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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Commun.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Communication</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Commun.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2297-900X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fcomm.2025.1533414</article-id><article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading"><subject>Original Research</subject></subj-group>
</article-categories>
<title-group>
<article-title>Testing a cognitive-decisional mediation model through the integration of the cognitive mediation model and the spiral of silence theory</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Al-Kandari</surname>
<given-names>Ali A.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Frederick</surname>
<given-names>Edward</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Alsaber</surname>
<given-names>Ahmad</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>AlReshaid</surname>
<given-names>Faisal</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Alhashem</surname>
<given-names>Fatimah</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Mass Communication and Media, Gulf University for Science and Technology</institution>, <city>Hawally</city>, <country country="kw">Kuwait</country></aff>
<aff id="aff2"><label>2</label><institution>Greenhill Center of the Arts, University of Wisconsin-Whitewater</institution>, <city>Whitewater, WI</city>, <country country="us">United States</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Management, American University of Kuwait</institution>, <city>Safat</city>, <country country="kw">Kuwait</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Education, Gulf University for Science and Technology (GUST)</institution>, <city>Hawally</city>, <country country="kw">Kuwait</country></aff>
<author-notes><corresp id="c001"><label>&#x002A;</label>Correspondence: Ali A. Al-Kandari, <email xlink:href="mailto:alKandari.j@gust.edu.kw">alKandari.j@gust.edu.kw</email></corresp></author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-18">
<day>18</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>10</volume>
<elocation-id>1533414</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Al-Kandari, Frederick, Alsaber, AlReshaid and Alhashem.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Al-Kandari, Frederick, Alsaber, AlReshaid and Alhashem</copyright-holder>
<license><ali:license_ref start_date="2025-11-18">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>This study introduces a Cognitive-Decisional Mediation Model (CDMM) to explain and predict opinion expression as a behavioral outcome. The model posits that individuals&#x2019; motives for media use&#x2014;specifically surveillance gratification-seeking and heterogeneous opinion exposure motives&#x2014;initiate a process of cognitive engagement that shapes opinion expression.</p>
</sec>
<sec>
<title>Methods</title>
<p>Two cross-sectional survey studies were conducted to test the CDMM. Study 1 included 502 respondents, and Study 2 included 826 respondents. The model examines how media-use motives influence cognitive activities&#x2014;cognitive elaboration, perceived familiarity with an issue, and diversity of retained information&#x2014;which in turn affect information instrumentality, defined as confidence in using retained information for opinion expression. At the final stage, information instrumentality, fear of social isolation (FS), and opinion congruency were modeled as direct predictors of opinion expression.</p>
</sec>
<sec>
<title>Results</title>
<p>Findings from both studies revealed that the surveillance motive path exerted a stronger influence on opinion expression than the heterogeneous opinion exposure motive path. Information instrumentality consistently emerged as a significant predictor of opinion expression. Moreover, the mediating effect of perceived familiarity on information instrumentality was stronger than that of information diversity across both samples.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The results support the theoretical validity of the proposed CDMM, highlighting the central role of cognitive mediation and decisional confidence in explaining opinion expression behaviors. The study contributes to the broader field of political communication and behavioral research by clarifying how individuals&#x2019; motives and cognitive processes jointly shape their willingness to express opinions in social contexts.</p>
</sec>
</abstract>
<kwd-group>
<kwd>spiral of silence (SOS)</kwd>
<kwd>cognitive mediation model (CMM)</kwd>
<kwd>uses and gratifications (U&#x0026;G)</kwd>
<kwd>information instrumentality</kwd>
<kwd>cognitive elaboration</kwd>
