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<front>
<journal-meta>
<journal-id journal-id-type="pmc">JPA</journal-id>
<journal-id journal-id-type="nlm-ta">JPA</journal-id>
<journal-id journal-id-type="publisher-id">JPA</journal-id>
<journal-title-group>
<journal-title>Journal of Psychology in Africa</journal-title>
</journal-title-group>
<issn pub-type="ppub">1433-0237</issn>
<issn pub-type="epub">1815-5626</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">68776</article-id>
<article-id pub-id-type="doi">10.32604/jpa.2026.068776</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Social anxiety and adolescent students&#x2019; internet fiction reading: Self-esteem mediation and school grade moderation</article-title>
<alt-title alt-title-type="left-running-head">Wei and Zhou</alt-title>
<alt-title alt-title-type="right-running-head">SOCIAL INTERNET FICTION READING</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author">
<name name-style="western">
<surname>Wei</surname>
<given-names>Qiaobo</given-names>
</name>
<xref ref-type="aff" rid="aff-1">1</xref>
<xref ref-type="aff" rid="aff-2">2</xref>
</contrib>
<contrib id="author-2" contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4879-4028</contrib-id>
<name name-style="western">
<surname>Zhou</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff-1">1</xref>
<xref ref-type="aff" rid="aff-3">3</xref>
<email>2019000019@usx.edu.cn</email>
</contrib>
<aff id="aff-1"><label>1</label><institution>Department of Psychology, Shaoxing University</institution>, <addr-line>Shaoxing</addr-line>, <country>China</country></aff>
<aff id="aff-2"><label>2</label><institution>Yuntai School of Zhengdong New District</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country></aff>
<aff id="aff-3"><label>3</label><institution>Center for Brain, Mind and Education, Shaoxing University</institution>, <addr-line>Shaoxing</addr-line>, <country>China</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label>Correspondence: Hui Zhou, <email>2019000019@usx.edu.cn</email></corresp>
</author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2026</year>
</pub-date>
<pub-date date-type="pub" publication-format="electronic">
<day>29</day><month>04</month><year>2026</year>
</pub-date>
<volume>36</volume>
<issue>2</issue>
<fpage>277</fpage>
<lpage>284</lpage>
<history>
<date date-type="received">
<day>06</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 The Authors. Published by Tech Science Press.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>The Authors</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_JPA_68776.pdf"></self-uri>
<abstract>
<p>We investigated the relationship between social anxiety on adolescent students&#x2019; internet fiction reading and mediation by self-esteem. A total of 774 adolescent students (female &#x003D; 48.9%; mean age 13.39 &#x00B1; 1.46) completed surveys on internet fiction addiction, social anxiety and self-esteem. Mediation analysis results indicated a significant school grade placement effect in internet fiction reading to be lower . The self-esteem of adolescent students plays a mediating role between social anxiety and internet fiction reading for higher internet fiction reading with higher self-esteem. This mediating effect accounts for about two-thirds of the total effect. This study suggests personal factors like self-esteem are important to how adolescent student&#x2019;s navigate internet fiction reading. Student counselling and development services should pay attention to adolescent students&#x2019; social anxiety and improve their self-esteem, to reduce the tendency of adolescent students&#x2019; internet fiction addiction.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Social anxiety</kwd>
<kwd>internet fiction reading</kwd>
<kwd>self-esteem</kwd>
<kwd>adolescent students</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>Zhejiang Province Philosophy and Social Science under Grant</funding-source>
<award-id>22NDQN273YB</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>With the rapid development of digital times, internet fiction has spread rapidly through electronic devices such as mobile phones and computers. As an important reading resource in digital times, internet fiction had an impact on teenagers&#x2019; reading life. At present, with the increasing popularity of the internet, the influence of internet fiction has penetrated all aspects of social life. Adolescent students, as one of the main consumer groups of internet fiction, are gradually adapting to the popular network culture, which is represented by internet fiction (<xref ref-type="bibr" rid="ref-44">Wu, 2023</xref>). The adolescent period is a critical stage for physical and mental health development, especially for early adolescents aged 10 to 14 (<xref ref-type="bibr" rid="ref-16">Jiang et al., 2025</xref>). Regrettably, internet fiction reading may come at a cost of social anxieties from, difficulty controlling reading time, increased tolerance, withdrawal reaction and disruption of daily life activities (<xref ref-type="bibr" rid="ref-45">Yang et al., 2023</xref>). Social anxiety refers to the intense fear triggered by other people&#x2019;s comments during social interactions (<xref ref-type="bibr" rid="ref-36">Tan et al., 2025</xref>). Much would depend on the person&#x2019;s self-esteem or individual&#x2019;s thoughts and feelings about his or her own importance and value in managing the internet reading demands and challenges, of which there is limited evidence.</p>
<sec id="s1_1">
<title>Social anxiety and internet fiction</title>
<p>Social anxiety is one of the important factors affecting internet addiction in adolescent students. Studies have shown that high levels of social anxiety may lead to increased use of electronic devices such as mobile phones to reduce anxiety and fear (<xref ref-type="bibr" rid="ref-27">Meshi &#x0026; Ellithorpe, 2021</xref>). Thus, social anxiety is associated with high risk for internet addiction (<xref ref-type="bibr" rid="ref-28">Miao et al., 2018</xref>). When reading internet fiction, due to their inability to control their emotions well, students with social anxiety may also become addicted to the novel&#x2019;s plot (<xref ref-type="bibr" rid="ref-13">Gr&#x00FC;nthal et al., 2025</xref>). However, previous studies focused less on the relationship between social anxiety and internet fiction reading in adolescents. Therefore, this study hypothesizes a significant correlation between internet reading and social anxiety in adolescents.</p>
