<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<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.2024.1494262</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>The effect of adult attachment on mobile phone dependence among university students: the mediating role of loneliness</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Zhenhong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2798211/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xuan</surname> <given-names>Bin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2758528/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Educational Science, Anhui Normal University</institution>, <addr-line>Wuhu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>College of Education, Fuyang Normal University</institution>, <addr-line>Fuyang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Taiyong Bi, Zunyi Medical University, China</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Asanka Bulathwatta, University of Peradeniya, Sri Lanka</p>
<p>Hendryadi Hendryadi, Sekolah Tinggi Ilmu Ekonomi Indonesia Jakarta, Indonesia</p>
<p>H&#x00FC;lya Yildiz, Sakarya University, T&#x00FC;rkiye</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Zhenhong Wang, <email>1164712814@qq.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1494262</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Wang and Xuan.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang and Xuan</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>This study aimed to examine the direct relationship between adult attachment and mobile phone dependence, as well as the mediating role of loneliness.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Using a cross-sectional study design, 596 Chinese university students (mean age&#x202F;=&#x202F;19.8, SD&#x202F;=&#x202F;1.09; females&#x202F;=&#x202F;309) completed the Experience in Close Relationship Inventory, the UCLA Loneliness Scale, and the Mobile Phone Addiction Index.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>There were significant differences in loneliness and mobile phone dependence among university students with different adult attachment types. Adult attachment was found to have a significant positive correlation with mobile phone dependence. Moreover, adult attachment had an indirect association with mobile phone dependence through the mediating role of loneliness.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Adult attachment and mobile phone dependence are closely related, and loneliness plays a vital role in this relationship, suggesting that mobile phone dependence can be reduced by alleviating university students&#x2019; loneliness. These findings enhanced the understanding of the mechanism of mobile phone dependence and provided new perspectives for the prevention and treatment of mobile phone dependence among university students.</p>
</sec>
</abstract>
<kwd-group>
<kwd>mobile phone dependence</kwd>
<kwd>adult attachment</kwd>
<kwd>loneliness</kwd>
<kwd>attachment anxiety</kwd>
<kwd>attachment avoidance</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="56"/>
<page-count count="7"/>
<word-count count="5386"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Addictive Behaviors</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Mobile phone dependence refers to excessive engagement in activities related to mobile phones, characterized by solid cravings and persistent reliance on the device (<xref ref-type="bibr" rid="ref49">Yen et al., 2009</xref>). This dependence can lead to a loss of self-control and negatively affect psychological and social well-being. Mobile phone dependence can contribute to various social and psychological issues among university students, including social isolation, decreased interpersonal skills, academic burnout, social anxiety, sleep disturbances, increased depression, frustration, and decreased commitment to studying (<xref ref-type="bibr" rid="ref1">Al-Kandari and Al-Sejari, 2021</xref>; <xref ref-type="bibr" rid="ref50">You et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">Luo et al., 2022</xref>; <xref ref-type="bibr" rid="ref42">Shi et al., 2022</xref>; <xref ref-type="bibr" rid="ref51">Yu et al., 2022</xref>; <xref ref-type="bibr" rid="ref5">Chen et al., 2022</xref>; <xref ref-type="bibr" rid="ref55">Zhu et al., 2022</xref>). In China, university students represent a significant demographic of mobile phone Internet users, as mobile devices have become essential tools for social interaction, daily life, and academic activities. However, various risk factors contribute to a concerning prevalence of mobile phone dependence within this group (<xref ref-type="bibr" rid="ref45">Wang, 2022</xref>). Consequently, many studies have focused on understanding the causes and mechanisms behind mobile phone dependence in this demographic. Adult attachment and loneliness were found to be significant influences on university students&#x2019; mobile phone dependence (<xref ref-type="bibr" rid="ref29">Luo and Hu, 2022</xref>). Previous research has indicated that adult attachment significantly impacts loneliness and can increase mobile phone dependence among university students (<xref ref-type="bibr" rid="ref25">Liang et al., 2021</xref>; <xref ref-type="bibr" rid="ref22">Li et al., 2021</xref>). Nevertheless, the role of loneliness in the relationship between adult attachment and mobile phone dependence has yet to be extensively explored.</p>
<p>Adult attachment is the emotional bond that promotes intimacy and security between an individual and their romantic partner, lover, or close friend. This bond is rooted in the emotional interactions experienced during childhood with a primary caregiver (<xref ref-type="bibr" rid="ref40">Sable, 2008</xref>). Two orthogonal dimensions tap individual differences in adult attachment (<xref ref-type="bibr" rid="ref12">Griffin and Bartholomew, 1994</xref>). Attachment anxiety is characterized by a heightened sense of insecurity and worry experienced by an individual within an intimate relationship (<xref ref-type="bibr" rid="ref16">Hazan and Shaver, 1994</xref>). This anxiety often stems from uncertainties regarding a partner&#x2019;s availability, responsiveness, and commitment. Conversely, attachment avoidance manifests as a defensive attitude and behavior that individuals display in the context of intimate relationships. This avoidance may arise from maladaptive attachment patterns developed during early experiences, causing the individual to feel uncomfortable with forming and maintaining close connections. Research has shown a significant correlation between adult attachment and mobile phone dependence among university students (<xref ref-type="bibr" rid="ref48">Yao and Zhao, 2021</xref>). Students with a high level of attachment anxiety tend to use their mobile phones frequently to stay connected with their attachment partners. This behavior stems from a desire for security in the face of unstable relationships, feelings of insecurity, and a fear of abandonment, which can increase the risk of becoming dependent on their mobile phones. Conversely, those with high attachment avoidance often reject close connections as a way to protect themselves from their attachment needs. Due to a lack of interpersonal trust, they may struggle to form close relationships in real life, leading them to turn to virtual networks to alleviate their inner pain, which can further heighten the likelihood of mobile phone dependence (<xref ref-type="bibr" rid="ref37">Parent, 2019</xref>). Accordingly, hypothesis one is proposed: adult attachment may significantly and positively predicted mobile phone dependence.</p>
