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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/feduc.2024.1346467</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Education</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The perceived coolness of using virtual reality technology in blended learning performance can improve learning motivation and learning satisfaction</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Xiaojun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Hui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Liang</given-names></name>
<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/2538763/overview"/>
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<aff id="aff1"><sup>1</sup><institution>School of Business, Shenzhen City Polytechnic</institution>, <addr-line>Shenzhen, Guangdong</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Faculty of International Tourism and Management, City University of Macau</institution>, <addr-line>Taipa</addr-line>, <country>Macao SAR, China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Manyu Li, University of Louisiana at Lafayette, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Thomas Chan, Hong Kong Shue Yan University, Hong Kong SAR, China</p>
<p>Manfred Man-Fat Wu, Hong Kong Metropolitan University, Hong Kong SAR, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Liang Liu, <email>T23092100329@cityu.edu.mo</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>9</volume>
<elocation-id>1346467</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Liu, Zhang and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Liu, Zhang and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>This study verifies the practical use of virtual reality (VR) technology in real-world educational settings. The evidence indicates that the unique encounter provided by technology can assist university scholars in mastering educational assignments with high motivation and satisfaction toward the innovative learning system. This study analyzes 82 college students who used VR technology in the classroom for 6&#x2009;weeks. The collected data were further analyzed using SPSS24.0 and SMARTPLS 3 analysis software. The study found the use of VR technology in education led to high levels of satisfaction and motivation to learn. As a result, college students&#x2019; learning performance was improved. The research also found that learning motivation and satisfaction played a partial role in mediating the correlation between perceived coolness and blended learning performance. This finding highlights the importance of the blended learning task arrangement, which was further verified through actual learning tasks.</p>
</abstract>
<kwd-group>
<kwd>VR technology</kwd>
<kwd>perceived coolness</kwd>
<kwd>learning motivation</kwd>
<kwd>learning satisfaction</kwd>
<kwd>blended learning performance</kwd>
<kwd>tourism education</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="78"/>
<page-count count="10"/>
<word-count count="7572"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Digital Education</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Virtual reality (VR) technology presents a computer-generated simulation of a three-dimensional environment that offers users an immersive and realistic experience. VR technology has been widely applied in diverse fields, such as entertainment, education, healthcare, and tourism (<xref ref-type="bibr" rid="ref1">Acosta Castellanos and Queiruga-Dios, 2022</xref>; <xref ref-type="bibr" rid="ref9">Bazi et al., 2023</xref>; <xref ref-type="bibr" rid="ref14">Chan, 2023</xref>; <xref ref-type="bibr" rid="ref46">Matthes et al., 2023</xref>). VR technology can potentially significantly improve the quality and efficacy of tourism education. It allows students to experience realistic and authentic tourism scenarios that would otherwise be hard to access. One such example is the ability to virtually visit various destinations, cultures, and attractions, allowing for a deeper understanding of their history, geography, and ecology. Moreover, VR technology allows for practicing and applying vital skills and knowledge in simulated tourism. Numerous studies into use of VR in education have uncovered favorable predicts. These include heightened time-on-task (<xref ref-type="bibr" rid="ref34">Johnson et al., 1998</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2010</xref>), increased enjoyment (<xref ref-type="bibr" rid="ref4">Apostolellis and Bowman, 2014</xref>; <xref ref-type="bibr" rid="ref25">Ferracani et al., 2014</xref>), boosted motivation (<xref ref-type="bibr" rid="ref9002">Jacobson, 2011</xref>; <xref ref-type="bibr" rid="ref18">Cheung et al., 2013</xref>; <xref ref-type="bibr" rid="ref57">Sharma et al., 2013</xref>), and deeper learning with improved long-term retention (<xref ref-type="bibr" rid="ref55">Rizzo et al., 2009</xref>; <xref ref-type="bibr" rid="ref33">Huang et al., 2010</xref>).</p>
<p>Virtual reality technology promises to transform education, offering students a more engaging, dynamic, and immersive experience. However, despite the rapid development of VR technology, there is a need for more empirical research on its application and predictions on tourism education. Virtual Reality is a digital experience that uses computer technology to create an artificially rendered digital experience in which the visual experience is entirely computer-generated. Although the technical feasibility of VR has been known for decades, it has been limited by mobile platforms (such as iOS, and VR has only recently become commercialized with the advent of Android) and the rapid development of consumer-grade hardware (<xref ref-type="bibr" rid="ref6">Arici et al., 2019</xref>). While the potential benefits of VR are evident at all levels of education, as these technologies are increasingly integrated into learning environments, key aspects deserve attention. These include cognitive load, motion sickness, course challenges, and teaching strategies (<xref ref-type="bibr" rid="ref72">Wu et al., 2018</xref>; <xref ref-type="bibr" rid="ref2">Alalwan et al., 2020</xref>; <xref ref-type="bibr" rid="ref56">Servotte et al., 2020</xref>; <xref ref-type="bibr" rid="ref3">AlGerafi et al., 2023</xref>; <xref ref-type="bibr" rid="ref75">Yu, 2023</xref>). Therefore, there is a requirement for more systematic and rigorous research to scrutinize the actual effects and predicts of VR technology on tourism students&#x2019; learning performance, motivation, and contentment. Additionally, there is a necessity for thorough and all-encompassing research to examine the elements and circumstances that predict the triumphant incorporation and execution of VR technology in tourism education.</p>