</sec>
<sec id="s1_2">
<title>The mediating role of self-esteem</title>
<p>Self-esteem refers bridges interpersonal relationships by prompting people to take action to maintain and restore the harmony. Empirical studies confirmed that individuals with high social anxiety are more likely to exhibit lower levels of self-esteem (<xref ref-type="bibr" rid="ref-33">Sella et al., 2024</xref>; <xref ref-type="bibr" rid="ref-19">Kong et al., 2022</xref>). Regarding the relationship between self-esteem and internet fiction reading, <xref ref-type="bibr" rid="ref-24">Liu et al. (2016)</xref> proposed the internet satisfaction compensation model and suggested that the internet use of adolescent students is driven by psychological needs. The internet plays a psychological compensation role for students. When students rely too much on the role of compensation, it may lead to addiction. Studies have shown that adolescent students with low self-esteem are more likely to vent their emotions and find self-worth through the internet (<xref ref-type="bibr" rid="ref-6">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="ref-20">Lai et al., 2023</xref>). Adolescent students are prone to losing themselves in reading novels, seeking self-confidence and a sense of value from them. Therefore, the present study hypothesizes that self-esteem may play a mediating role between social anxiety and internet fiction reading in adolescent students.</p>
<p>Few studies explore multiple variables relationships in internet fiction reading such as the relationship between internet fiction reading, social anxiety, and self-esteem.</p>
<p>Theoretical foundations. Davis&#x2019; cognitive-behavioral addiction theory model proposed that social anxiety is an initial and distal factor in the development of internet addiction (<xref ref-type="bibr" rid="ref-9">Davis, 2001</xref>). <xref ref-type="bibr" rid="ref-48">Zhu et al. (2025)</xref> suggested that individuals with social anxiety are more likely to feel loneliness and turn to the internet to alleviate social anxiety in real society. As a result, they may spend increasing amounts of time online to alleviate their social anxiety. <xref ref-type="bibr" rid="ref-10">Elrewany et al. (2025)</xref> tested adolescent students from the Eastern Mediterranean Region and found a close relationship between social anxiety and internet addiction.</p>
<p><bold>The China context.</bold> According to the research of <xref ref-type="bibr" rid="ref-7">Chi et al. (2020)</xref>, the incidence of internet addiction among adolescents in China reaches 9.6%&#x007E;24.0%. A study of <xref ref-type="bibr" rid="ref-48">Zhu et al. (2025)</xref> enrolled 10,158 adolescent students and found the sample comprised 89.6% adolescents with normal internet usage, 10.2% adolescents with mild internet addiction, and 0.2% adolescents with severe internet addiction. A study of <xref ref-type="bibr" rid="ref-1">Bao et al. (2025)</xref> found a more common problematic gaming in male Chinese adolescents. This indicates that many adolescents including Chinese adolescents have issues with internet use. However, current research on internet fiction is insufficient. Therefore, this study focuses on exploring the situation of Chinese adolescents&#x2019; internet fiction reading.</p>
</sec>
<sec id="s1_3">
<title>Goal of the study</title>
<p>This study examined the relationship between social anxiety and internet fiction reading, and the mediating role of self-esteem in adolescent students. We tested a mediated structural model (see <xref ref-type="fig" rid="fig-1">Figure 1</xref>) and the following hypotheses:</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>The mediation model of social anxiety, self-esteem, and internet fiction addiction. <italic>Note</italic>. &#x002A;&#x002A;&#x002A; <italic>p</italic> &#xFF1C; 0.001</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JPA_68776-fig-1.tif"/>
</fig>
<p>H1: Social anxiety is associated with higher internet fiction reading in adolescent students.</p>
<p>H2: Self-esteem mediates the relationship between social anxiety and internet fiction reading in adolescent students to be lower among those with higher self-esteem.</p>
<p>H3: School grade placement moderated the social anxiety and internet fiction reading in adolescent students to be lower among those in higher grades.</p>
</sec>
</sec>
<sec id="s2">
<title>Method</title>
<sec id="s2_1">
<title>Participants and setting</title>
<p>A total of 774 students school students in Shaoxing city, China were participants (females &#x003D; 48.87%, age range is 10&#x2013;14 years old, <italic>Mean</italic> &#x003D; 13.39, <italic>SD</italic> &#x003D; 1.46). A total of 160 students (21.2% of the total) were in the fifth grade, 171 (22.6% of the total) were in the sixth grade, 130 (17.2% of the total) were in the seventh grade, 159 (21.1% of the total) were in the eighth grade, and 135 (17.9% of the total) were in the ninth grade.</p>
</sec>
<sec id="s2_2">
<title>Measures</title>
<p>The students self-reported their demographics of gender, grade, family background, father&#x2019;s level of education, mother&#x2019;s educational level, father&#x2019;s occupation, and mother&#x2019;s occupation (see <xref ref-type="table" rid="table-1">Table 1</xref> for demographics). They then completed the following measures.</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>Descriptive statistics analysis of population variables (n &#x003D; 755)</title>
</caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="char" char="d{2.2}"/>
</colgroup>
<thead>
<tr>
<th>Item</th>
<th>Category</th>
<th>Number</th>
<th align="center">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td rowspan="2">Gender</td>
<td>Boy</td>
<td>386</td>
<td char=".">51.13</td>
</tr>
<tr>