<p>Attachment anxiety and attachment avoidance are significant predictors of loneliness (<xref ref-type="bibr" rid="ref28">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="ref46">Wei et al., 2005</xref>; <xref ref-type="bibr" rid="ref36">Ong et al., 2016</xref>). According to attachment theory, the early attachment relationship between a mother and infant shapes how individuals interact with others in adulthood (<xref ref-type="bibr" rid="ref9">Fearon and Roisman, 2017</xref>). During their early development, university students are more likely to develop insecure attachments if their attachment figures are inaccessible or insensitive. Insecurely attached university students tend to experience higher levels of loneliness than those with secure attachments (<xref ref-type="bibr" rid="ref11">Flaherty and Sadler, 2011</xref>). Students with high levels of attachment anxiety often struggle with a negative self-image and fear abandonment in their intimate relationships. To avoid feeling ignored, they may frequently send messages, make phone calls, or ask those around them how they are feeling. However, these behaviors can sometimes overwhelm others and lead to feelings of alienation in relationships, ultimately worsening their sense of loneliness (<xref ref-type="bibr" rid="ref35">Nielsen et al., 2017</xref>). On the other hand, university students exhibiting high levels of attachment avoidance tend to shun attachment to others, leading to social withdrawal. They may be more inclined to socialize via the Internet than face-to-face interactions. Online socialization provides a certain level of anonymity and distance that allows them to stay in touch with others while remaining evasive. However, this virtual way of socializing may not fully satisfy their emotional needs, but rather exacerbate feelings of loneliness (<xref ref-type="bibr" rid="ref43">Tejada et al., 2017</xref>).</p>
<p>Loneliness is a negative experience that arises from the lack of satisfactory relationships (<xref ref-type="bibr" rid="ref10">Feng and Zhang, 2015</xref>). Research has demonstrated that loneliness significantly predicts mobile phone dependence (<xref ref-type="bibr" rid="ref47">Wu et al., 2017</xref>; <xref ref-type="bibr" rid="ref24">Li et al., 2023</xref>). According to social needs theory, loneliness arises as a response to unmet social needs (<xref ref-type="bibr" rid="ref8">DiTommaso and Spinner, 1997</xref>). University students who experience feelings of intense loneliness are more likely to turn to the Internet. This can lead to dependence on mobile phones due to excessive internet use, which in turn negatively impacts their academic self-efficacy and academic achievement (<xref ref-type="bibr" rid="ref38">Ramli et al., 2024</xref>; <xref ref-type="bibr" rid="ref32">Mizani et al., 2022</xref>). As social networks expand and online communication patterns evolve, these students with heightened feelings of loneliness are increasingly drawn to online interactive social activities. They seek a sense of belonging, companionship, and security (<xref ref-type="bibr" rid="ref33">Morahan-Martin, 1999</xref>). Additionally, the cognitive-behavioral model of problematic internet use suggests that lonely university students may have distorted perceptions of themselves and the world around them. They often feel dissatisfied with real-world relationships, develop an aversion to reality, and may use the Internet to escape loneliness. Unfortunately, this behavior can increase the risk of mobile phone dependence (<xref ref-type="bibr" rid="ref6">Davis, 2001</xref>). Thus, hypothesis two is proposed: loneliness may play a mediating role in the relationship between adult attachment and mobile phone dependence.</p>
<p>Previous studies have investigated the connection between adult attachment and mobile phone dependence. However, the specific mediating role of loneliness in this relationship has yet to be thoroughly examined. Mobile phone dependence can result in both physical and mental harm for university students. Therefore, exploring the factors and mechanisms contributing to mobile phone dependence among university students is crucial to establish a theoretical foundation for effective interventions. The study has significant theoretical value and practical implications. This research offers a new perspective on the complex relationship between adult attachment, loneliness, and mobile phone dependence, enhancing the theoretical framework in related fields. Importantly, introducing loneliness as a mediating variable deepens our understanding of how these psychological phenomena interact. From a practical standpoint, universities can implement targeted mental health education initiatives that address loneliness among students. This could reduce excessive mobile phone dependence and improve overall mental health and quality of life. Additionally, student management departments could develop more personalized strategies tailored to students&#x2019; attachment styles and levels of loneliness. This approach would assist students in forming healthy social networks and maintaining balanced mobile phone usage habits.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Method</title>
<sec id="sec7">
<label>2.1</label>
<title>Participants and procedure</title>
<p>The study employed a convenience sample of 596 university students from four universities in China (mean age&#x202F;=&#x202F;19.8, SD&#x202F;=&#x202F;1.09; females&#x202F;=&#x202F;309). Of the participants, 248 (41.61%) were only children, while 348 (58.39%) were non-only children. Regarding the grade, 172 (28.86%) were freshmen, 135 (22.65%) were sophomores, 150 (25.17%) were juniors, and 139 (23.32%) were seniors (<xref ref-type="table" rid="tab1">Table 1</xref>). The study received approval from the Ethics Committee of the Faculty of Education at Fuyang Normal University (Ethics number: jyxy-2023-06-14-1). All participants provided consent to participate in the survey, which was conducted online. They were assured that the data would be used exclusively for research purposes.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Descriptive table of participant characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="left" valign="top">Categories</th>
<th align="center" valign="top">Number of samples</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">287</td>
<td align="center" valign="middle">48.15</td>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="middle">309</td>
<td align="center" valign="middle">51.85</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Only Child</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="middle">248</td>
<td align="center" valign="middle">41.61</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="middle">348</td>
<td align="center" valign="middle">58.39</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Grade</td>
<td align="left" valign="top">Freshman</td>
<td align="center" valign="middle">172</td>
<td align="center" valign="middle">28.86</td>
</tr>
<tr>
<td align="left" valign="top">Sophomore</td>
<td align="center" valign="middle">135</td>
<td align="center" valign="middle">22.65</td>
</tr>
<tr>
<td align="left" valign="top">Junior</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">25.17</td>
</tr>
<tr>
<td align="left" valign="top">Senior</td>
<td align="center" valign="middle">139</td>
<td align="center" valign="middle">23.32</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Measures</title>
<sec id="sec9">
<label>2.2.1</label>
<title>Experience in close relationship inventory</title>
<p>The Experience in close relationships inventory was developed in <xref ref-type="bibr" rid="ref3">Brennan (1998)</xref>, and the Chinese version was revised in <xref ref-type="bibr" rid="ref23">Li and Kato (2006)</xref>. This scale comprises 36 questions categorized into two dimensions: attachment anxiety and attachment avoidance. The items are scored on a 7-point Likert scale, ranging from &#x201C;strongly disagree&#x201D; to &#x201C;strongly agree.&#x201D; In the context of this study, Cronbach&#x2019;s alpha coefficient for scores from the attachment avoidance dimension was 0.90, while Cronbach&#x2019;s alpha coefficient for scores from the attachment anxiety dimension was 0.87.</p>
</sec>
<sec id="sec10">
<label>2.2.2</label>
<title>UCLA loneliness scale</title>
<p>The UCLA loneliness scale was developed in <xref ref-type="bibr" rid="ref39">Russell et al. (1978)</xref>, and the Chinese version was revised in <xref ref-type="bibr" rid="ref27">Liu (1999)</xref>. The items are scored on a 4-point Likert scale, ranging from &#x201C;never&#x201D; to &#x201C;always.&#x201D; A higher score on the scale signifies a more robust experience of loneliness. In the context of this study, the Cronbach&#x2019;s alpha coefficient for scores from this scale was 0.91.</p>
</sec>
<sec id="sec11">
<label>2.2.3</label>
<title>Mobile phone addiction index</title>
<p>The mobile phone addiction index was developed in <xref ref-type="bibr" rid="ref21">Leung (2008)</xref>, and the Chinese version was revised in <xref ref-type="bibr" rid="ref17">Huang et al. (2014)</xref>. It comprises 17 questions encompassing four dimensions: loss of control, withdrawal, avoidance, and ineffectiveness. The items are scored on a 5-point Likert scale, ranging from &#x201C;rarely&#x201D; to &#x201C;always.&#x201D; In the context of this study, the Cronbach&#x2019;s alpha coefficient for the scores from this scale was 0.89.</p>