<p>Consequently, this investigation aims to address this research gap and contribute to the literature on VR technology and tourism education. The fundamental research inquiry of this study is: How does VR technology associate with the educational achievements and drive of tourism scholars in the classroom? This study employs quantitative data collection and analysis to address the research question.</p>
<p>Research question:</p>
<p>(1) Are college students using VR technology devices for learning because it is a novel and excellent technological experience?</p>
<p>(2) Does student interest in VR enhance learning performance?</p>
<p>(3) Does students&#x2019; interest in VR technology improve their learning motivation?</p>
<p>(4) Does students&#x2019; interest in VR technology associate with students&#x2019; love of learning?</p>
<p>This research holds both theoretical and practical value. The study will provide empirical evidence and insights into the predictions and outcomes of VR technology on the learning of tourism students. Additionally, it will enrich the existing literature on VR technology and tourism education. This study will prove advantageous for tourism educators, students, and practitioners by showcasing the potential and value of VR technology as a powerful and innovative tool in tourism education. Additionally, this research will provide recommendations for enhancing the quality and effectiveness of VR technology applications and their implementation in tourism education.</p>
</sec>
<sec id="sec2">
<label>2</label>
<title>Literature review</title>
<sec id="sec3">
<label>2.1</label>
<title>Perceived coolness</title>
<p>Generally speaking, &#x201C;cool&#x201D; is a positive evaluation of a person, thing (such as a product or technology), or brand that deviates from everyday perceptions and provides a unique or trendy aspect desirable in society (<xref ref-type="bibr" rid="ref65">Sundar et al., 2014</xref>). &#x201C;Cool&#x201D; is typically perceived as a favorable and attractive characteristic (<xref ref-type="bibr" rid="ref49">Nan et al., 2022</xref>; <xref ref-type="bibr" rid="ref42">Li et al., 2024</xref>). The term has been applied to describe numerous subjective entities. Whereas some researchers perceive it as a personal trait that people possess (<xref ref-type="bibr" rid="ref22">Dar-Nimrod et al., 2012</xref>). Prior research indicates that consumers may exhibit favorable behavioral intentions if they perceive a product or technology as cool (<xref ref-type="bibr" rid="ref50">Niu and Mvondo, 2024</xref>). Since VR technology is a relatively new IoT product at present, its &#x201C;cool&#x201D; features, such as compatibility with other devices (e.g., smartphones, computers), Bluetooth/WiFi connectivity, user-friendly interface, fashion, uniqueness, excellent quality, good performance (<xref ref-type="bibr" rid="ref52">Park et al., 2018</xref>) may increase its functional value and overall perceived value. This study focuses on student&#x2019;s &#x201C;cool&#x201D; factor, specifically virtual reality in learning, rather than on individuals such as teachers. This study examines the relationship between students&#x2019; use of communication technologies in the classroom and students&#x2019; perceptions of their coolness.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Learning motivation</title>
<p>According to <xref ref-type="bibr" rid="ref26">Ford (1992)</xref>, learning motivation is defined as a psychological state aimed at achieving goals, beliefs, and emotions. Motivation refers to a stimulus that encourages, instructs, and sustains behavior, endorsing students&#x2019; commitment to a particular subject. Given direction and persistence concerning learning (<xref ref-type="bibr" rid="ref28">Fredricks et al., 2004</xref>; <xref ref-type="bibr" rid="ref54">Reeves, 2006</xref>) is crucial for achieving successful academic performance. Learning motivation plays a significant role in this pursuit. Different predictions have been found regarding the predictions of VR on learning attitudes and motivation. The VR method based on spherical video did not significantly correlate with learners&#x2019; attitudes toward it (<xref ref-type="bibr" rid="ref17">Chang et al., 2019</xref>). However, students in the VR-based group showed significantly more favorable attitudes than control groups (<xref ref-type="bibr" rid="ref70">Van Ginkel et al., 2019</xref>). Students are very interested in VR-based learning methods (<xref ref-type="bibr" rid="ref43">Lin et al., 2003</xref>; <xref ref-type="bibr" rid="ref51">Ogbuanya and Onele, 2018</xref>; <xref ref-type="bibr" rid="ref71">Winkelmann et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Lee, 2023</xref>).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Learning satisfaction</title>
<p>Satisfaction, according to <xref ref-type="bibr" rid="ref10">Bedggood and Donovan (2012)</xref>, is commonly defined as the level to which students enjoy their studies and is influenced by factors such as engagement and skill enhancement. Assessing and evaluating learning predictions, including in blended learning environments (<xref ref-type="bibr" rid="ref5">Arbaugh, 2014</xref>; <xref ref-type="bibr" rid="ref53">Rahman et al., 2015</xref>), satisfaction with learning is crucial. Students who are content with their academic achievements tend to equate it with satisfaction in their academic experience. Key satisfiers for university students entail experiencing a sense of accomplishment with their learning (<xref ref-type="bibr" rid="ref9001">Douglass et al., 2012</xref>). Performance in subjects is assessed based on scores obtained on assessment items that measure achievement of learning outcomes, so student satisfaction depends on their perceptions of achievement of learning outcomes.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>The perceived coolness of using VR technology is an antecedent of learning satisfaction and motivation</title>