</kwd-group><funding-group><award-group id="gs1"><funding-source id="sp1"><institution-wrap><institution>AUK Open Access Publishing Fund</institution></institution-wrap></funding-source></award-group><funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This publication was made possible by the support of the Gulf University for Science &#x0026; Technology (GUST) Open Access Publishing Fund.</funding-statement></funding-group><counts>
<fig-count count="5"/>
<table-count count="11"/>
<equation-count count="0"/>
<ref-count count="94"/>
<page-count count="20"/>
<word-count count="16688"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Culture and Communication</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Over two decades ago, <xref ref-type="bibr" rid="ref32">Eveland (2001</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>, <xref ref-type="bibr" rid="ref34">2004)</xref> introduced his cognitive mediation model (CMM). He developed the model to explain how audience members learn from news media. According to Eveland, learning occurs through cognitive internalization of media news and information. Eveland postulated that an individual&#x2019;s motive for consuming news would influence learning from that news. <xref ref-type="bibr" rid="ref33">Eveland (2002)</xref> focused on the motive of media surveillance, which he derived from the Use and Gratifications (U&#x0026;G) approach. He defined media surveillance as the consumption of the media for the purpose of gaining information about one&#x2019;s environment. Those motivated by media surveillance seek information from the news because they perceive the information as having an impact on their lives.</p>
<p>In Eveland&#x2019;s original model, audience members who are motivated by media surveillance first pay attention to the media in search of relevant news. Then, the news information is subjected to cognitive elaboration. Elaboration expands the mental pathways through which the news and information is processed by connecting memory information and other new information (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>, <xref ref-type="bibr" rid="ref34">2004</xref>). The model, therefore, describes a process in which cognitive elaboration mediates the process of learning.</p>
<p>Succeeding CMM research studies expanded the model by exploring whether the learning that occurred from the mass media affected audience members&#x2019; behaviors. These studies showed that learning predicted behaviors, such as volunteering and donating to others (<xref ref-type="bibr" rid="ref58">Liu and Nah, 2020</xref>), taking precautionary actions during the H1N1 pandemic (<xref ref-type="bibr" rid="ref47">Ho et al., 2013</xref>), and intention to conduct breast cancer examinations (<xref ref-type="bibr" rid="ref96">Zhang and Yang, 2021</xref>). Other scholars have extended CMM by exploring the impact on learning of other cognitive activities, such as interpersonal discussions as a group-integrated form of elaboration (<xref ref-type="bibr" rid="ref9001">Yan et al., 2023</xref>) and the Media Dependency Theory&#x2019;s concept of reliance on mass media (<xref ref-type="bibr" rid="ref20">Beaudoin and Thorson, 2004</xref>). In addition to the media surveillance motive, which was the motive explored in <xref ref-type="bibr" rid="ref33">Eveland&#x2019;s (2002)</xref> original research, scholars have identified other motives that influence learning from the mass media: anticipated interaction and guidance (<xref ref-type="bibr" rid="ref20">Beaudoin and Thorson, 2004</xref>), social utility (<xref ref-type="bibr" rid="ref48">Ho et al., 2016</xref>) and the need for cognition (<xref ref-type="bibr" rid="ref47">Ho et al., 2013</xref>).</p>
<p>The present study seeks to extend Eveland&#x2019;s CMM by exploring a new motive and several cognitive mediators and to integrate it with the spiral of silence (SOS) Theory (<xref ref-type="fig" rid="fig1">Figure 1</xref>). This study&#x2019;s authors argue that SOS&#x2019;s opinion expression is a form of behavior that is not arbitrarily carried out or externally determined but is the result of extensive thought and cognitive processing. We argue that it is subject to individuals&#x2019; internal decisional process based on the information those individuals learn about an issue. <xref ref-type="fig" rid="fig1">Figure 1</xref> indicates the process of information internalization that predicts opinion expression. It starts with motives for reviewing media news and information, which triggers cognitive elaboration and gaining knowledge overtime. This gained knowledge enhances the perception of individuals about the conduciveness of this information for opinion expression situations. As it is discussed later, information instrumentality is operationalized by a set of survey items that ask people to assess if their information about an issue makes them ready and confident to boldly express their opinion about the issue in conversation settings.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The process of information internalization that indirectly influences opinion expression.</p>