</sec>
</sec>
<sec id="sec12">
<label>2.3</label>
<title>Data analysis</title>
<p>We conducted descriptive analysis, internal consistency checks, differential analysis, Pearson&#x2019;s correlation analysis, and a common method bias test using SPSS 26.0. To test the model, we utilized Andrew Hayes&#x2019;s Process macro for SPSS (<xref ref-type="bibr" rid="ref15">Hayes, 2013</xref>). For evaluating mediation, we performed a bias-corrected bootstrap estimation with 5,000 samples and established a 95% confidence interval (CI). Mediation is considered significant if the confidence interval does not include zero.</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<label>3</label>
<title>Results</title>
<sec id="sec14">
<label>3.1</label>
<title>Common method biases test</title>
<p>Harman&#x2019;s single-factor test addressed the risk of common method bias in this study (<xref ref-type="bibr" rid="ref54">Zhou and Long, 2004</xref>). The results showed that the variance explained by the first factor was 21.60%, which is below the acceptable threshold of 40%. Therefore, this indicates no significant methodological bias in the study.</p>
</sec>
<sec id="sec15">
<label>3.2</label>
<title>Analysis of variances</title>
<p>Based on the classification criteria for adult attachment types (<xref ref-type="bibr" rid="ref41">Shaver and Fraley, 2004</xref>), 596 university students were categorized into four distinct attachment types. Among these participants, 399 students (66.9%) were identified as having a secure attachment style. Additionally, 113 students (19.0%) exhibited a preoccupied attachment, 54 students (9.1%) demonstrated a dismissing-avoidant attachment, and 30 students (5.0%) showed a fearful-avoidant attachment style.</p>
<p>A one-way analysis of variance was conducted to examine the differences in loneliness and mobile phone dependence among university students with varying attachment styles. As shown in <xref ref-type="table" rid="tab2">Table 2</xref>, significant differences in loneliness were observed among students categorized by their attachment styles (<italic>F</italic>&#x202F;=&#x202F;45.193, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). <italic>Post hoc</italic> analysis revealed that students with secure attachment exhibited significantly lower levels of loneliness compared to those with dismissing-avoidant, preoccupied, and fearful-avoidant attachment styles. Furthermore, there were significant differences in mobile phone dependence among university students with different attachment styles (<italic>F</italic>&#x202F;=&#x202F;22.209, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Post hoc testing indicated that students with secure attachment had significantly lower mobile phone dependence than those with preoccupied and fearful-avoidant attachment styles. Additionally, students with preoccupied and fearful-avoidant attachment styles demonstrated significantly higher mobile phone dependence than those with dismissing-avoidant attachment.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Analysis of variances (<italic>N</italic>&#x202F;=&#x202F;596).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top" colspan="3">Loneliness</th>
<th align="center" valign="top" colspan="3">Mobile phone dependence</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">
<italic>M</italic>
</th>
<th align="center" valign="top">
<italic>SD</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>M</italic>
</th>
<th align="center" valign="top">
<italic>SD</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Secure</td>
<td align="center" valign="top">1.91</td>
<td align="center" valign="top">0.47</td>
<td align="center" valign="top" rowspan="4">45.193<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">2.32</td>
<td align="center" valign="top">0.63</td>
<td align="center" valign="top" rowspan="4">22.209<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Preoccupied</td>
<td align="center" valign="top">2.37</td>
<td align="center" valign="top">0.37</td>
<td align="center" valign="top">2.85</td>
<td align="center" valign="top">0.62</td>
</tr>
<tr>
<td align="left" valign="top">Dismissing-avoidant</td>
<td align="center" valign="top">2.22</td>
<td align="center" valign="top">0.47</td>
<td align="center" valign="top">2.44</td>
<td align="center" valign="top">0.61</td>
</tr>
<tr>
<td align="left" valign="top">Fearful-avoidant</td>
<td align="center" valign="top">2.54</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">2.73</td>
<td align="center" valign="top">0.77</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;&#x002A;</sup><italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<label>3.3</label>
<title>The correlation between the study variables</title>
<p><xref ref-type="table" rid="tab3">Table 3</xref> shows the means, standard deviations, and correlation coefficients of adult attachment, loneliness, and mobile phone dependence. The results showed that all the variables had significant correlations with each other. Specifically, attachment anxiety significantly and positively correlated with loneliness (<italic>r</italic>&#x202F;=&#x202F;0.523, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), and attachment avoidance significantly and positively correlated with loneliness (<italic>r</italic>&#x202F;=&#x202F;0.397, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Furthermore, attachment anxiety significantly and positively correlated with mobile phone dependence (<italic>r</italic>&#x202F;=&#x202F;0.491, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), and attachment avoidance significantly and positively correlated with mobile phone dependence (<italic>r</italic>&#x202F;=&#x202F;0.122, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Lastly, loneliness significantly and positively correlated with mobile phone dependence (<italic>r</italic>&#x202F;=&#x202F;0.379, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Descriptive statistics and interrelations among all variables (<italic>N</italic>&#x202F;=&#x202F;596).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">
<italic>M</italic>
</th>
<th align="center" valign="top">
<italic>SD</italic>
</th>
<th align="center" valign="top">Attachment anxiety</th>
<th align="center" valign="top">Attachment avoidance</th>
<th align="center" valign="top">Loneliness</th>
<th align="center" valign="top">Mobile phone dependence</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Attachment anxiety</td>
<td align="center" valign="top">3.34</td>
<td align="center" valign="top">0.97</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Attachment avoidance</td>
<td align="center" valign="top">3.20</td>
<td align="center" valign="top">0.86</td>
<td align="center" valign="top">0.338<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Loneliness</td>
<td align="center" valign="top">2.06</td>
<td align="center" valign="top">0.50</td>
<td align="center" valign="top">0.523<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.397<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Mobile phone dependence</td>
<td align="center" valign="top">2.46</td>
<td align="center" valign="top">0.67</td>
<td align="center" valign="top">0.491<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.122<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.379<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;</sup><italic>p</italic>&#x202F;&#x003C;&#x202F;0.01.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.4</label>
<title>Mediation effect test</title>
<p>To explore the mediating role of loneliness in the relationship between adult attachment and mobile phone dependence among university students, the bias-corrected percentile Bootstrap method (with a resampling number of 5,000) was used to mediate the effects of the data using Model 4 in the macro program PROCESS 3.0, with a 95% confidence level for the confidence interval.</p>