<p>We propose &#x201C;perceived coolness&#x201D; as an antecedent factor in students&#x2019; learning motivation and satisfaction. Studies have demonstrated that consumers, when they feel they are at the forefront of a trend, tend to develop positive attitudes toward the related device (<xref ref-type="bibr" rid="ref36">Kim, 2016</xref>). positive academic emotions part of the intermediary role between college students&#x2019; online learning motivation and online learning performance (<xref ref-type="bibr" rid="ref76">Zhu et al., 2022</xref>). Past studies showed that it is also an essential perceptual factor technology can motivate students to engage in learning and stimulate intense learning motivation (<xref ref-type="bibr" rid="ref13">Bracq et al., 2019</xref>; <xref ref-type="bibr" rid="ref17">Chang et al., 2019</xref>, <xref ref-type="bibr" rid="ref15">2020a</xref>; <xref ref-type="bibr" rid="ref58">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="ref66">Taranilla et al., 2019</xref>; <xref ref-type="bibr" rid="ref12">Bourgeois-Bougrine et al., 2020</xref>; <xref ref-type="bibr" rid="ref60">Singh et al., 2020</xref>). VR applications can improve students&#x2019; quality of learning (<xref ref-type="bibr" rid="ref47">McGovern et al., 2020</xref>) and perceived satisfaction (<xref ref-type="bibr" rid="ref15">Chang et al., 2020a</xref>) in presentation skills. VR technology can improve learning satisfaction (<xref ref-type="bibr" rid="ref35">Jung et al., 2012</xref>; <xref ref-type="bibr" rid="ref17">Chang et al., 2019</xref>; <xref ref-type="bibr" rid="ref45">Makransky et al., 2019</xref>; <xref ref-type="bibr" rid="ref48">Meyer et al., 2019</xref>; <xref ref-type="bibr" rid="ref71">Winkelmann et al., 2020</xref>). VR technology did not significantly change learners&#x2019; self-efficacy (<xref ref-type="bibr" rid="ref15">Chang et al., 2020a</xref>), but a positive prediction of self-efficacy was found in VR-based conditions (<xref ref-type="bibr" rid="ref48">Meyer et al., 2019</xref>; <xref ref-type="bibr" rid="ref59">Shu et al., 2019</xref>; <xref ref-type="bibr" rid="ref61">Strzelecki, 2023</xref>).</p>
<p>We explored the concept of perceived cool technology using iPads in educational research. Teachers&#x2019; and children&#x2019;s perceptions heavily predicted our project, particularly regarding the iPad as a cool technology (<xref ref-type="bibr" rid="ref20">Cul&#x00E9;n and Gasparini, 2012</xref>). Our study considers the application of VR technology in the classroom as a scenario of perceived cool application. Whether it is an iPad, iPhone, or VR technology, they represent the emergence of new technologies and practical application scenarios. These technologies can be used by anyone as application scenarios, enabling individuals to experience the coolness factor and conduct follow-up behavioral research. Therefore, we formulated these hypotheses.</p>
<disp-quote>
<p><italic>H1</italic>: The perceived coolness of using VR technology positively relates to learning motivation.</p>
</disp-quote>
<disp-quote>
<p><italic>H2</italic>: The perceived coolness of using VR technology positively relates to learning satisfaction.</p>
</disp-quote>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Blended learning performance</title>
<p>Blended learning utilizes the Internet&#x2019;s convenience and valuable resources in conjunction with the benefits of traditional learning, enhancing teaching by incorporating online computer and network activities into conventional courses. This new educational mode has been proposed to serve as a supplement to traditional face-to-face learning (<xref ref-type="bibr" rid="ref11">Benbunan-Fich, 2008</xref>). The implementation of blended learning represents a restructuring of curriculum design with the aim of encouraging student engagement in online learning. Research has demonstrated that the incorporation of information technology into the teaching and learning process fosters the development of enhanced educational outcomes. Acquisition of course resources and improving the learning experience have been identified as key factors in enhancing learning outcomes (<xref ref-type="bibr" rid="ref8">Bai et al., 2016</xref>; <xref ref-type="bibr" rid="ref21">Darling-Aduana and Heinrich, 2018</xref>; <xref ref-type="bibr" rid="ref67">Turvey and Pachler, 2020</xref>; <xref ref-type="bibr" rid="ref23">Deng et al., 2023</xref>).</p>
<p>Blended learning performance can be defined in various ways. For example, it may relate to students&#x2019; examination predicts (<xref ref-type="bibr" rid="ref39">Law and Geng, 2019</xref>), or satisfaction with learning. Yang conducted research on online learning and measured students&#x2019; performance using an online learning system. The study relied on the definition of learning performance from the Association for Educational Communications and Technology. In 2004, the definition of learning performance was established, stating that it measures a learner&#x2019;s ability to apply newly acquired knowledge or skills. This definition emphasizes not only the acquisition of basic knowledge and skills but also the capacity to use them effectively.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Blended learning performance as a consequence of perceptions</title>
<p>The VR virtual technology stimulates students&#x2019; interest in learning, increases their enthusiasm for learning, and improves their learning performance (<xref ref-type="bibr" rid="ref29">Geng et al., 2018</xref>). <xref ref-type="bibr" rid="ref16">Chang et al. (2020b)</xref> used VR technology for interactive learning in primary school classrooms, and compared with students using traditional learning, students who studied using VR achieved positive predicts in learning satisfaction and motivation. Research results show that this teaching method can improve students&#x2019; learning performance and motivation, enable them to solve problems, and actively improve their academic performance.</p>
