</sec>
<sec id="sec30">
<label>5.4</label>
<title>Moderating effects of teacher-student relationships</title>
<p>Positive teacher-student relationships (TSR) can be a crucial factor in satisfying students&#x2019; &#x201C;relatedness needs,&#x201D; as emphasized by Self-Determination Theory. When students feel respected, understood, and supported by their teachers, their intrinsic motivation is strengthened, and their sense of control over academic goals increases. This reduces the compulsive use of social media driven by FoMO and improves executive function and time management skills, reducing attention fragmentation. Empirical evidence shows that in the presence of strong TSR, the negative impact of FoMO on academic performance is significantly reduced (<xref ref-type="bibr" rid="ref40">Li et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Hornstra et al., 2023</xref>).</p>
<p>Positive TSR can be understood through the lens of James Carey&#x2019;s ritual view of communication (<xref ref-type="bibr" rid="ref16">Carey, 1975</xref>), where teacher-student interactions are seen as continuous, meaningful, and ritualistic rather than sporadic exchanges of information. Unlike the fragmented interactions common in online spaces, in-person interactions, such as classroom discussions, after-class tutoring, and daily greetings, help satisfy students&#x2019; relatedness needs, providing them with emotional security. This stability can counteract the cognitive depletion caused by FoMO, allowing students to better focus on their academic tasks. According to <xref ref-type="bibr" rid="ref29">Feng (2022)</xref>, the moderating effects of TSR unfold in three ways: emotional support, cognitive reappraisal, and resource reallocation.</p>
<p>First, emotional support helps students feel secure and valued, which can reduce the emotional triggers of FoMO. Second, cognitive reappraisal helps students challenge their fears of missing out on information, reducing their anxiety. Third, resource reallocation helps students better allocate their attention and time, thus reducing distractions caused by FoMO and enhancing their ability to engage in focused learning.</p>
<p>In practical terms, while improving TSR may help alleviate some of the cognitive and emotional burdens caused by FoMO, it does not fully counteract the negative effects on academic performance. To put this into perspective, this modest effect can be compared to the role of a supportive friend who helps to mitigate stress but does not eliminate it entirely. In educational settings, this implies that while fostering positive teacher-student relationships can certainly play a role in managing the adverse effects of FoMO, it might need to be combined with other interventions, such as developing self-regulation skills or digital detox practices, to more effectively address the issue. Educational and psychological interventions aimed at strengthening teacher-student relationships should focus on providing emotional support and fostering trust and understanding between students and teachers. However, the modest nature of this effect indicates that these interventions should not be seen as a panacea for all the challenges posed by FoMO. A more holistic approach is needed, where TSR interventions are complemented by strategies that directly address time management, media literacy, and emotional regulation.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec31">
<label>6</label>
<title>Conclusion</title>
<p>While existing research suggests that social media use may impair university students&#x2019; academic achievement, the underlying mechanisms remain insufficiently understood. This study employed social media use as the independent variable, positioning social anxiety and fear of missing out as sequential mediators, and incorporating teacher-student relationships as a moderating factor within the Self-Determination Theory framework. This approach enabled the construction of a multilayered model encompassing usage behaviors, emotional processes, and academic outcomes. The theoretical foundation of this study integrates three complementary frameworks operating at distinct analytical levels. Self-Determination Theory (SDT) provides the foundational motivational framework, explaining how social media environments may undermine students&#x2019; psychological needs for autonomy, competence, and relatedness. Social Comparison Theory operates at the cognitive processing level, elucidating how upward social comparisons trigger negative self-evaluations and academic motivation deficits. The Interaction of Person-Affect-Cognition-Execution (I-PACE) model functions at the behavioral execution level, describing how emotional and cognitive disruptions translate into maladaptive usage patterns that interfere with academic engagement.</p>
<p>The findings reveal that higher frequencies of social media use are associated with elevated levels of social anxiety among students, which subsequently triggers stronger fear of missing out, ultimately producing a suppressive effect on academic performance. Concurrently, the results demonstrate that more positive teacher-student relationships attenuate the negative impact of fear of missing out on academic outcomes. These conclusions underscore the critical importance of enhancing teacher-student emotional connections and disrupting digital emotional chains to preserve academic performance.</p>
</sec>
<sec id="sec32">
<label>7</label>
<title>Limitations</title>
<p>Several methodological limitations should be acknowledged when interpreting these findings. The cross-sectional design precludes definitive causal inferences, as reverse causation remains possible&#x2014;students with academic difficulties may increase social media use as avoidance, or those with pre-existing anxiety may be more drawn to problematic online behaviors. Reliance on self-reported measures across all variables introduces potential biases, including social desirability bias and inaccurate self-perception for academic performance assessment, as well as recall bias for social media usage frequency. Future studies should incorporate objective measures such as actual GPA records and digital usage tracking data to enhance measurement validity.</p>
<p>Additionally, generalizability may be limited to Chinese university students aged 18&#x2013;24, as cultural factors and educational system characteristics specific to the Chinese context may influence the observed relationships. The study did not account for potentially important confounding variables including academic major, socioeconomic status, prior academic achievement, personality traits, sleep quality, and pre-existing mental health conditions, which could moderate or mediate the examined relationships and may have led to overestimation of effects. Finally, while teacher-student relationships moderated the FoMO-academic performance relationship, the modest effect size suggests this protective factor alone may be insufficient to counteract negative impacts of problematic social media use, warranting investigation of additional protective factors in future research.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec33">
<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 sec-type="ethics-statement" id="sec34">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Academic Board of the School of Journalism and Communication, Chongqing University (9 January 2025 of approval). The study was conducted according to the guidelines of the Declaration of Helsinki, and in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec35">
<title>Author contributions</title>
<p>ZG: Conceptualization, Methodology, Software, Writing &#x2013; original draft, Formal analysis, Visualization. YG: Formal analysis, Resources, Project administration, Validation, Writing &#x2013; review &#x0026; editing, Funding acquisition, Supervision. JT: Writing &#x2013; original draft, Methodology, Visualization, Investigation, Validation.</p>
</sec>
<sec sec-type="funding-information" id="sec36">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research is supported by the Fundamental Research Funds for the Central Universities (2022CDJSKJC01).</p>
</sec>
<sec sec-type="COI-statement" id="sec37">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec38">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec39">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://www.wjx.cn" ext-link-type="uri">https://www.wjx.cn</ext-link></p></fn>
</fn-group>
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