<p>As illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>, the mediation regression analysis indicated that attachment anxiety significantly and positively predicted mobile phone dependence (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.275, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Furthermore, attachment anxiety significantly and positively predicted loneliness (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.268, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and loneliness also significantly and positively predicted mobile phone dependence (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.223, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). In <xref ref-type="fig" rid="fig2">Figure 2</xref>, the mediation regression analysis demonstrated that attachment avoidance significantly and positively predicted loneliness (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.231, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Additionally, loneliness significantly and positively predicted mobile phone dependence (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.521, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001); however, attachment avoidance did not significantly predict mobile phone dependence (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.026, <italic>p</italic>&#x202F;&#x003E;&#x202F;0.05).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>A test of the mediating role of loneliness between attachment anxiety and mobile phone dependence.</p>
</caption>
<graphic xlink:href="fpsyg-15-1494262-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>A test of the mediating role of loneliness between attachment avoidance and mobile phone dependence.</p>
</caption>
<graphic xlink:href="fpsyg-15-1494262-g002.tif"/>
</fig>
<p>Bootstrapping procedures with 5,000 resamples were conducted using a 95% bias-corrected confidence interval (CI) to further assess the significance of the mediation effects. The mediation effects were considered significant if the 95% CI for the path coefficient did not include zero. The results of the mediation analysis, presented in <xref ref-type="table" rid="tab4">Table 4</xref>, indicate that loneliness partially mediates the relationship between attachment anxiety and mobile phone dependence. This conclusion is supported by the significance of the total effect, the mediating effect, and the direct effect identified in the analysis. In contrast, when examining the mediation of loneliness in the relationship between attachment avoidance and mobile phone dependence among university students, we found that both the total effect and the mediating effect were significant. However, the direct effect was not significant. This suggests that loneliness fully mediates the relationship between attachment avoidance and mobile phone dependence.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Bootstrap analysis of mediation effects.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Type of effect</th>
<th align="left" valign="top">Model pathways</th>
<th align="center" valign="top">Effect size</th>
<th align="center" valign="top">Boot SE</th>
<th align="center" valign="top">Boot CI lower</th>
<th align="center" valign="top">Boot CI upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Total effect</td>
<td align="left" valign="top">AAN&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">0.334</td>
<td align="center" valign="middle">0.024</td>
<td align="center" valign="middle">0.286</td>
<td align="center" valign="middle">0.382</td>
</tr>
<tr>
<td align="left" valign="top">AAV&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">0.094</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">0.156</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Direct effect</td>
<td align="left" valign="top">AAN&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">0.275</td>
<td align="center" valign="middle">0.028</td>
<td align="center" valign="middle">0.219</td>
<td align="center" valign="middle">0.329</td>
</tr>
<tr>
<td align="left" valign="top">AAV&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">&#x2212;0.026</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">&#x2212;0.088</td>
<td align="center" valign="middle">0.037</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Indirect effect</td>
<td align="left" valign="top">AAN&#x202F;&#x2192;&#x202F;L&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">0.059</td>
<td align="center" valign="middle">0.018</td>
<td align="center" valign="middle">0.026</td>
<td align="center" valign="middle">0.095</td>
</tr>
<tr>
<td align="left" valign="top">AAV&#x202F;&#x2192;&#x202F;L&#x202F;&#x2192;&#x202F;MPD</td>
<td align="center" valign="middle">0.120</td>
<td align="center" valign="middle">0.018</td>
<td align="center" valign="middle">0.085</td>
<td align="center" valign="middle">0.157</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SE, standard error; CI, confidence interval; AAN, attachment anxiety; AAV, attachment avoidance; L, Loneliness; MPD, mobile phone dependence.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<label>4</label>
<title>Discussion</title>
<sec id="sec19">
<label>4.1</label>
<title>Differential analysis of loneliness and mobile phone dependence</title>
<p>The loneliness experienced by university students with insecure attachment styles is significantly greater than that of their securely attached peers, as supported by previous studies (<xref ref-type="bibr" rid="ref53">Zhang and Xu, 2014</xref>; <xref ref-type="bibr" rid="ref7">DiTommaso et al., 2003</xref>). Students with insecure attachments often face a higher degree of attachment-related trauma, including experiences of abuse and neglect. As a result, they frequently struggle with trust and security in their interpersonal relationships, making it difficult for them to form stable and supportive connections. This, in turn, leads to increased feelings of loneliness.</p>
<p>Except for those with dismissing-avoidant attachment, university students with insecure attachment styles demonstrated significantly higher dependence on mobile phones compared to securely attached students. This finding aligns with prior studies (<xref ref-type="bibr" rid="ref13">Gui et al., 2021</xref>; <xref ref-type="bibr" rid="ref20">Konok et al., 2016</xref>). According to attachment theory, addictive or dependent behaviors may serve as a means of fulfilling an individual&#x2019;s unmet attachment needs (<xref ref-type="bibr" rid="ref26">Liese et al., 2020</xref>). In the face of painful or stressful situations, individuals with insecure attachment often resort to substances or specific behaviors to satisfy these needs, which remain unfulfilled by those in their close relationships. In contrast, university students with dismissing-avoidant attachment do not show a higher level of mobile phone dependence than their securely attached peers. This may be due to their ability to cope with unsatisfactory interpersonal relationships, which is a defense mechanism against their attachment needs (<xref ref-type="bibr" rid="ref19">Kim and Koh, 2018</xref>).</p>
</sec>
<sec id="sec20">
<label>4.2</label>
<title>The mediating role of loneliness</title>
<p>This study found that attachment anxiety and avoidance significantly and positively predicted mobile phone dependence, supporting Hypothesis 1. According to the uses and gratifications theory, when individuals&#x2019; needs are satisfied using a specific object or medium, this satisfaction motivates them to continue using it (<xref ref-type="bibr" rid="ref2">Blumler and Katz, 1974</xref>). University students who experience high levels of attachment anxiety and avoidance often struggle to fulfill their attachment needs in genuine intimate relationships. As a result, they may turn to addictive or dependent behaviors as a way to compensate for these unmet needs. Mobile phones, which serve as tools for maintaining relationships, are particularly susceptible to being used in this compensatory manner, increasing the likelihood of mobile phone dependence (<xref ref-type="bibr" rid="ref44">Veissi&#x00E8;re and Stendel, 2018</xref>).</p>
<p>This study indicated that loneliness partially mediated the relationship between attachment anxiety and mobile phone dependence among university students, supporting Hypothesis 2. Students with high levels of attachment anxiety often experience unstable responses from their attachment figures during their early development. As a result, they frequently worry about the availability of these figures and tend to adopt strategies that over-activate their attachment needs (<xref ref-type="bibr" rid="ref28">Liu et al., 2021</xref>). In their current relationships with attachment figures, they grapple with feelings of insecurity, fear of abandonment, and profound loneliness. Consequently, they have a heightened desire for attachment and attempt continuously to remain connected to their attachment figures (<xref ref-type="bibr" rid="ref14">Han et al., 2017</xref>). This urge leads university students with high attachment anxiety to constantly communicate with these figures via mobile phones, thereby increasing their risk of developing mobile phone dependence (<xref ref-type="bibr" rid="ref52">Zhang et al., 2022</xref>).</p>