<p>Blended learning methods have proven to significantly enhance learning. The learning method has a higher course satisfaction rate than traditional classroom teaching (<xref ref-type="bibr" rid="ref21">Darling-Aduana and Heinrich, 2018</xref>). The learning method has a higher course satisfaction rate than traditional classroom teaching. As stated by <xref ref-type="bibr" rid="ref73">Yildirim (2005)</xref>, it enhances student devotion to the learning process. Greater flexibility and convenience are appreciated by students, making it their preferred option (<xref ref-type="bibr" rid="ref32">Hogarth, 2010</xref>). So, we formulated these hypotheses.</p>
<disp-quote>
<p><italic>H3</italic>: The perceived coolness of using VR technology positively relates to blended learning performance.</p>
</disp-quote>
<disp-quote>
<p><italic>H4</italic>: Learning motivation positively relates to blended learning performance.</p>
</disp-quote>
<disp-quote>
<p><italic>H5</italic>: Learning satisfaction positively relates to blended learning performance.</p>
</disp-quote>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Mediation role of learning motivation and learning satisfaction</title>
<p>As shown in the literature review above, the application of VR technology in education has been proven to stimulate students&#x2019; learning motivation (<xref ref-type="bibr" rid="ref13">Bracq et al., 2019</xref>; <xref ref-type="bibr" rid="ref17">Chang et al., 2019</xref>, <xref ref-type="bibr" rid="ref15">2020a</xref>; <xref ref-type="bibr" rid="ref58">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="ref66">Taranilla et al., 2019</xref>; <xref ref-type="bibr" rid="ref12">Bourgeois-Bougrine et al., 2020</xref>; <xref ref-type="bibr" rid="ref60">Singh et al., 2020</xref>) and improve students&#x2019; learning satisfaction (<xref ref-type="bibr" rid="ref35">Jung et al., 2012</xref>; <xref ref-type="bibr" rid="ref17">Chang et al., 2019</xref>; <xref ref-type="bibr" rid="ref45">Makransky et al., 2019</xref>; <xref ref-type="bibr" rid="ref48">Meyer et al., 2019</xref>; <xref ref-type="bibr" rid="ref71">Winkelmann et al., 2020</xref>). At the same time, students&#x2019; strong motivation (<xref ref-type="bibr" rid="ref40">Law et al., 2010</xref>; <xref ref-type="bibr" rid="ref38">Law and Breznik, 2017</xref>; <xref ref-type="bibr" rid="ref39">Law and Geng, 2019</xref>) and high learning satisfaction can improve students&#x2019; learning performance (<xref ref-type="bibr" rid="ref48">Meyer et al., 2019</xref>; <xref ref-type="bibr" rid="ref59">Shu et al., 2019</xref>). In this study, we investigated how VR technology associates with students&#x2019; blended learning performance in a class by mixing online and offline learning, so we formulated these hypotheses.</p>
<disp-quote>
<p><italic>H6</italic>: Learning motivation mediates between the perceived coolness of using VR technology and blended learning performance.</p>
</disp-quote>
<disp-quote>
<p><italic>H7</italic>: Learning satisfaction mediates between the perceived coolness of using VR technology and blended learning performance.</p>
</disp-quote>
<p>Based on the above literature review of the relationship between the perceived coolness of using VR technology, learning motivation, learning satisfaction and blended learning performance, (<xref ref-type="fig" rid="fig1">Figure 1</xref>) illustrates the hypothetical relationship between the theoretical model and various structures (perceived coolness of using VR technology, learning motivation, learning satisfaction, and blended learning performance) of all indicators tested in our research.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The proposed hypothetical model.</p>
</caption>
<graphic xlink:href="feduc-09-1346467-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="sec10">
<label>3</label>
<title>Research method</title>
<sec id="sec11">
<label>3.1</label>
<title>Data collection and sample characteristics</title>
<p>This research is grounded in a sample size of 82 second-year college students studying international tourism and management in 2021 at City Polytechnic of Shenzhen, encompassing varying genders, and ages. The participants were selected through a convenient sampling method and data was collected through a detailed survey, graded on a 5-point Likert-type scale ranging from &#x201C;strongly disagree&#x201D; to &#x201C;strongly agree,&#x201D; and fully implemented in the questionnaire. We conducted data analysis using SPSS 24.0 and PLS 3. The questionnaire survey is a form of offline data collection and analysis undertaken after the mid-term examination of students between the dates of November 10th, 2023 and November 15th, 2023.</p>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>Measurements</title>
<p>The measurement scale employed to gauge multiple aspects of the suggested model (i.e., Perceived coolness, learning satisfaction, learning motivation, and Blended learning performance) is derived from existing literature. Four items from (<xref ref-type="bibr" rid="ref74">Yin and Yuan, 2021</xref>) were used to measure learning motivation with good reliability, its internal consistency coefficient Cronbach &#x03B1;&#x2009;=&#x2009;0.87; while five items from (<xref ref-type="bibr" rid="ref63">Sun et al., 2008</xref>) were adopted to evaluate learning satisfaction with good reliability, its internal consistency coefficient Cronbach &#x03B1;&#x2009;=&#x2009;0.91. Blended learning performance was assessed via seven items taken from <xref ref-type="bibr" rid="ref74">Yin and Yuan (2021)</xref> with good reliability, its internal consistency coefficient Cronbach &#x03B1;&#x2009;=&#x2009;0.88. The paper utilized a four-item Perceived Coolness Scale adapted from <xref ref-type="bibr" rid="ref65">Sundar et al. (2014)</xref> with good reliability, its internal consistency coefficient Cronbach &#x03B1;&#x2009;=&#x2009;0.89. All items are measured using a 5-point Likert scale.</p>