</caption>
<graphic xlink:href="fcomm-10-1533414-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating relationships between concepts. Surveillance and Heterogeneity influence Familiarity, Elaboration, and Diversity through various hypotheses labeled H1a, H1b, H2a, and H2b. Elaboration affects Diversity via H3b. Familiarity impacts Instrumentality (H4), which then influences Expression (H6). Expression connects to FSI (H7a) and Congruency (H7b).</alt-text>
</graphic>
</fig>
<p>By integrating a CDMM approach with SOS, this research provides an avenue that includes a rational decision-making component within SOS. Doing so would allow individuals some agency in their opinion expression behaviors This rational perspective is rare in SOS literature and is at odds with the social control perspective that has dominated SOS research (<xref ref-type="bibr" rid="ref82">Scheufele and Moy, 2000</xref>). The social control perspective considers individuals&#x2019; opinion expression to be bounded by Fear of Social Isolation (FSI) and a person&#x2019;s opinion congruence with that of the public. In contrast, CMM&#x2019;s cognitive internalization of information is perfectly suited and complementary for examining a rational model. The integration of SOS with CMM&#x2019;s conceptual mediators is expected to moderate the influence of SOS&#x2019;s social control variables.</p>
<p>By integrating the two perspectives, this study contributes to CMM and SOS literatures in four different ways:</p>
<list list-type="bullet">
<list-item>
<p>It examines the influence on learning by an additional motive, the &#x201C;heterogeneous opinion exposure motive&#x201D; A heterogeneous motive refers to the tendency of individuals to seek out multiple opinions and perspectives on an issue from different media sources to facilitate understanding the issue from different facets and viewpoints (<xref ref-type="bibr" rid="ref5">Al-Kandari et al., 2022a</xref>,<xref ref-type="bibr" rid="ref6">b</xref>) (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Having a more multi-faceted understanding of an issue will increase an individual&#x2019;s likelihood of expressing opinions. Past studies provide evidence suggesting that individuals who seek information that reflect diverse perspectives on an issue usually end up having a comprehensive and exclusive view on issues (<xref ref-type="bibr" rid="ref77">Price et al., 2002</xref>). They also tend to have sophisticated reasoning and justifications (<xref ref-type="bibr" rid="ref23">Brundidge, 2010</xref>) which better enable expressing opinions. Because they understand an issue from different angles, they will be better equipped to refute and counter the arguments of others on an issue (<xref ref-type="bibr" rid="ref6">Al-Kandari et al., 2022b</xref>).</p>
</list-item>
<list-item>
<p>CMM research has been mainly concerned with cognitively internalizing factual knowledge from mass media (<xref ref-type="bibr" rid="ref94">Yang et al., 2017</xref>). For example, work by <xref ref-type="bibr" rid="ref94">Yang et al. (2017)</xref> has tested perceived familiarity as a form of learning about an issue. Perceived familiarity is defined as a level of general and summarized understanding about an issue. As a second goal, the current study explores information diversity as an additional influencer of learning. Information diversity refers to the multiple and diverse information about an issue that a person retains. It is due to direct mediation of media surveillance and heterogeneous motives and indirect meditation of those motives through cognitive elaboration. <xref ref-type="bibr" rid="ref32">Eveland (2001)</xref> himself suggested that studies&#x2019; assessments of knowledge would benefit from using many dimensions of the phenomenon, including the cognitive information concepts of depth, structure, and schema. He argued that linking elaboration only to a single learning product of cognitive processing--factual knowledge--does not do justice to elaboration&#x2019;s ability to produce multifaceted representations of information in memory. This study explores perceived familiarity as reflective of the depth of stored historical, background, and factual information for an issue. Information diversity reflects a structure that includes multiple and diverse opinions on an issue.</p>
</list-item>
<list-item>