<p>Furthermore, loneliness mediated the relationship between attachment avoidance and mobile phone dependence among university students, supporting Hypothesis 2. Those with high attachment avoidance often experience increased feelings of loneliness, primarily due to their distrust of others and fear of rejection (<xref ref-type="bibr" rid="ref31">Mikulincer and Shaver, 2003</xref>). The loner hypothesis suggests that individuals who see themselves as loners are particularly attracted to specific aspects of synchronous online social interactions, lacking conventional face-to-face interactions (<xref ref-type="bibr" rid="ref34">Morahan-Martin and Schumacher, 2000</xref>; <xref ref-type="bibr" rid="ref18">Jones and Moore, 1987</xref>). These online interactions offer enhanced self-expression, greater anonymity, and reduced social risks, making them especially appealing to highly attachment-avoidant university students. As a result, these individuals may increasingly rely on online social interactions or other forms of human-computer interaction to alleviate their loneliness, often arising from heightened social anxiety in real-life situations (<xref ref-type="bibr" rid="ref4">Caplan, 2003</xref>). This tendency can lead to more frequent and prolonged mobile phone use, ultimately resulting in mobile phone dependence.</p>
</sec>
</sec>
<sec id="sec21">
<label>5</label>
<title>Limitations and future study</title>
<p>The study has certain limitations. First, using a convenience sample limits the generalizability of the findings. Second, relying on survey data may introduce unknown social desirability bias. Additionally, there is a need for longitudinal tracking data to assess causal relationships and dynamic shifts among variables accurately. Lastly, Harman&#x2019;s single-factor test is inadequate in detecting common methods of bias evaluation.</p>
<p>Future research should utilize a probabilistic sampling method and a longitudinal design to monitor changes among university students over time, which would yield more definitive results. Moreover, more sophisticated research designs and alternative techniques, such as marker variable techniques, are recommended for identifying and addressing common methods of bias evaluation (<xref ref-type="bibr" rid="ref9001">Howard et al., 2024</xref>).</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec22">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec23">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The Specialized Committee on Ethics of the College of Education, Fuyang Normal University (No. jyxy-2023-06-14-1). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>ZW: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. BX: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec25">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec26">
<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="disclaimer" id="sec27">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al-Kandari</surname> <given-names>Y. Y.</given-names></name> <name><surname>Al-Sejari</surname> <given-names>M. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Social isolation, social support and their relationship with smartphone addiction</article-title>. <source>Inf. Commun. Soc.</source> <volume>24</volume>, <fpage>1925</fpage>&#x2013;<lpage>1943</lpage>. doi: <pub-id pub-id-type="doi">10.1080/1369118X.2020.1749698</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Blumler</surname> <given-names>J. G.</given-names></name> <name><surname>Katz</surname> <given-names>E.</given-names></name></person-group> (<year>1974</year>). <source>The uses of mass communications: Current perspectives on gratifications research. Sage annual reviews of communication research volume III</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>Sage Publications</publisher-name>.</citation></ref>
<ref id="ref3"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Brennan</surname> <given-names>K. A.</given-names></name></person-group> (<year>1998</year>). <source>Self-report measurement of adult attachment: an integrative overview. Attachment theory and close relationships</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>The Guilford Press</publisher-name>.</citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Caplan</surname> <given-names>S. E.</given-names></name></person-group> (<year>2003</year>). <article-title>Preference for online social interaction: a theory of problematic internet use and psychosocial well-being</article-title>. <source>Commun. Res.</source> <volume>30</volume>, <fpage>625</fpage>&#x2013;<lpage>648</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0093650203257842</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>X. D.</given-names></name> <name><surname>Ren</surname> <given-names>X. X.</given-names></name> <name><surname>Zheng</surname> <given-names>Y. Y.</given-names></name> <name><surname>Liao</surname> <given-names>Q. H.</given-names></name> <name><surname>Cai</surname> <given-names>M. N.</given-names></name> <name><surname>Zhang</surname> <given-names>X. D.</given-names></name></person-group> (<year>2022</year>). <article-title>The effects of mobile phone dependence on academic frustration among university students: the mediating role of self-management ability and life meaning</article-title>. <source>Psychol. Mon.</source> <volume>17</volume>, <fpage>70</fpage>&#x2013;<lpage>73</lpage>. doi: <pub-id pub-id-type="doi">10.19738/j.cnki.psy.2022.14.020</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>R. A.</given-names></name></person-group> (<year>2001</year>). <article-title>A cognitive-behavioral model of pathological internet use</article-title>. <source>Comput. Hum. Behav.</source> <volume>17</volume>, <fpage>187</fpage>&#x2013;<lpage>195</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0747-5632(00)00041-8</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>DiTommaso</surname> <given-names>E.</given-names></name> <name><surname>Brannen-McNulty</surname> <given-names>C.</given-names></name> <name><surname>Ross</surname> <given-names>L.</given-names></name> <name><surname>Burgess</surname> <given-names>M.</given-names></name></person-group> (<year>2003</year>). <article-title>Attachment styles, social skills and loneliness in young adults</article-title>. <source>Personal. Individ. Differ.</source> <volume>35</volume>, <fpage>303</fpage>&#x2013;<lpage>312</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0191-8869(02)00190-3</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>DiTommaso</surname> <given-names>E.</given-names></name> <name><surname>Spinner</surname> <given-names>B.</given-names></name></person-group> (<year>1997</year>). <article-title>Social and emotional loneliness: a re-examination of Weiss' typology of loneliness</article-title>. <source>Personal. Individ. Differ.</source> <volume>22</volume>, <fpage>417</fpage>&#x2013;<lpage>427</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0191-8869(96)00204-8</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fearon</surname> <given-names>R. P.</given-names></name> <name><surname>Roisman</surname> <given-names>G. I.</given-names></name></person-group> (<year>2017</year>). <article-title>Attachment theory: progress and future directions</article-title>. <source>Curr. Opin. Psychol.</source> <volume>15</volume>, <fpage>131</fpage>&#x2013;<lpage>136</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.copsyc.2017.03.002</pub-id>, PMID: <pub-id pub-id-type="pmid">28813253</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feng</surname> <given-names>C.</given-names></name> <name><surname>Zhang</surname> <given-names>Q.</given-names></name></person-group> (<year>2015</year>). <article-title>The mediating role of university students' emotional intelligence between adult attachment and loneliness</article-title>. <source>Chin. J. Ment. Health</source> <volume>29</volume>, <fpage>630</fpage>&#x2013;<lpage>634</lpage>. doi: <pub-id pub-id-type="doi">10.3969/j.issn.1000-6729.2015.08.013</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Flaherty</surname> <given-names>S. C.</given-names></name> <name><surname>Sadler</surname> <given-names>L. S.</given-names></name></person-group> (<year>2011</year>). <article-title>A review of attachment theory in the context of adolescent parenting</article-title>. <source>J. Pediatr. Health Care</source> <volume>25</volume>, <fpage>114</fpage>&#x2013;<lpage>121</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pedhc.2010.02.005</pub-id>, PMID: <pub-id pub-id-type="pmid">21320683</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Griffin</surname> <given-names>D. W.