</sec>
<sec id="sec13">
<label>3.3</label>
<title>Data analysis</title>
<p>Partial Least Squares-Structural Equation Modeling (PLS-SEM) analysis was preferred over traditional covariance-based structural equation models (CB-SEM) due to the complexity of the model, which includes many constructs and indicators, set against the sample size (<italic>N</italic>&#x2009;=&#x2009;200). Such complexity, when using CB-SEM, would cause our model to be empirically under-identified (<xref ref-type="bibr" rid="ref37">Kline, 2004</xref>). Furthermore, using PLS-SEM is also useful in overcoming any deviations from normality in data sets (<xref ref-type="bibr" rid="ref19">Chin, 1998</xref>). It is contended that PLS-SEM produces reliable and sturdy outcomes with limited sample sizes of roughly 100 observations and non-normal data, making it well-suited for the current investigation (<xref ref-type="bibr" rid="ref69">Valle and Assaker, 2016</xref>). SEM-PLS processing using smart pls 3 is conducted in two stages: (1) The first step is to test the outside model. (2) The second stage is testing the inner model. At this stage the aim is to find out whether there is an influence between variables. Tests are carried out using the <italic>t</italic>-test.</p>
<p>Firstly, we distributed and recycled the scales, followed by the employment of SPSS23.0 to perform demographic analysis and measure reliability and validity on the collected data from the scales. The data was then imported into smartpls3 to execute a confirmatory factor analysis to establish the research hypothesis.</p>
</sec>
<sec id="sec14">
<label>3.4</label>
<title>Pilot test</title>
<p>In September 2023, a questionnaire was prepared, and a pilot study was carried out to evaluate the validity and reliability of the scales employed. In the pilot study, 30 students were surveyed and requested to provide feedback on the comprehensibility of the scales. The findings indicated that all variables met the pre-determined criteria for validity and reliability, affirming the consistent reliability of the developed scale in measuring students&#x2019; levels of acceptance toward VR technology in higher education. This conclusion was supported by composite reliability, Cronbach&#x2019;s alpha, reliability coefficients exceeding 0.7, and average variance extracted (AVE) surpassing 0.5. It was proved that the experimental scale has good reliability and validity.</p>
</sec>
<sec id="sec15">
<label>3.5</label>
<title>Research result</title>
<p>The first part of the questionnaire represents the demographic characteristics of respondents. A total of 82 copies were disbursed, and all were recovered, yielding a 100% recovery rate. Female group with 67.1% are 55 students and males with 32.9% are 27 students. Of the total, 76.8% are 63 graduate students aged between 20 and 25&#x2009;years old. The remaining 23.2% are 19 graduate students above 26&#x2009;years old.</p>
<sec id="sec16">
<label>3.5.1</label>
<title>Convergent validity testing</title>
<p>A reliable model fit analysis considers the convergent validity of items, measuring how closely they align with each other. According to <xref ref-type="table" rid="tab1">Table 1</xref>, composite reliability values range from 0.918 to 0.944, indicating that they all exceed the recommended threshold of 0.70. Furthermore, the Cronbach&#x2019;s alpha values surpass the suggested value of 0.70, ranging from 0.873 to 0.921. An alpha value of 0.70&#x2013;0.80 or higher indicates an exceptional level of reliability (<xref ref-type="bibr" rid="ref68">Ursachi et al., 2015</xref>). The AVE values range from 0.664 to 0.828, all exceeding the recommended value of 0.50 as suggested by <xref ref-type="bibr" rid="ref27">Fornell and Larcker (1981)</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Convergent validity.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Cronbach&#x2019;s alpha</th>
<th align="center" valign="top">Rho_a</th>
<th align="center" valign="top">Composite reliability</th>
<th align="center" valign="top">AVE</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">BLP</td>
<td align="center" valign="top">0.896</td>
<td align="center" valign="top">0.904</td>
<td align="center" valign="top">0.935</td>
<td align="center" valign="top">0.828</td>
</tr>
<tr>
<td align="left" valign="top">LM</td>
<td align="center" valign="top">0.874</td>
<td align="center" valign="top">0.874</td>
<td align="center" valign="top">0.914</td>
<td align="center" valign="top">0.726</td>
</tr>
<tr>
<td align="left" valign="top">LS</td>
<td align="center" valign="top">0.873</td>
<td align="center" valign="top">0.878</td>
<td align="center" valign="top">0.908</td>
<td align="center" valign="top">0.664</td>
</tr>
<tr>
<td align="left" valign="top">PC</td>
<td align="center" valign="top">0.921</td>
<td align="center" valign="top">0.924</td>
<td align="center" valign="top">0.944</td>
<td align="center" valign="top">0.809</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.5.2</label>
<title>Discriminant validity testing</title>
<p>Discriminant validity is a test that assesses the extent to which the constructs in the model are close to each other or how they differ from one another (<xref ref-type="bibr" rid="ref7">Bagozzi et al., 1991</xref>). As it can be seen in <xref ref-type="table" rid="tab2">Table 2</xref>, the AVE values exceed the proposed 0.50 loading, indicating that discriminant validity is supported for the construct (<xref ref-type="bibr" rid="ref27">Fornell and Larcker, 1981</xref>). Besides <xref ref-type="bibr" rid="ref30">Hair Jr et al. (2021)</xref> suggested the use of the Heterotrait-Monotrait ratio of correlations (HTMT) to measure discriminant validity. The guideline is that a value above 0.90 indicates poor discriminant validity, while a value below 0.90 indicates good discriminant validity.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Discriminant validity.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Heterotrait-monotrait ratio (HTMT)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">LM&#x2009;&#x003C;&#x2009;-&#x003E; BLP</td>