<td>Girl</td>
<td>369</td>
<td char=".">48.87</td>
</tr>
<tr>
<td rowspan="5">Grade</td>
<td>Grade 5</td>
<td>160</td>
<td char=".">21.19</td>
</tr>
<tr>

<td>Grade 6</td>
<td>171</td>
<td char=".">22.65</td>
</tr>
<tr>

<td>Grade 7</td>
<td>130</td>
<td char=".">17.22</td>
</tr>
<tr>

<td>Grade 8</td>
<td>159</td>
<td char=".">21.06</td>
</tr>
<tr>

<td>Grade 9</td>
<td>135</td>
<td char=".">17.88</td>
</tr>
<tr>
<td rowspan="2">Family background</td>
<td>Countryside</td>
<td>106</td>
<td char=".">14.04</td>
</tr>
<tr>

<td>City</td>
<td>649</td>
<td char=".">85.96</td>
</tr>
<tr>
<td rowspan="4">Father&#x2019;s level of education</td>
<td>Primary school</td>
<td>24</td>
<td char=".">3.18</td>
</tr>
<tr>

<td>Middle school</td>
<td>225</td>
<td char=".">29.80</td>
</tr>
<tr>

<td>High school</td>
<td>214</td>
<td char=".">28.34</td>
</tr>
<tr>

<td>Bachelor&#x2019;s degree or above</td>
<td>292</td>
<td char=".">38.68</td>
</tr>
<tr>
<td rowspan="4">Mother&#x2019;s educational level</td>
<td>Primary school</td>
<td>38</td>
<td char=".">5.03</td>
</tr>
<tr>

<td>Middle school</td>
<td>230</td>
<td char=".">30.46</td>
</tr>
<tr>

<td>High school</td>
<td>217</td>
<td char=".">28.74</td>
</tr>
<tr>

<td>Bachelor&#x2019;s degree or above</td>
<td>270</td>
<td char=".">35.76</td>
</tr>
<tr>
<td rowspan="5">Father&#x2019;s occupation</td>
<td>Worker</td>
<td>157</td>
<td char=".">20.79</td>
</tr>
<tr>

<td>Merchant</td>
<td>144</td>
<td char=".">19.07</td>
</tr>
<tr>

<td>Specialist</td>
<td>160</td>
<td char=".">21.19</td>
</tr>
<tr>

<td>Civil servant</td>
<td>47</td>
<td char=".">6.23</td>
</tr>
<tr>

<td>Other</td>
<td>247</td>
<td char=".">32.72</td>
</tr>
<tr>
<td rowspan="5">Mother&#x2019;s occupation</td>
<td>Worker</td>
<td>123</td>
<td char=".">16.29</td>
</tr>
<tr>

<td>Merchant</td>
<td>113</td>
<td char=".">14.97</td>
</tr>
<tr>

<td>Specialist</td>
<td>162</td>
<td char=".">21.46</td>
</tr>
<tr>

<td>Civil servant</td>
<td>37</td>
<td char=".">4.90</td>
</tr>
<tr>

<td>Other</td>
<td>320</td>
<td char=".">42.38</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s2_2_1">
<title>Internet fiction reading</title>
<p>The present study adapted 23 item <xref ref-type="bibr" rid="ref-34">Song et al. (2013)</xref>&#x2019;s Internet Fiction Addiction Questionnaire (IFAQ). The IFAQ comprises five factors including withdrawal reactions and tolerance, with a total of 23 items. Items are on a 5-point Likert scale ranging from 1 to 5 is used for scoring, from &#x201C;completely inconsistent&#x201D; to &#x201C;completely consistent&#x201D;. The higher total score means a more serious addiction to internet fiction. In this study, the Cronbach&#x2019;s coefficient is 0.933, and the Guttman split-half reliability is 0.894, which means a high confidence <xref ref-type="table" rid="table-2">Table 2</xref>.</p>
<table-wrap id="table-2">
<label>Table 2</label>
<caption>
<title>Exploratory factor analysis of the internet fiction addiction scale</title>
</caption>
<table>
<colgroup>
<col align="left"/>
<col align="char" char="d{2.2}"/>
<col align="char" char="d{2.2}"/>
<col align="char" char="d{2.2}"/>
<col align="char" char="d{2.3}"/>
<col align="char" char="d{2.2}"/>
</colgroup>
<thead>
<tr>
<th align="center" rowspan="2">Item</th>
<th colspan="5">Factor loading</th>
</tr>
<tr>