</given-names></name> <name><surname>Bartholomew</surname> <given-names>K.</given-names></name></person-group> (<year>1994</year>). <article-title>Models of the self and other: fundamental dimensions underlying measures of adult attachment</article-title>. <source>J. Pers. Soc. Psychol.</source> <volume>67</volume>, <fpage>430</fpage>&#x2013;<lpage>445</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0022-3514.67.3.430</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gui</surname> <given-names>Z. J.</given-names></name> <name><surname>Huang</surname> <given-names>L. Y.</given-names></name> <name><surname>Zhang</surname> <given-names>R. R.</given-names></name> <name><surname>Chen</surname> <given-names>M. X.</given-names></name></person-group> (<year>2021</year>). <article-title>Attachment and academic procrastination among university students: the mediating role of cell phone dependence</article-title>. <source>Chin. J. Health Psychol.</source> <volume>29</volume>, <fpage>432</fpage>&#x2013;<lpage>435</lpage>. doi: <pub-id pub-id-type="doi">10.13342/j.cnki.cjhp.2021.03.023</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Han</surname> <given-names>L.</given-names></name> <name><surname>Geng</surname> <given-names>J.</given-names></name> <name><surname>Jou</surname> <given-names>M.</given-names></name> <name><surname>Gao</surname> <given-names>F.</given-names></name> <name><surname>Yang</surname> <given-names>H.</given-names></name></person-group> (<year>2017</year>). <article-title>Relationship between shyness and mobile phone addiction in Chinese young adults: mediating roles of self-control and attachment anxiety</article-title>. <source>Comput. Hum. Behav.</source> <volume>76</volume>, <fpage>363</fpage>&#x2013;<lpage>371</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chb.2017.07.036</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hayes</surname> <given-names>A. F.</given-names></name></person-group> (<year>2013</year>). <article-title>Introduction to mediation, moderation, and conditional process analysis: a regression-based approach</article-title>. <source>J. Educ. Meas.</source> <volume>51</volume>, <fpage>335</fpage>&#x2013;<lpage>337</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jedm.12050</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hazan</surname> <given-names>C.</given-names></name> <name><surname>Shaver</surname> <given-names>P. R.</given-names></name></person-group> (<year>1994</year>). <article-title>Attachment as an organizational framework for research on close relationships</article-title>. <source>Psychol. Inq.</source> <volume>5</volume>, <fpage>1</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1207/s15327965pli0501_1</pub-id></citation></ref>
<ref id="ref9001"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Howard</surname> <given-names>M. C.</given-names></name> <name><surname>Boudreaux</surname> <given-names>M.</given-names></name> <name><surname>Oglesby</surname> <given-names>M.</given-names></name></person-group> (<year>2024</year>). <article-title>Can Harman&#x2019;s single-factor test reliably distinguish between research designs? Not in published management studies</article-title>. <source>Eur. J. Work Organ. Psychol</source> <volume>33</volume>, <fpage>790</fpage>&#x2013;<lpage>804</lpage>. doi: <pub-id pub-id-type="doi">10.1080/1359432X.2024.2393462</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>H.</given-names></name> <name><surname>Niu</surname> <given-names>L. Y.</given-names></name> <name><surname>Zhou</surname> <given-names>C. Y.</given-names></name> <name><surname>Wu</surname> <given-names>H. M.</given-names></name></person-group> (<year>2014</year>). <article-title>Reliability test of the Chinese version of the cell phone dependence index among university students</article-title>. <source>Chin. J. Clin. Psychol.</source> <volume>22</volume>, <fpage>835</fpage>&#x2013;<lpage>838</lpage>. doi: <pub-id pub-id-type="doi">10.16128/j.cnki.1005-3611.2014.05.062</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname> <given-names>W. H.</given-names></name> <name><surname>Moore</surname> <given-names>T. L.</given-names></name></person-group> (<year>1987</year>). <article-title>Loneliness and social support</article-title>. <source>J. Soc. Behav. Personal.</source> <volume>2</volume>:<fpage>145</fpage>&#x2013;<lpage>156</lpage>.</citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>E.</given-names></name> <name><surname>Koh</surname> <given-names>E.</given-names></name></person-group> (<year>2018</year>). <article-title>Avoidant attachment and smartphone addiction in college students: the mediating effects of anxiety and self-esteem</article-title>. <source>Comput. Hum. Behav.</source> <volume>84</volume>, <fpage>264</fpage>&#x2013;<lpage>271</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chb.2018.02.037</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Konok</surname> <given-names>V.</given-names></name> <name><surname>Gigler</surname> <given-names>D.</given-names></name> <name><surname>Bereczky</surname> <given-names>B. M.</given-names></name> <name><surname>Mikl&#x00F3;si</surname> <given-names>&#x00C1;.</given-names></name></person-group> (<year>2016</year>). <article-title>Humans' attachment to their mobile phones and its relationship with interpersonal attachment style</article-title>. <source>Comput. Hum. Behav.</source> <volume>61</volume>, <fpage>537</fpage>&#x2013;<lpage>547</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chb.2016.03.062</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leung</surname> <given-names>L.</given-names></name></person-group> (<year>2008</year>). <article-title>Linking psychological attributes to addiction and improper use of the mobile phone among adolescents in Hong Kong</article-title>. <source>J. Child. Media</source> <volume>2</volume>, <fpage>93</fpage>&#x2013;<lpage>113</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17482790802078565</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Feng</surname> <given-names>X.</given-names></name> <name><surname>Xiao</surname> <given-names>W.</given-names></name> <name><surname>Zhou</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Loneliness and mobile phone addiction among Chinese college students: the mediating roles of boredom proneness and self-control</article-title>. <source>Psychol. Res. Behav. Manag.</source> <volume>14</volume>, <fpage>687</fpage>&#x2013;<lpage>694</lpage>. doi: <pub-id pub-id-type="doi">10.2147/prbm.s315879</pub-id>, PMID: <pub-id pub-id-type="pmid">34149289</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>T.</given-names></name> <name><surname>Kato</surname> <given-names>K.</given-names></name></person-group> (<year>2006</year>). <article-title>Measurement of adult attachment: Chinese version of the experiences of close relationships scale (ECR)</article-title>. <source>Acta Psychol. Sin.</source> <volume>38</volume>, <fpage>399</fpage>&#x2013;<lpage>406</lpage>.</citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>G. R.</given-names></name> <name><surname>Sun</surname> <given-names>J.</given-names></name> <name><surname>Ye</surname> <given-names>J. N.</given-names></name> <name><surname>Hou</surname> <given-names>X. H.</given-names></name> <name><surname>Xiang</surname> <given-names>M. Q.</given-names></name></person-group> (<year>2023</year>). <article-title>Family functioning and mobile phone addiction in university students: mediating effect of loneliness and moderating effect of capacity to be alone</article-title>. <source>Front. Psychol.</source> <volume>14</volume>:<fpage>1076852</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2023.1076852</pub-id>, PMID: <pub-id pub-id-type="pmid">36844342</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname> <given-names>H. Y.</given-names></name> <name><surname>Zhang</surname> <given-names>B.</given-names></name> <name><surname>Jiang</surname> <given-names>H. B.</given-names></name> <name><surname>Zhou</surname> <given-names>H. L.</given-names></name></person-group> (<year>2021</year>). <article-title>Adult attachment: its mediation role on childhood trauma and mobile phone addiction</article-title>. <source>J. Psychol. Afr.</source> <volume>31</volume>, <fpage>369</fpage>&#x2013;<lpage>374</lpage>. doi: <pub-id pub-id-type="doi">10.1080/14330237.2021.1952706</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liese</surname> <given-names>B. S.