<td align="center" valign="top">0.899</td>
</tr>
<tr>
<td align="left" valign="top">LS&#x2009;&#x003C;&#x2009;-&#x003E; BLP</td>
<td align="center" valign="top">0.828</td>
</tr>
<tr>
<td align="left" valign="top">LS&#x2009;&#x003C;&#x2009;-&#x003E; LM</td>
<td align="center" valign="top">0.807</td>
</tr>
<tr>
<td align="left" valign="top">PC&#x2009;&#x003C;&#x2009;-&#x003E; BLP</td>
<td align="center" valign="top">0.799</td>
</tr>
<tr>
<td align="left" valign="top">PC&#x2009;&#x003C;&#x2009;-&#x003E; LM</td>
<td align="center" valign="top">0.848</td>
</tr>
<tr>
<td align="left" valign="top">PC&#x2009;&#x003C;&#x2009;-&#x003E; LS</td>
<td align="center" valign="top">0.850</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec18">
<label>3.5.3</label>
<title>Testing hypotheses and the moderating effect</title>
<p>An SEM model was employed to perform a multiple regression analysis to investigate the correlation between students&#x2019; perception coolness of using technology, motivation to learn, satisfaction with VR technology, and blended learning performance. The outcome of the analysis is presented in <xref ref-type="table" rid="tab3">Table 3</xref>, where a significant association was found between all factors. The findings indicate that students who are considered &#x2018;cool&#x2019; and use VR technology have a direct impact on their overall blended Learning performance. Furthermore, there is a significant correlation between the use of VR technology, student motivation and satisfaction.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Hypotheses testing.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Path coefficient</th>
<th align="center" valign="top">Standard deviation (STDEV)</th>
<th align="center" valign="top"><italic>T</italic> values</th>
<th align="center" valign="top"><italic>P-</italic>values</th>
<th align="left" valign="top">Result</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">PC -&#x2009;&#x003E;&#x2009;LM</td>
<td align="center" valign="top">0.768</td>
<td align="center" valign="top">0.052</td>
<td align="center" valign="top">14.891</td>
<td align="center" valign="top">0.000</td>
<td align="left" valign="top">H1 supported</td>
</tr>
<tr>
<td align="left" valign="top">PC -&#x2009;&#x003E;&#x2009;LS</td>
<td align="center" valign="top">0.767</td>
<td align="center" valign="top">0.046</td>
<td align="center" valign="top">16.640</td>
<td align="center" valign="top">0.000</td>
<td align="left" valign="top">H2 supported</td>
</tr>
<tr>
<td align="left" valign="top">PC -&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.731</td>
<td align="center" valign="top">0.070</td>
<td align="center" valign="top">10.446</td>
<td align="center" valign="top">0.000</td>
<td align="left" valign="top">H3 supported</td>
</tr>
<tr>
<td align="left" valign="top">LM -&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.570</td>
<td align="center" valign="top">0.124</td>
<td align="center" valign="top">4.599</td>
<td align="center" valign="top">0.000</td>
<td align="left" valign="top">H4 supported</td>
</tr>
<tr>
<td align="left" valign="top">LS -&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.257</td>
<td align="center" valign="top">0.118</td>
<td align="center" valign="top">2.174</td>
<td align="center" valign="top">0.030</td>
<td align="left" valign="top">H5 supported</td>
</tr>
<tr>
<td align="left" valign="top">PC -&#x2009;&#x003E;&#x2009;LM-&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.438</td>
<td align="center" valign="top">0.092</td>
<td align="center" valign="top">4.777</td>
<td align="center" valign="top">0.000</td>
<td align="left" valign="top">H6 supported</td>
</tr>
<tr>
<td align="left" valign="top">PC -&#x2009;&#x003E;&#x2009;LS-&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.197</td>
<td align="center" valign="top">0.110</td>
<td align="center" valign="top">2.079</td>
<td align="center" valign="top">0.038</td>
<td align="left" valign="top">H7 supported</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The study also revealed a positive correlation between students feeling &#x2018;cool&#x2019; when using VR technology and their learning motivation (path coefficient&#x2009;=&#x2009;0.768, <italic>t</italic>&#x2009;=&#x2009;14.891, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000), thereby supporting the proposed hypothesis H1. The findings indicate that H2 demonstrates a favorable correlation between students&#x2019; sense of enjoyment when utilizing VR technology and satisfaction with their blended Learning performance, with a path coefficient&#x2009;=&#x2009;0.767, <italic>t</italic>&#x2009;=&#x2009;14.640, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000, substantiating support for H2.</p>
<p>Additionally, the outcomes presented in <xref ref-type="table" rid="tab4">Table 4</xref> reveal significant progress in blended learning performance among students, with a path coefficient&#x2009;=&#x2009;0.731, <italic>t</italic>&#x2009;=&#x2009;10.446, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000, directly linking to enhanced student enjoyment when using VR technology, endorsing H3. The results suggest a significant relationship between students&#x2019; learning motivation and satisfaction with blended learning performance (path coefficient&#x2009;=&#x2009;0.570, <italic>t</italic>&#x2009;=&#x2009;4.599, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000), supporting H4. Then, H5 was supported as there was a correlation found between students&#x2019; learning satisfaction and blended learning performance (path coefficient&#x2009;=&#x2009;0.257, <italic>t</italic>&#x2009;=&#x2009;2.174, <italic>p</italic>&#x2009;=&#x2009;0.030&#x003C;0.1).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Intermediary effect test.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Indirect effect</th>
<th align="center" valign="top">Total effect</th>
<th align="center" valign="top">VAF</th>
<th align="center" valign="top"><italic>P-</italic>value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">PC-&#x2009;&#x003E;&#x2009;LM-&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.438</td>