<th align="center">1</th>
<th align="center">2</th>
<th align="center">3</th>
<th align="center">4</th>
<th align="center">5</th>
</tr>
</thead>
<tbody>
<tr>
<td>v19</td>
<td char=".">0.73</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v21</td>
<td char=".">0.72</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v14</td>
<td char=".">0.70</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v15</td>
<td char=".">0.67</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v22</td>
<td char=".">0.66</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v18</td>
<td char=".">0.65</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v17</td>
<td char=".">0.44</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v11</td>
<td char="."></td>
<td char=".">0.73</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v2</td>
<td char="."></td>
<td char=".">0.71</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v3</td>
<td char="."></td>
<td char=".">0.71</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v12</td>
<td char="."></td>
<td char=".">0.66</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v7</td>
<td char="."></td>
<td char=".">0.53</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v10</td>
<td char="."></td>
<td char="."></td>
<td char=".">0.74</td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v23</td>
<td char="."></td>
<td char="."></td>
<td char=".">0.73</td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v9</td>
<td char="."></td>
<td char="."></td>
<td char=".">0.69</td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v13</td>
<td char="."></td>
<td char="."></td>
<td char=".">0.56</td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v20</td>
<td char="."></td>
<td char="."></td>
<td char=".">0.49</td>
<td char="."></td>
<td char="."></td>
</tr>
<tr>
<td>v1</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.71</td>
<td char="."></td>
</tr>
<tr>
<td>v8</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.61</td>
<td char="."></td>
</tr>
<tr>
<td>v6</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.56</td>
<td char="."></td>
</tr>
<tr>
<td>v16</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.54</td>
<td char="."></td>
</tr>
<tr>
<td>v4</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.81</td>
</tr>
<tr>
<td>v5</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char=".">0.45</td>
</tr>
<tr>
<td>Eigenvalue</td>
<td char=".">9.59</td>
<td char=".">2.04</td>
<td char=".">1.22</td>
<td char=".">0.986</td>
<td char=".">0.81</td>
</tr>
<tr>
<td>Factor contribution rate (%)</td>
<td char=".">19.36</td>
<td char=".">14.47</td>
<td char=".">13.19</td>
<td char=".">11.251</td>
<td char=".">5.41</td>
</tr>
<tr>
<td>Cumulative contribution rate (%)</td>
<td char=".">19.36</td>
<td char=".">33.84</td>
<td char=".">47.03</td>
<td char=".">58.275</td>
<td char=".">63.68</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2_2">
<title>Social anxiety scale</title>
<p>The present study used 6-item Scheier and Carver&#x2019;s Social Anxiety Subscale of the self-consciousness scale (SASS) (<xref ref-type="bibr" rid="ref-32">Scheier &#x0026; Carver, 1985</xref>). The scale is on a 4-point Likert scoring ranging from 0 to 3, from &#x201C;Not at all like me&#x201D; to &#x201C;Very much like me&#x201D;. The higher scores indicate greater anxiety. The scale had a Cronbach&#x2019;s coefficient of 0.79 in this study.</p>
</sec>
<sec id="s2_2_3">
<title>The self-esteem scale</title>
<p>The study used the 10-item Self-Esteem Scale (SES) (<xref ref-type="bibr" rid="ref-43">Winch, 1965</xref>). The scale uses a 1-4 Likert scoring method, ranging from &#x201C;strongly disagree&#x201D; to &#x201C;strongly agree&#x201D;. Items 3, 5, 9, and 10 are reverse-scored. The higher scores indicate higher levels of self-esteem. The Cronbach&#x2019;s coefficient scores from the scale was 0.85 in this study.</p>
</sec>
</sec>
<sec id="s2_3">
<title>Procedure</title>
<p>This study was approved by the Research Ethics Committee of Shaoxing University and by the principals of the participating schools. The parents/guardians of the students consented to the study, and the students assented to the study.</p>
<p>Data was collected during normal class time.</p>
</sec>
<sec id="s2_4">
<title>Data analysis</title>
<p>Data analysis used SPSS 26.0 and AMOS 24.0 statistical software. In the current study, SPSS 26.0 was used for describing statistical analysis, correlation analysis, repeated measures ANOVA and so on. Amos 24.0 was used to establish a mediation model to analyze the relationship between self-esteem, social anxiety and internet fiction reading in adolescent students. The Bootstrap method with 5000 repeated sampling was used to test the mediating effect and estimate the confidence interval. We used <inline-formula id="ieqn-1"><mml:math id="mml-ieqn-1"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>d</mml:mi><mml:mi>f</mml:mi></mml:math></inline-formula>, GFI, CFI, RMSEA, IFI and TLI as the fitting indexes of the model. When <inline-formula id="ieqn-2"><mml:math id="mml-ieqn-2"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>d</mml:mi><mml:mi>f</mml:mi></mml:math></inline-formula> was less than 5, GFI, CFI, IFI and TLI were greater than 0.9, and RMSEA was less than 0.08, the model fit was reasonable (<xref ref-type="bibr" rid="ref-31">Sahoo, 2019</xref>).</p>
<p>This study used Hearman&#x2019;s single factor test method to conduct an unrotated principal component analysis for variables&#x2019; items. The results showed that there were 7 factors with eigenvalues greater than 1. The first factor explained that the variation is 28.21%, which is lower than the critical standard of 40%.</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<sec id="s3_1">
<title>Descriptive statistics</title>
<p>As <xref ref-type="table" rid="table-3">Table 3</xref> showed, this study presents the descriptive statistical analysis of the study variables. The results found that different grades of adolescents perform differently from grade five to nine.</p>
<table-wrap id="table-3">
<label>Table 3</label>
<caption>
<title>Grade effect in adolescent&#x2019;s internet fiction reading</title>
</caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="char" char="d{2.2}"/>
<col align="char" char="d{1.3}"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th align="center" rowspan="2"></th>
<th align="center" rowspan="2"><italic>M</italic> &#x00B1; <italic>SD</italic></th>
<th colspan="5">Grade different (<italic>M</italic> &#x00B1; <italic>SD</italic>)</th>
<th align="center" rowspan="2"><italic>F</italic></th>
<th align="center" rowspan="2"><italic>p</italic></th>
<th align="center" rowspan="2">Post hoc test</th>
</tr>
<tr>