</given-names></name> <name><surname>Kim</surname> <given-names>H. S.</given-names></name> <name><surname>Hodgins</surname> <given-names>D. C.</given-names></name></person-group> (<year>2020</year>). <article-title>Insecure attachment and addiction: testing the mediating role of emotion dysregulation in four potentially addictive behaviors</article-title>. <source>Addict. Behav.</source> <volume>107</volume>:<fpage>106432</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2020.106432</pub-id>, PMID: <pub-id pub-id-type="pmid">32330652</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>P.</given-names></name></person-group> (<year>1999</year>). <article-title>The UCLA loneliness scale</article-title>. <source>Chin. J. Ment. Health. Suppl</source>, <volume>3</volume>, <fpage>284</fpage>&#x2013;<lpage>287</lpage>.</citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Q. Q.</given-names></name> <name><surname>Yang</surname> <given-names>X. J.</given-names></name> <name><surname>Zhu</surname> <given-names>X. W.</given-names></name> <name><surname>Zhang</surname> <given-names>D. J.</given-names></name></person-group> (<year>2021</year>). <article-title>Attachment anxiety, loneliness, rumination, and mobile phone dependence: a cross-sectional analysis of a moderated mediation model</article-title>. <source>Curr. Psychol.</source> <volume>40</volume>, <fpage>5134</fpage>&#x2013;<lpage>5144</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12144-019-00464-x</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname> <given-names>X.</given-names></name> <name><surname>Hu</surname> <given-names>C.</given-names></name></person-group> (<year>2022</year>). <article-title>Loneliness and sleep disturbance among first-year college students: the sequential mediating effect of attachment anxiety and mobile social media dependence</article-title>. <source>Psychol. Sch.</source> <volume>59</volume>, <fpage>1776</fpage>&#x2013;<lpage>1789</lpage>. doi: <pub-id pub-id-type="doi">10.1002/pits.22721</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname> <given-names>X.</given-names></name> <name><surname>Wu</surname> <given-names>S.</given-names></name> <name><surname>Wen</surname> <given-names>F.</given-names></name> <name><surname>Wu</surname> <given-names>H.</given-names></name> <name><surname>Lin</surname> <given-names>X.</given-names></name> <name><surname>Yang</surname> <given-names>Z.</given-names></name></person-group> (<year>2022</year>). <article-title>Correlation analysis between mobile phone dependence and sleep quality among 1934 university students from two general colleges and universities in Guangzhou</article-title>. <source>Occup. Health</source> <volume>38</volume>, <fpage>823</fpage>&#x2013;<lpage>825+830</lpage>. doi: <pub-id pub-id-type="doi">10.13329/j.cnki.zyyjk.2022.0163</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mikulincer</surname> <given-names>M.</given-names></name> <name><surname>Shaver</surname> <given-names>P. R.</given-names></name></person-group> (<year>2003</year>). <article-title>The attachment behavioural system in adulthood: activation, psychodynamics, and interpersonal processes</article-title>. <source>Adv. Exp. Soc. Psychol.</source> <volume>35</volume>, <fpage>53</fpage>&#x2013;<lpage>152</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0065-2601(03)01002-5</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mizani</surname> <given-names>H.</given-names></name> <name><surname>Cahyadi</surname> <given-names>A.</given-names></name> <name><surname>Hendryadi</surname> <given-names>H.</given-names></name> <name><surname>Salamah</surname> <given-names>S.</given-names></name> <name><surname>Retno Sari</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>Loneliness, student engagement, and academic achievement during emergency remote teaching during COVID-19: the role of the god locus of control</article-title>. <source>Hum. Soc. Sci. Commun.</source> <volume>9</volume>, <fpage>305</fpage>&#x2013;<lpage>309</lpage>. doi: <pub-id pub-id-type="doi">10.1057/s41599-022-01328-9</pub-id>, PMID: <pub-id pub-id-type="pmid">36105275</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morahan-Martin</surname> <given-names>J.</given-names></name></person-group> (<year>1999</year>). <article-title>The relationship between loneliness and internet use and abuse</article-title>. <source>CyberPsychol. Behav.</source> <volume>2</volume>, <fpage>431</fpage>&#x2013;<lpage>439</lpage>. doi: <pub-id pub-id-type="doi">10.1089/cpb.1999.2.431</pub-id>, PMID: <pub-id pub-id-type="pmid">19178216</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morahan-Martin</surname> <given-names>J.</given-names></name> <name><surname>Schumacher</surname> <given-names>P.</given-names></name></person-group> (<year>2000</year>). <article-title>Incidence and correlates of pathological internet use among university students</article-title>. <source>Comput. Hum. Behav.</source> <volume>16</volume>, <fpage>13</fpage>&#x2013;<lpage>29</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0747-5632(99)00049-7</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nielsen</surname> <given-names>S. K. K.</given-names></name> <name><surname>L&#x00F8;nfeldt</surname> <given-names>N.</given-names></name> <name><surname>Wolitzky-Taylor</surname> <given-names>K. B.</given-names></name> <name><surname>Hageman</surname> <given-names>I.</given-names></name> <name><surname>Vangkilde</surname> <given-names>S.</given-names></name> <name><surname>Daniel</surname> <given-names>S. I. F.</given-names></name></person-group> (<year>2017</year>). <article-title>Adult attachment style and anxiety&#x2013;the mediating role of emotion regulation</article-title>. <source>J. Affect. Disord.</source> <volume>218</volume>, <fpage>253</fpage>&#x2013;<lpage>259</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jad.2017.04.047</pub-id>, PMID: <pub-id pub-id-type="pmid">28477504</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ong</surname> <given-names>A. D.</given-names></name> <name><surname>Uchino</surname> <given-names>B. N.</given-names></name> <name><surname>Wethington</surname> <given-names>E.</given-names></name></person-group> (<year>2016</year>). <article-title>Loneliness and health in older adults: a mini-review and synthesis</article-title>. <source>Gerontology</source> <volume>62</volume>, <fpage>443</fpage>&#x2013;<lpage>449</lpage>. doi: <pub-id pub-id-type="doi">10.1159/000441651</pub-id>, PMID: <pub-id pub-id-type="pmid">26539997</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Parent</surname> <given-names>N.</given-names></name></person-group> (<year>2019</year>). Attachment to mobile phones: An examination of university students&#x2019; mobile phone use within an attachment theory framework Doctoral dissertation, University of British Columbia.</citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramli</surname> <given-names>M.</given-names></name> <name><surname>Cahyadi</surname> <given-names>A.</given-names></name> <name><surname>Mizani</surname> <given-names>H.</given-names></name> <name><surname>Mais</surname> <given-names>R. G.</given-names></name></person-group> (<year>2024</year>). <article-title>Loneliness, academic self-efficacy, and student engagement in the online learning environment: the role of humor in learning</article-title>. <source>Res. Pract. Tech. Enhan.</source> <volume>19</volume>:<fpage>19002</fpage>. doi: <pub-id pub-id-type="doi">10.58459/rptel.2024.19002</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Russell</surname> <given-names>D.</given-names></name> <name><surname>Peplau</surname> <given-names>L. A.</given-names></name> <name><surname>Ferguson</surname> <given-names>M. L.</given-names></name></person-group> (<year>1978</year>). <article-title>Developing a measure of loneliness</article-title>. <source>J. Pers. Assess.</source> <volume>42</volume>, <fpage>290</fpage>&#x2013;<lpage>294</lpage>. doi: <pub-id pub-id-type="doi">10.1207/s15327752jpa4203_11</pub-id>, PMID: <pub-id pub-id-type="pmid">660402</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sable</surname> <given-names>P.</given-names></name></person-group> (<year>2008</year>). <article-title>What is adult attachment?</article-title> <source>Clin. Soc. Work. J.</source> <volume>36</volume>, <fpage>21</fpage>&#x2013;<lpage>30</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10615-007-0110-8</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Shaver</surname> <given-names>P. R.