<td align="center" valign="top">1.169</td>
<td align="center" valign="top">37.5%</td>
<td align="center" valign="top">0.000</td>
</tr>
<tr>
<td align="left" valign="top">PC-&#x2009;&#x003E;&#x2009;LS-&#x2009;&#x003E;&#x2009;BLP</td>
<td align="center" valign="top">0.197</td>
<td align="center" valign="top">0.928</td>
<td align="center" valign="top">21.2%</td>
<td align="center" valign="top">0.038</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Finally, the SEM model analyzed the mediating effects of learning motivation and satisfaction on the enhancement of students&#x2019; overall blended Learning performance. The results in <xref ref-type="table" rid="tab4">Table 4</xref> demonstrate that learning motivation had a significant impact on both students&#x2019; sense of enjoyment when using VR technology and their overall blended Learning performance improvement, path coefficient&#x2009;=&#x2009;0.438, <italic>t</italic>&#x2009;=&#x2009;4.777, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.000, thereby confirming hypothesis H6.</p>
<p>The same as, the satisfaction of learning only has a significant impact on students&#x2019; perception of the appeal of utilizing VR technology and the variation in students&#x2019; performance improvement. The path coefficient&#x2009;=&#x2009;0.197, <italic>t</italic>&#x2009;=&#x2009;2.078 and <italic>p</italic>&#x2009;=&#x2009;0.038, which is less than the prescribed level of 0.1. Therefore, based on these findings, it may be inferred that supported the hypothesis H7. Additionally, the t-values for H5 and H7 are 2.174 and 2.078 correspondingly. If the critical ratio of the difference falls outside of the range of &#x2212;1.96 to +1.96, we may infer a significant difference between the hypothesis groups. However, if the ratio falls within that range, we cannot conclude that there is a significant difference.</p>
</sec>
<sec id="sec19">
<label>3.5.4</label>
<title>Intermediary effect test</title>
<p>Based on <xref ref-type="table" rid="tab4">Table 4</xref>, a student learning motivation and satisfaction act as mediating variables between students&#x2019; positive engagement with VR technology and their blended learning performance improvement. The next step will be to investigate whether these two variables only partially mediate or fully mediate the relationship. We calculate the value of variance accounted for (VAF) in PLS 3 to judge (<xref ref-type="bibr" rid="ref31">Hayes and Preacher, 2014</xref>) (VAF&#x2009;=&#x2009;Indirect Effect/Total Effect; VAF&#x2009;&#x003E;&#x2009;80% indicates full mediation; 20%&#x2009;&#x003C;&#x2009;VAF&#x2009;&#x003C;&#x2009;8% shows partial mediation; VAF&#x2009;&#x003C;&#x2009;20% indicates no mediation).</p>
<p><xref ref-type="table" rid="tab4">Table 4</xref> presents data for two intermediary responses. Firstly, the <italic>p</italic> values of the intermediary responses as represented by H6 and H7 are all less than 0.1, indicating they hold statistical significance. Abbreviations are explained where used for clarity. Subsequently, we utilize a tool to calculate VAF values for analysis purposes.</p>
<p>The VAF is dividing import effect by total effect, with VAF (LM)&#x2009;=&#x2009;0.438 &#x00F7; 1.169&#x2009;=&#x2009;0.375&#x2009;=&#x2009;37.5%&#x2009;&#x003E;&#x2009;20%; VAF (LS)&#x2009;=&#x2009;0.197 &#x00F7; 0.928&#x2009;=&#x2009;0.212&#x2009;=&#x2009;21.2%&#x2009;&#x003E;&#x2009;20%. Therefore, the perceived coolness of employing VR technology partially mediates blended learning performance through the intermediate factors of motivation and satisfaction. Thus, H6 and H7 are supported.</p>
</sec>
<sec id="sec20">
<label>3.5.5</label>
<title>Structural model result</title>
<p>After verifying the research hypothesis, we analyze and sort out the obtained data according to PLS 3 software and improve it to our structural model, as shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>, which is the structural result of our model.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Structural model. PC, perceived coolness using VR Technology; BLP, blended learning performance; LM, learning motivation; LS, learning satisfaction.</p>
</caption>
<graphic xlink:href="feduc-09-1346467-g002.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="sec21">
<label>4</label>
<title>Discussion and conclusion</title>
<p>The study&#x2019;s key findings align with prior research, indicating that students&#x2019; keenness to explore new technologies and engage with them actively has a favorable impact on their learning motivation and satisfaction (<xref ref-type="bibr" rid="ref74">Yin and Yuan, 2021</xref>). Much technological innovation has a primary purpose but is often applied in various other contexts and for other objectives. This is particularly evident in the case of mobile devices equipped with cloud computing and applications. The iPad serves as a prime illustration of a ubiquitous technological trend. Its widespread acceptance in education makes it an apt example of contextual usage. What students find appealing are innovative things that they can sufficiently master, perform impressive tasks with, and which provide them with added value. Moreover, customization or self-creation is often considered captivating (<xref ref-type="bibr" rid="ref20">Cul&#x00E9;n and Gasparini, 2012</xref>). When comparing iPad and VR technology, it was discovered that referring to new technologies elicits a positive emotional response (<xref ref-type="bibr" rid="ref44">Liu et al., 2023</xref>). To corroborate our findings, we will compare our research with existing literature. The results of this study are consistent with Dunford and Miller&#x2019;s analysis of first-, fourth-year, and fifth-year college students. The experiment found that VR technology can significantly improve the interaction between teachers and students, enhance students&#x2019; learning satisfaction (<xref ref-type="bibr" rid="ref24">Dumford and Miller, 2018</xref>), and thus improve learning performance because VR technology can simulate face-to-face interaction while retaining some of the convenience of online learning. A recent quasi-experimental