<th align="center">Grade 5 (n &#x003D; 160)</th>
<th align="center">Grade 6 (n &#x003D; 171)</th>
<th align="center">Grade 7 (n &#x003D; 130)</th>
<th align="center">Grade 8 (n &#x003D; 159)</th>
<th align="center">Grade 9 (n &#x003D; 135)</th>

</tr>
</thead>
<tbody>
<tr>
<td>Withdrawal response</td>
<td>11.9 &#x00B1; 6.65</td>
<td>10.21 &#x00B1; 4.85</td>
<td>10.47 &#x00B1; 5.3</td>
<td>13.67 &#x00B1; 7.86</td>
<td>12.53 &#x00B1; 7.13</td>
<td>13.28 &#x00B1; 7.40</td>
<td char=".">9.33</td>
<td char=".">0.00</td>
<td>7 &#xFF1E; 9 &#xFF1E; 8 &#xFF1E; 6 &#xFF1E; 5</td>
</tr>
<tr>
<td>Tolerance</td>
<td>9.74 &#x00B1; 5.21</td>
<td>9.70 &#x00B1; 4.91</td>
<td>8.77 &#x00B1; 4.48</td>
<td>10.47 &#x00B1; 5.71</td>
<td>9.91 &#x00B1; 5.40</td>
<td>10.12 &#x00B1; 5.55</td>
<td char=".">2.44</td>
<td char=".">0.05</td>
<td>7 &#xFF1E; 9 &#xFF1E; 8 &#xFF1E; 5 &#xFF1E; 6</td>
</tr>
<tr>
<td>Work and rest health</td>
<td>6.45 &#x00B1; 3.02</td>
<td>6.08 &#x00B1; 2.44</td>
<td>5.77 &#x00B1; 2.34</td>
<td>6.81 &#x00B1; 3.20</td>
<td>6.72 &#x00B1; 3.33</td>
<td>7.06 &#x00B1; 3.63</td>
<td char=".">5.10</td>
<td char=".">0.00</td>
<td>9 &#xFF1E; 7 &#xFF1E; 8 &#xFF1E; 5 &#xFF1E; 6</td>
</tr>
<tr>
<td>Time management</td>
<td>5.39 &#x00B1; 2.66</td>
<td>4.72 &#x00B1; 1.45</td>
<td>4.83 &#x00B1; 1.74</td>
<td>6.00 &#x00B1; 3.40</td>
<td>5.66 &#x00B1; 2.80</td>
<td>6.02 &#x00B1; 3.37</td>
<td char=".">9.33</td>
<td char=".">0.00</td>
<td>7 &#xFF1E; 9 &#xFF1E; 8 &#xFF1E; 6 &#xFF1E; 5</td>
</tr>
<tr>
<td>Interpersonal and academic problems</td>
<td>2.82 &#x00B1; 1.50</td>
<td>2.62 &#x00B1; 1.27</td>
<td>2.50 &#x00B1; 1.08</td>
<td>3.10 &#x00B1; 1.74</td>
<td>3.00 &#x00B1; 1.66</td>
<td>2.98 &#x00B1; 1.69</td>
<td char=".">4.91</td>
<td char=".">0.001</td>
<td>7 &#xFF1E; 8 &#xFF1E; 9 &#xFF1E; 5 &#xFF1E; 6</td>
</tr>
<tr>
<td>Internet fiction addiction total score</td>
<td>36.30 &#x00B1; 15.99</td>
<td>33.34 &#x00B1; 11.31</td>
<td>32.34 &#x00B1; 12.5</td>
<td>40.05 &#x00B1; 18.41</td>
<td>37.82 &#x00B1; 17.35</td>
<td>39.46 &#x00B1; 18.71</td>
<td char=".">7.72</td>
<td char=".">0.00</td>
<td/>
</tr>
<tr>
<td>Social anxiety</td>
<td>6.71 &#x00B1; 4.52</td>
<td>5.27 &#x00B1; 3.72</td>
<td>5.37 &#x00B1; 4.10</td>
<td>6.44 &#x00B1; 4.33</td>
<td>7.90 &#x00B1; 4.96</td>
<td>8.97 &#x00B1; 4.29</td>
<td char=".">21.21</td>
<td char=".">0.00</td>
<td/>
</tr>
<tr>
<td>Self-esteem</td>
<td>32.53 &#x00B1; 5.51</td>
<td>33.04 &#x00B1; 4.63</td>
<td>34.41 &#x00B1; 4.42</td>
<td>31.27 &#x00B1; 6.31</td>
<td>32.22 &#x00B1; 6.15</td>
<td>31.15 &#x00B1; 5.43</td>
<td char=".">8.75</td>
<td char=".">0.00</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Social anxiety effects on internet reading</title>
<p>Amos software was used to analyze the direct effect of social anxiety on internet fiction addiction. The results showed that the direct effects model fit well, <inline-formula id="ieqn-3"><mml:math id="mml-ieqn-3"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>d</mml:mi><mml:mi>f</mml:mi></mml:math></inline-formula> &#x003D; 3.775, GFI &#x003D; 0.990, CFI &#x003D; 0.992, IFI &#x003D; 0.992, TLI &#x003D; 0.979, RMSEA &#x003D; 0.068. There was a significant path coefficient between the social anxiety score and the internet fiction addiction score (<inline-formula id="ieqn-4"><mml:math id="mml-ieqn-4"><mml:mi>&#x03B2;</mml:mi></mml:math></inline-formula> &#x003D; 0.42, <italic>p</italic> &#xFF1C; 0.001), which supported the first hypothesis. As shown in <xref ref-type="table" rid="table-4">Table 4</xref>, correlation analysis found that the scores of internet fiction addiction and its dimensions were positively correlated with the social anxiety scores (<italic>p</italic> &#x003C; 0.01). The scores of internet fiction addiction and its dimensions were negatively correlated with the self-esteem score (<italic>p</italic> &#x003C; 0.01). The score of social anxiety was negatively correlated with the score of self-esteem (<italic>p</italic> &#x003C; 0.01).</p>
<table-wrap id="table-4">
<label>Table 4</label>
<caption>
<title>Correlation analysis between variables in adolescents</title>
</caption>
<table>
<colgroup>
<col align="left"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="char" char="d{2.4}"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th></th>
<th align="center">1</th>