</given-names></name> <name><surname>Fraley</surname> <given-names>R. C.</given-names></name></person-group> (<year>2004</year>). Self-report measures of adult attachment. Available at: <ext-link xlink:href="http://labs.psychology.illinois.edu/~rcfraley/measures/newmeasures.html" ext-link-type="uri">http://labs.psychology.illinois.edu/~rcfraley/measures/newmeasures.html</ext-link> (Accessed July 15, 2004).</citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shi</surname> <given-names>D.</given-names></name> <name><surname>Ma</surname> <given-names>M.</given-names></name> <name><surname>Cheng</surname> <given-names>J.</given-names></name></person-group> (<year>2022</year>). <article-title>The relationship between mobile phone dependence and depression among university students: the mediating role of core self-evaluation</article-title>. <source>J. West.</source> <volume>16</volume>, <fpage>121</fpage>&#x2013;<lpage>124</lpage>. doi: <pub-id pub-id-type="doi">10.16721/j.cnki.cn61-1487/c.2022.16.037</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tejada</surname> <given-names>A. H.</given-names></name> <name><surname>Montero</surname> <given-names>M.</given-names></name> <name><surname>Dunbar</surname> <given-names>R.</given-names></name></person-group> (<year>2017</year>). <article-title>Being unempathic will make your loved ones feel lonelier: loneliness from an evolutionary perspective</article-title>. <source>Personal. Individ. Differ.</source> <volume>116</volume>, <fpage>223</fpage>&#x2013;<lpage>232</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.paid.2017.04.042</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Veissi&#x00E8;re</surname> <given-names>S. P.</given-names></name> <name><surname>Stendel</surname> <given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Hypernatural monitoring: a social rehearsal account of smartphone addiction</article-title>. <source>Front. Psychol.</source> <volume>9</volume>:<fpage>141</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2018.00141</pub-id>, PMID: <pub-id pub-id-type="pmid">29515480</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>G.</given-names></name></person-group> (<year>2022</year>). <article-title>An empirical study on the correlation between physical activity, mobile phone dependence, and depressive tendency among university students in the post-epidemic era</article-title>. <source>J. Bingtuan. Educ. Inst.</source> <volume>32</volume>, <fpage>44</fpage>&#x2013;<lpage>49</lpage>.</citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wei</surname> <given-names>M.</given-names></name> <name><surname>Shaffer</surname> <given-names>P. A.</given-names></name> <name><surname>Young</surname> <given-names>S. K.</given-names></name> <name><surname>Zakalik</surname> <given-names>R. A.</given-names></name></person-group> (<year>2005</year>). <article-title>Adult attachment, shame, depression, and loneliness: the mediation role of essential psychological needs satisfaction</article-title>. <source>J. Couns. Psychol.</source> <volume>52</volume>, <fpage>591</fpage>&#x2013;<lpage>601</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0022-0167.52.4.591</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>Y.</given-names></name> <name><surname>Lin</surname> <given-names>F.</given-names></name> <name><surname>Zhao</surname> <given-names>G.</given-names></name></person-group> (<year>2017</year>). <article-title>The effect of loneliness on university students' cell phone dependence on the mediating role of narrative affective disorder</article-title>. <source>J. Camp. Life.</source> <volume>15</volume>, <fpage>247</fpage>&#x2013;<lpage>250</lpage>. doi: <pub-id pub-id-type="doi">10.19521/j.cnki.1673-1662.2017.04.002</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yao</surname> <given-names>X.</given-names></name> <name><surname>Zhao</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>The relationship between adult attachment and cell phone dependence in university students: the mediating role of emotional expression</article-title>. <source>Psychol. Tech. Appl.</source> <volume>9</volume>, <fpage>522</fpage>&#x2013;<lpage>529</lpage>. doi: <pub-id pub-id-type="doi">10.16842/j.cnki.issn2095-5588.2021.09.002</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yen</surname> <given-names>C.</given-names></name> <name><surname>Tang</surname> <given-names>T.</given-names></name> <name><surname>Yen</surname> <given-names>J.</given-names></name> <name><surname>Lin</surname> <given-names>H.</given-names></name> <name><surname>Huang</surname> <given-names>C.</given-names></name> <name><surname>Liu</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>Symptoms of problematic cellular phone use, functional impairment and its association with depression among adolescents in southern Taiwan</article-title>. <source>J. Adolesc.</source> <volume>32</volume>, <fpage>863</fpage>&#x2013;<lpage>873</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.adolescence.2008.10.006</pub-id>, PMID: <pub-id pub-id-type="pmid">19027941</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>You</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Xu</surname> <given-names>Y.</given-names></name> <name><surname>Chen</surname> <given-names>X.</given-names></name></person-group> (<year>2019</year>). <article-title>How does self-esteem affect mobile phone addiction? The mediating role of social anxiety and interpersonal sensitivity</article-title>. <source>Psychiatry Res.</source> <volume>271</volume>, <fpage>526</fpage>&#x2013;<lpage>531</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.psychres.2018.12.040</pub-id>, PMID: <pub-id pub-id-type="pmid">30553099</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yu</surname> <given-names>M.</given-names></name> <name><surname>Chen</surname> <given-names>S.</given-names></name> <name><surname>Luo</surname> <given-names>Y.</given-names></name> <name><surname>Lai</surname> <given-names>W.</given-names></name> <name><surname>Zhang</surname> <given-names>J.</given-names></name></person-group> (<year>2022</year>). <article-title>A survey on the relationship between study burnout and mobile phone dependence among university students in a school during the prevention and control of the new crown epidemic</article-title>. <source>Strait. J. Prev. Med.</source> <volume>28</volume>, <fpage>35</fpage>&#x2013;<lpage>38</lpage>.</citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Ding</surname> <given-names>Y.</given-names></name> <name><surname>Huang</surname> <given-names>H.</given-names></name> <name><surname>Peng</surname> <given-names>Q.</given-names></name> <name><surname>Wan</surname> <given-names>X.</given-names></name> <name><surname>Lu</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Relationship between insecure attachment and mobile phone addiction: a meta-analysis</article-title>. <source>Addict. Behav.</source> <volume>131</volume>:<fpage>107317</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addbeh.2022.107317</pub-id>, PMID: <pub-id pub-id-type="pmid">35413487</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Xu</surname> <given-names>B.</given-names></name></person-group> (<year>2014</year>). <article-title>The relationship between adult attachment, social support, and loneliness among university students</article-title>. <source>J. Ningbo. Univ.</source> <volume>36</volume>, <fpage>9</fpage>&#x2013;<lpage>14</lpage>.</citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>H.</given-names></name> <name><surname>Long</surname> <given-names>L.</given-names></name></person-group> (<year>2004</year>). <article-title>Statistical tests and control methods for common method bias</article-title>. <source>Ad. Psychol. Sci.</source> <volume>12</volume>, <fpage>942</fpage>&#x2013;<lpage>950</lpage>. doi: <pub-id pub-id-type="doi">10.3969/j.issn.1671-3710.2004.06.018</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>R.</given-names></name> <name><surname>Qiang</surname> <given-names>B.</given-names></name> <name><surname>Guo</surname> <given-names>R.</given-names></name> <name><surname>Song</surname> <given-names>F.</given-names></name></person-group> (<year>2022</year>). <article-title>Current situation of university students' learning engagement and enhancement countermeasures in the context of mobile phone dependence</article-title>. <source>Shaanxi. Educ (High Educ.)</source> <volume>7</volume>, <fpage>50</fpage>&#x2013;<lpage>52</lpage>. doi: <pub-id pub-id-type="doi">10.16773/j.cnki.1002-2058.2022.07.004</pub-id></citation></ref>
</ref-list>
</back>
</article>