<p>This study&#x2019;s third goal is to extend CMM as a cognitive-decisional mediation model (CDMM). An extension of CMM, CDMM includes a cognitive decisional stage that is influenced by the information people gain after exposure to media news and internalization of this news. The decisional stage in CDMM sets it apart from CMM, a stage is meant to predict behaviors as outputs of CMM. This study conceptualizes the decisional stage as information instrumentality, which refers to an individual&#x2019;s feeling of confidence that retained knowledge about an issue can be effectively used to express and defend a viewpoint in conversations. This study suggests that individuals, before deciding to contribute to opinion expression as a behavioral output, assess their information instrumentality in order to decide about making contributions to discussions. This stage is inserted between gained knowledge and expressing opinions (see <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
</list-item>
<list-item>
<p>The final contribution of this study is the integration of CDMM and SOS perspectives to explore the way the perspectives interact, particularly at the model&#x2019;s third and fourth stages. In the SOS theory, FSI, an affective phenomenon, is the primary influencer of opinion expression. The authors of this study argue that a model predicting the behavior of opinion expression would benefit from the inclusion of a deliberative component as well. It is reasonable to assume that, even in the face of FSI, the individual&#x2019;s cognitive processing follows a course of logical reasoning and decision-making before communicating an opinion. It is anticipated that the CMM&#x2019;s rational internalization of information to counterbalance the affective pressures on individuals&#x2019; expression of opinions. This tension between rational and affective attributes can certainly introduce a new dimension that the SOS literature has ignored. <xref ref-type="table" rid="tab1">Table 1</xref> is a summary of all the definitions this study examines.</p>
</list-item>
</list>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of the main definitions this study employs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Terms</th>
<th align="left" valign="top">Definitions</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Surveillance motive</td>
<td align="left" valign="top">It is the general tendency of individuals to seek out information regarding different issues that impact their lives (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">A heterogeneous opinion exposure motive</td>
<td align="left" valign="top">It is the tendency of individuals to seek out multiple opinions and perspectives on an issue from different media sources to facilitate understanding the issue from different facets and viewpoints (<xref ref-type="bibr" rid="ref5">Al-Kandari et al., 2022a</xref>,<xref ref-type="bibr" rid="ref6">b</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Cognitive elaboration</td>
<td align="left" valign="top">It is the &#x201C;process of connecting new information to other information stored in memory, including prior knowledge, personnel experiences, or the connection of two new bits of information in new ways&#x201D; (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>, p. 573).</td>
</tr>
<tr>
<td align="left" valign="top">Perceived familiarity</td>
<td align="left" valign="top">Is the general knowledge individuals develop about issues due to their exposure to media news and information.</td>
</tr>
<tr>
<td align="left" valign="top">Information diversity</td>
<td align="left" valign="top">It refers to the multiple and diverse information about an issue that a person retains.</td>
</tr>
<tr>
<td align="left" valign="top">Information instrumentality</td>
<td align="left" valign="top">It is a cognitive decision, which refers to an individual&#x2019;s feeling of confidence that retained knowledge about an issue can be effectively used to express and defend a viewpoint in conversations.</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec2">
<label>1.1</label>
<title>Study&#x2019;s social context</title>
<p>This study took place in the Middle Eastern nation of Kuwait. Several research have indicated the collective nature of this society&#x2019;s culture, one in which individuals adhere to social obligations and norms that make it difficult for individuals to have free will and choice (<xref ref-type="bibr" rid="ref7">Al-Kandari and Gaither, 2011</xref>). Norms of society are respected and maintained in the face of new ideas and practices that disrupt culture (<xref ref-type="bibr" rid="ref49">Hofstede, 2025</xref>). Other cultural orientations of this society include attachment to the past, respect to religion, and recognition of hierarchal order (<xref ref-type="bibr" rid="ref12">AlReshaid et al., 2025a</xref>). Combined, these cultural orientations represent a society that is well positioned to keep the status quo about various social and cultural phenomena. As a result, recent research from this country (<xref ref-type="bibr" rid="ref5">Al-Kandari et al., 2022a</xref>,<xref ref-type="bibr" rid="ref6">b</xref>; <xref ref-type="bibr" rid="ref9">Al-Kenane et al., 2025</xref>; <xref ref-type="bibr" rid="ref17">Al-Sumait et al., 2021</xref>) shows that the SOS&#x2019;s social control mechanisms of FSI and an individual&#x2019;s opinion congruence with the rest of people in the society have a great impact on Kuwaitis&#x2019; expressions of opinion regarding that which challenges social norms. As a result, Kuwait is an excellent setting for testing a rational model of public opinion to see if it can stand against a social control model of SOS.</p>