<th align="center">2</th>
<th align="center">3</th>
<th align="center">4</th>
<th align="center">5</th>
<th align="center">6</th>
<th align="center">7</th>
<th>8</th>
</tr>
</thead>
<tbody>
<tr>
<td>1Withdrawal response</td>
<td char=".">1</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>2Tolerance</td>
<td char=".">0.42&#x002A;&#x002A;</td>
<td char=".">1</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>3Work and rest health</td>
<td char=".">0.97&#x002A;&#x002A;</td>
<td char=".">0.41&#x002A;&#x002A;</td>
<td char=".">1</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>4Time management</td>
<td char=".">0.67&#x002A;&#x002A;</td>
<td char=".">0.59&#x002A;&#x002A;</td>
<td char=".">0.64&#x002A;&#x002A;</td>
<td char=".">1</td>
<td char="."></td>
<td char="."></td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>5Interpersonal and academic problems</td>
<td char=".">0.54&#x002A;&#x002A;</td>
<td char=".">0.52&#x002A;&#x002A;</td>
<td char=".">0.41&#x002A;&#x002A;</td>
<td char=".">0.55&#x002A;&#x002A;</td>
<td char=".">1</td>
<td char="."></td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>6Internet fiction addiction total score</td>
<td char=".">0.93&#x002A;&#x002A;</td>
<td char=".">0.86&#x002A;&#x002A;</td>
<td char=".">0.72&#x002A;&#x002A;</td>
<td char=".">0.81&#x002A;&#x002A;</td>
<td char=".">0.66&#x002A;&#x002A;</td>
<td char=".">1</td>
<td char="."></td>
<td/>
</tr>
<tr>
<td>7Social anxiety</td>
<td char=".">0.31&#x002A;&#x002A;</td>
<td char=".">0.20&#x002A;&#x002A;</td>
<td char=".">0.19&#x002A;&#x002A;</td>
<td char=".">0.27&#x002A;&#x002A;</td>
<td char=".">0.22&#x002A;&#x002A;</td>
<td char=".">0.30&#x002A;&#x002A;</td>
<td char=".">1</td>
<td/>
</tr>
<tr>
<td>8Self-esteem</td>
<td char=".">&#x2212;0.27&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.20&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.25&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.32&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.26&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.30&#x002A;&#x002A;</td>
<td char=".">&#x2212;0.41&#x002A;&#x002A;</td>
<td>1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-4fn1" fn-type="other">
<p><italic>Note</italic>. &#x002A;&#x002A;<italic>p</italic> &#xFF1C; 0.01.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Self-esteem mediation</title>
<p>Based on the results of correlation analysis, the present study further explored the relationship between internet fiction reading, self-esteem, and social anxiety by model construction. We added self-esteem as a mediating variable to construct a mediating model of social anxiety and internet fiction addiction. The results showed that the model fit well, <inline-formula id="ieqn-5"><mml:math id="mml-ieqn-5"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>d</mml:mi><mml:mi>f</mml:mi></mml:math></inline-formula> &#x003D; 4.522, GFI &#x003D; 0.983, CFI &#x003D; 0.984, IFI &#x003D; 0.984, TLI &#x003D; 0.966, RMSEA &#x003D; 0.062. The path analysis results in the model (as shown in <xref ref-type="fig" rid="fig-1">Figure 1</xref>) showed that after adding self-esteem as a mediating variable, the path coefficients of social anxiety score predicting internet fiction addiction score is 0.30 (<italic>p</italic> &#x003C; 0.001), social anxiety score predicting self-esteem score is &#x2212;0.50 (<italic>p</italic> &#x003C; 0.001), and self-esteem score predicting internet fiction addiction score is &#x2212;0.24 (<italic>p</italic> &#x003C; 0.001).</p>
<p>The present study used the 5000 times bootstrap estimation method for bias-correction and 95% confidence interval method judgment. As shown in <xref ref-type="table" rid="table-5">Table 5</xref>, the mediating effect size of self-esteem was 0.300 (<italic>p</italic> &#x003C; 0.001), and the 95% confidence interval was [0.193, 0.415], excluding 0.</p>
<table-wrap id="table-5">
<label>Table 5</label>
<caption>
<title>Analysis of mediating effect and its effect size</title>
</caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th align="center" rowspan="2">Effect</th>
<th align="center" rowspan="2">Path</th>
<th align="center" rowspan="2">Effect size</th>
<th align="center" colspan="2">95% confidence interval</th>
<th align="center" rowspan="2">The amount of the effect</th>
</tr>
<tr>