study of virtual reality technology concluded that wearable VR was more effective in increasing situational awareness and interest, engagement, and overall learning experience in the context of physical laboratory courses (<xref ref-type="bibr" rid="ref64">Sun et al., 2023</xref>). This is also consistent with our research findings that the experience provided by the new VR technology stimulates students&#x2019; motivation to learn and positively impacts improving students&#x2019; learning performance. Furthermore, demonstrating curiosity and experimenting with technology positively contribute to their learning performance. In our empirical research, we utilized VR technology as a blended teaching tool, and the experimental results achieved our expected results. The use of VR technology can help advanced students improve their learning performance. The findings indicate that college students exhibit curiosity toward the integration of new technologies in classroom teaching and strive to implement them. The novel experience promotes students&#x2019; motivation toward learning and enhances their interest therein. There is a higher degree of classroom teaching contentment resulting from this. Such findings have the potential to enhance students&#x2019; academic performance in college settings. This study holds significant value to schools as the results can foster students&#x2019; learning motivation and proficiency in learning within teaching contexts.</p>
<p>The empirical analysis has identified future research directions and areas of concern. One of the survey variables based on empirical results is that the use of innovative technologies by students appears to be the most significant factor in enhancing learning satisfaction. From the data analysis results, it can be concluded that learning satisfaction partially mediates between perceived coolness using VR Technology and hybrid learning performance, and the value approaches the limit, proving that learning satisfaction is not the best mediating variable, which raises the question of whether there are other variables that play a crucial role in the relationship between learning satisfaction and performance. Additionally, the application of new technologies generates great curiosity, prompting students to explore their use actively and igniting their enthusiasm and motivation for learning. This study found that learning motivation accounts for only 37.5% of the performance of new technology applications and blended learning. This indicates the presence of other critical variables that must be actively explored.</p>
<p>Thus, the outcomes indicate that blended learning enhances students&#x2019; learning and attitude toward education and increases their satisfaction. and at the same time motivates them for the blended learning procedure. VR technology synchronizes Internet search engines to students&#x2019; headsets. When teachers assign course tasks and students complete classwork and self-study, students can self-check the most accurate information and knowledge online when they need help, significantly promoting Accelerated understanding and application of knowledge. Secondly, teachers can also work with various fields to design interdisciplinary courses, add tasks and challenges with clear goals for students&#x2019; learning, and achieve better learning results by deepening knowledge learned across fields and applying what they have learned through collaboration and hands-on practice. Third, teachers can apply &#x201C;teaching students by their aptitude&#x201D; in students&#x2019; daily learning activities. In previous teaching activities, it took much work for teachers to designate corresponding learning plans for students with different learning progress and abilities. Now, through VR technology, online Assign learning tasks to improve student learning satisfaction and ultimately improve learning performance. In general, blended learning simplifies the process of publishing resources, assigning independent tasks, and managing courses, thereby increasing student satisfaction and ultimately improving academic performance.</p>
</sec>
<sec id="sec22">
<label>5</label>
<title>Limitation</title>
<p>One limitation of this study is that it solely analyzes students&#x2019; perceptions of blended learning without incorporating the viewpoint of teachers. A more comprehensive and reciprocal approach in future research will produce more pertinent outcomes. Enlarging the sample would enhance the generalizability of the findings and allow for the inclusion of an evaluation of teachers and students perceptions of blended learning. Further studies are advised to examine and identify additional key factors involved in enhancing student satisfaction and academic achievement. Additionally, future research may concentrate on emerging information technology trends and how to evaluate the adoption processes of these trends by teachers and students. The integration of ChatGPT in HEIs holds the potential to deliver personalized and relevant learning experiences to students, streamline administrative procedures, and advance research (<xref ref-type="bibr" rid="ref62">Strzelecki and ElArabawy, 2024</xref>). Future research can cooperate with VR and ChatGPT to contribute to developing higher education.</p>
</sec>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec24">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Shenzhen City Polytechnic, Shenzhen, Guangdong Province, 518116, China. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>XL: Conceptualization, Funding acquisition, Resources, Writing &#x2013; original draft. HZ: Conceptualization, Data curation, Visualization, Writing &#x2013; original draft. LL: Methodology, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by Achievements of Key Research Base of Humanities and Social Sciences in Shenzhen: Skilled Society Research Center of Shenzhen Institute of Technology.</p>
</sec>
<sec sec-type="COI-statement" id="sec27">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<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>
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