<p><xref ref-type="bibr" rid="ref82">Scheufele and Moy (2000)</xref> argue that a study of SOS is best to be tested on morally laden and controversial issues that divide public opinion. Accordingly, this study validates its model through exploring the expression of opinions about two controversial moral issues that enjoyed wide public disclosure on legacy and online media (<xref ref-type="bibr" rid="ref29">Citizens&#x2019; Priorities Polls, 2022</xref>; <xref ref-type="bibr" rid="ref42">Hagagy, 2021</xref>). The first issue is the recruitment of women by the Kuwaiti military, and the second is the legal status of non-citizen residents in Kuwait. For the first, Middle Eastern scholars indicate that women&#x2019;s issues are often controversial because they are caught between the interests of the country&#x2019;s traditionalists and its more progressive factions. Women&#x2019;s issues are morally contentious because they are subject to Arab culture and its Islamic moral evaluation system (<xref ref-type="bibr" rid="ref87">Strobl, 2010</xref>). The second issue arises from the fact that Kuwait has about 100,000 residents who are classified as non-citizens (<xref ref-type="bibr" rid="ref42">Hagagy, 2021</xref>). They do not enjoy the basic rights and protection that citizenship offers. Recent polls show that this issue is contentious and that it is ranked as one of the top 10 priorities for Kuwaiti citizens (<xref ref-type="bibr" rid="ref29">Citizens&#x2019; Priorities Polls, 2022</xref>). The non-citizen residents issue provides a moral conundrum because it constitutes a humanitarian problem in which people are denied basic human rights.</p>
<p>Regarding the social context of this study, Comparative cultural scholarship typically positions Kuwait and its cultural norms within a collectivist society and high in power distance (<xref ref-type="bibr" rid="ref13">AlReshaid et al., 2025b</xref>). In this context, people&#x2019;s self-presentation and likelihood of opinion expression are shaped by group harmony, societal consensus, and deference to authority. Such norms generally suppress public dissent in favor of social conformity (<xref ref-type="bibr" rid="ref61">Magalhaes and Abouzeid, 2018</xref>), or channel opinion expression into more closed, private settings with trusted individuals where politics can be discussed and media news collectively elaborated (<xref ref-type="bibr" rid="ref73">Onyebadi, 2021</xref>). Moreover, although the Kuwaiti media system is often described as freer than those of other Gulf states and Kuwaitis enjoy uncensored access to satellite and online media, the law criminalizes criticism of Allah and the Emir on digital platforms (<xref ref-type="bibr" rid="ref65">Navarro et al., 2024</xref>; <xref ref-type="bibr" rid="ref16">Al-Shamali et al., 2025</xref>). Islam as a religious affiliation can also either mobilize or mute public expression, as individuals often anticipate disapproval and possible isolation from their group if their opinions conflict with dominant norms (<xref ref-type="bibr" rid="ref86">Siegel, 2015</xref>). These conditions create a paradox: Kuwaitis can freely internalize news information but simultaneously self-censor their public expression to avoid provoking negative reactions from authorities, society, or their group. Consequently, individuals may feel pressure over what to say. Internalizing media information allows them to know what can be safely expressed and to avoid &#x201C;misspeaking,&#x201D; thereby reducing the risk of social sanctions or punishments (<xref ref-type="bibr" rid="ref5">Al-Kandari et al., 2022a</xref>,<xref ref-type="bibr" rid="ref6">b</xref>).</p>
</sec>
<sec id="sec3">
<label>1.2</label>
<title>SOS</title>
<p>SOS explains that a spiraling process, which silences opinion expression, begins when one of the circulated views about an issue emerges as more dominant in a society&#x2019;s public discourse. As the circulation of this dominant view becomes more frequent, audiences start to perceive it as the majority view in society. Those who cling to alternative views start to perceive their positions as minority views. Perceiving themselves to be in the minority, they begin to silence their expression of their views. The spiraling influence takes off as the perceived majority opinion appears increasingly more often in public discourse and other opinions increasingly disappear. This spiraling effect gradually transpires as the perceived a majority&#x2019;s view slowly captures more and more space in the news media and other arenas of public discourse (<xref ref-type="bibr" rid="ref82">Scheufele and Moy, 2000</xref>).</p>