<th>Lower</th>
<th>Upper</th>

</tr>
</thead>
<tbody>
<tr>
<td>Direct effects</td>
<td>Social anxiety &#x2192; internet fiction addiction</td>
<td>0.12</td>
<td>0.07</td>
<td>0.18</td>
<td>28.57%</td>
</tr>
<tr>
<td>Mediation effect</td>
<td>Social anxiety&#x2192; self-esteem &#x2192; internet fiction addiction</td>
<td>0.30</td>
<td>0.19</td>
<td>0.42</td>
<td>71.43%</td>
</tr>
<tr>
<td>Total effect</td>
<td/>
<td>0.42</td>
<td>0.32</td>
<td>0.53</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_4">
<title>School grade placement moderation</title>
<p>Repeated measures ANOVA indicated that there were significant differences in internet fiction addiction across grades (<italic>F</italic><sub>(4, 742)</sub> &#x003D; 642.72, <italic>p</italic> &#x003C; 0.001, <italic>&#x03B7;</italic>&#x00B2; &#x003D; 0.78), and significant differences were observed for internet fiction addiction in the interaction between gender and grade. Through simple effect analysis, it was found that there was no significant simple effect of gender on five dimensions of internet fiction addiction (<italic>p</italic> &#xFF1E; 0.05). However, as shown in <xref ref-type="fig" rid="fig-2">Figure 2</xref>, there was significant simple effect of grade in five dimensions of internet fiction addiction (<italic>p</italic> &#xFF1C; 0.05) secondary school. Specifically, the scores of withdrawal response and time management dimensions were from high to low in the same order of the seventh grade, ninth grade, eighth grade, sixth grade to fifth grade. In terms of tolerability, the score of six grade was the lowest. In the interpersonal academic dimension, the scores of high-grade primary school students and secondary school students were lower with grade growth. While in the work and rest health dimension, students got the highest score in the ninth grade and the lowest score in the eighth grade.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Grade effect in dimensions of internet fiction addiction score</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JPA_68776-fig-2.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>Discussion</title>
<p>This study found that social anxiety positively predicted adolescent students&#x2019; internet fiction reading, and self-esteem played a mediating role between social anxiety and internet fiction reading. The findings are consistent with other types of internet studies. First, previous studies have shown that social anxiety can predict internet addiction (<xref ref-type="bibr" rid="ref-18">Kavici &#x0026; Ayaz-Alkaya, 2024</xref>; <xref ref-type="bibr" rid="ref-28">Miao et al., 2018</xref>). During adolescence, the severity of social anxiety, which as an emotional indicator of individuals, leads to behavior deterioration (<xref ref-type="bibr" rid="ref-37">Tras &#x0026; G&#x00F6;k&#x00E7;en, 2020</xref>). Internet fiction could create a virtual space and provide readers with a rich emotional experience (<xref ref-type="bibr" rid="ref-17">Kartol &#x0026; Peker, 2020</xref>). When adolescent students with high social anxiety read internet fiction, they experience various emotions due to the novel&#x2019;s storyline. If they only feel pleasure from internet fiction for a long time, they may gradually become addicted to internet fiction.</p>
<p>Higher self-esteem is significantly negatively correlated with social anxiety (<xref ref-type="bibr" rid="ref-20">Lai et al., 2023</xref>; <xref ref-type="bibr" rid="ref-19">Kong et al., 2022</xref>). Adolescent students with low self-esteem are more likely to feel social anxiety. Although few studies directly confirmed the relationship between self-esteem and adolescent students&#x2019; internet fiction reading, there is indirect evidence from other types of internet use. For example, studies suggested that adolescent students with low self-esteem are more likely to become addicted to the internet (<xref ref-type="bibr" rid="ref-3">Charmaraman et al., 2025</xref>; <xref ref-type="bibr" rid="ref-5">Chen et al., 2021</xref>). As a subcategory of internet addiction, internet fiction addiction not only contains the characteristics of internet addiction, but also has its own characteristics, such as the highly interactive, customized, and self-substituent, which are more in line with the personal myth of adolescence (<xref ref-type="bibr" rid="ref-29">Peng et al., 2019</xref>). To satisfy the needs of self-esteem, individuals with low self-esteem will become addicted to the virtual world in internet fiction by imagining emotional and cognitive connections with the characters (<xref ref-type="bibr" rid="ref-47">Zhao et al., 2023</xref>). Therefore, adolescent students with low self-esteem are prone to find self-worth in internet fiction, become too dependent on internet fiction, and form an internet fiction addiction. Improving the self-esteem of adolescent students could weaken the internet fiction addiction of adolescent students caused by social anxiety.</p>
<p>The school grade effect was more pronounced for secondary school than for primary school students. Specifically, the level of internet fiction addiction among secondary school students from 7&#x2013;9 grades was higher than that of primary school students in 5&#x2013;6 grades. This result is consistent with the study of <xref ref-type="bibr" rid="ref-40">Wang et al. (2017)</xref>, which showed that the degree of internet addiction in secondary school students was higher than that in primary school students. A possible explanation is that secondary school students have more opportunities to contact and use the internet than primary school students (<xref ref-type="bibr" rid="ref-6">Chen et al., 2020</xref>). When students gradually start to break away from parents&#x2019; control, their internet literacy involves knowledge, emotion, intention and behavior begin to change (<xref ref-type="bibr" rid="ref-23">Li et al., 2022</xref>). Internet addiction significantly positively correlated with time spent on the internet (<xref ref-type="bibr" rid="ref-4">Chemnad et al., 2025</xref>). Studies also suggested that secondary school students have worse self-control ability in internet use (<xref ref-type="bibr" rid="ref-25">Liu et al., 2023</xref>; <xref ref-type="bibr" rid="ref-39">Vazsonyi &#x0026; Cho, 2022</xref>). Therefore, secondary school students are more likely to be addicted to internet fiction than primary school students.</p>
<sec id="s4_1">
<title>Implications for research and practice</title>
<p>This study has several theoretical implications for the literature on adolescents&#x2019; internet fiction reading. First, the results revealed the characteristics of adolescents&#x2019; internet fiction reading. Social anxiety is significantly correlated with adolescents&#x2019; internet fiction reading. Parents and teachers should consciously cultivate the social skills of adolescents. Effective social activities may reduce adolescents&#x2019; addiction to internet fiction (<xref ref-type="bibr" rid="ref-11">Erba&#x015F; &#x0026; G&#x00FC;m&#x00FC;&#x015F;, 2020</xref>; <xref ref-type="bibr" rid="ref-41">Wang et al., 2025</xref>). Second, this study found support for self-esteem as a critical mediator between social anxiety and adolescents&#x2019; internet fiction reading. Student counselling and development services should pay attention to adolescent students&#x2019; self-esteem, especially in social activities. The setbacks in real-life social activities may lead adolescents to escape to the virtual world of the internet, and the world in internet fiction is one of them (<xref ref-type="bibr" rid="ref-8">Dao &#x0026; Alexandrovna, 2025</xref>).</p>
</sec>
<sec id="s4_2">
<title>Strengths, limitations, and future recommendations</title>
<p>The present study has several limitations. First, we only employ research design of cross-sectional research. On this basis, future research can further carry out longitudinal research on adolescent&#x2019;s internet fiction reading to explore the development trajectory of adolescent&#x2019;s internet fiction reading and the influencing effect of other factors. Second, this study only explored the influence of social anxiety and self-esteem. Future study could consider other influencing factors such as personality traits on adolescent&#x2019;s internet fiction reading. Third, the current study has limits in subject representation. It is necessary to carefully consider the generalizability of the results. Future research could recruit adolescents from different regions to participate in study.</p>
</sec>
</sec>
<sec id="s5">
<title>Conclusion</title>
<p>The present study found that adolescent students&#x2019; internet fiction reading has its own developmental characteristics, and social anxiety affects adolescent students&#x2019; internet fiction reading through self-esteem. The results indicate that social anxiety positively predicts internet fiction reading, and adolescents&#x2019; self-esteem plays a mediating role. The findings theoretically enrich studies of adolescents&#x2019; internet fiction reading and clarify the influences of social anxiety and self-esteem on adolescents&#x2019; internet fiction reading. Findings suggest the need for student counseling and development services to pay more attention to adolescent&#x2019;s internet fiction reading for preventing adolescents from addicting to internet fiction reading.</p>
</sec>
</body>
<back>
<ack>
<p>Not applicable.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>This research was supported by the Project of Zhejiang Province Philosophy and Social Science under Grant (22NDQN273YB).</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: formal analysis, Qiaobo Wei; writing&#x2014;original draft preparation, Qiaobo Wei; writing&#x2014;review and editing, Hui Zhou. All authors reviewed and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of Data and Materials</title>
<p>The data that support the findings of this study are available from the Corresponding Author Hui Zhou, upon reasonable request.</p>
</sec>
<sec>
<title>Ethics Approval</title>
<p>This study was approved by the Research Ethics Committee of Shaoxing University and by the principals of the participating schools. Informed consent was obtained from children and parents to allow their child to participate in the study.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare no conflicts of interest.</p>
</sec>
<ref-list content-type="authoryear">
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