<p>Three SOS conceptual components (FSI, opinion congruency and media coverage) are in operation regarding the influence of the spiraling silence on opinion expression. FSI is the fear of social ostracism that the majority&#x2019;s opinion holders impose on the minority for this minority&#x2019;s expression of their minority view. Opinion congruency refers to a personal observation of opinion distribution as being endorsed by a majority and minority in a society. Perceiving a personal opinion on an issue to be congruent with a majority&#x2019;s opinion encourages individuals to express the opinion. Perceiving it to be incongruent with that of the majority discourages expressing opinions. Finally, when the media favorably and frequently cover an issue, individuals tend to believe the issue enjoys wider public support, and thus they tend to express their opinions more freely. Conversely, when media coverage is negative or infrequent, they behave in the opposite manner (<xref ref-type="bibr" rid="ref68">Noelle-Neumann, 1977</xref>, <xref ref-type="bibr" rid="ref69">1991</xref>, <xref ref-type="bibr" rid="ref70">1993</xref>).</p>
<p>While Eveland tested learning from mass media as the final output in his original model, subsequent research has extended CMM to predict behavioral outcomes effected by learning news and information as the final output (e.g., <xref ref-type="bibr" rid="ref47">Ho et al., 2013</xref>; <xref ref-type="bibr" rid="ref58">Liu and Nah, 2020</xref>; <xref ref-type="bibr" rid="ref96">Zhang and Yang, 2021</xref>). In their justification of extending CMM to predict a behavioral outcome, <xref ref-type="bibr" rid="ref47">Ho et al. (2013)</xref> argued that cognitive mental activities have frequently been linked to behaviors in past research. Similarly, the authors of this study argue that opinion expression is a behavior that is appropriate to apply CMM to for two main reasons. First, in SOS, an emotional intensity influences people regarding the following: &#x201C;what to say&#x201D; or &#x201C;what to avoid saying&#x201D; (<xref ref-type="bibr" rid="ref98">Zhu and Fu, 2021</xref>), &#x201C;how to say&#x201D; by applying different strategies of opinion expression (<xref ref-type="bibr" rid="ref93">Wu et al., 2020</xref>), &#x201C;where to say&#x201D; whether to express opinions in congruent, incongruent, or hostile opinion climates (<xref ref-type="bibr" rid="ref57">Lee et al., 2014</xref>), and &#x201C;when to say&#x201D; as in whether a situation is in normal, uncertain, or ambiguous times (<xref ref-type="bibr" rid="ref22">Bodor, 2012</xref>). Second, the integration of CMM and SOS in an opinion expression model would incorporate two main forces. The first is that CMM reflects a rational and inwardly driven mechanism whereby a motivated audience willingly receives information in order to elaborate and learn. The second is SOS incorporates a social control mechanism and, an outwardly driven mechanism, whereby a people&#x2019;s expressions of opinion are moderated by the social and environmental pressure of their surroundings. The two approaches reflect opposing dynamics in the determination of opinion expression as a behavioral output.</p>
</sec>
</sec>
<sec id="sec4">
<label>2</label>
<title>Research hypotheses</title>
<sec id="sec5">
<label>2.1</label>
<title>CMM&#x2019;s news and information inputs operationalized by uses and gratifications</title>
<sec id="sec6">
<label>2.1.1</label>
<title>Surveillance gratification-seeking motive</title>
<p><xref ref-type="bibr" rid="ref33">Eveland (2002)</xref> defines cognitive processing of information as the &#x201C;general act of movement or manipulation of information in memory,&#x201D; p. 28). This movement or manipulation of information starts with a person&#x2019;s media exposure motives as grounded in U&#x0026;G (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>). U&#x0026;G considers the individual&#x2019;s motives for consuming media messages to satisfy psychological and social needs. Motives determine which media channels and content individuals use, which in turn determines the outcomes of the media (<xref ref-type="bibr" rid="ref81">Ruggiero, 2000</xref>).</p>
<p>People who consume more information have more information available for cognitive elaboration. Making more information available to cognitions requires retrieval of more mentally stored information to link with newly received news and information (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>). Studies show that consumption of greater amounts of media information is associated with more cognitive elaboration (<xref ref-type="bibr" rid="ref47">Ho et al., 2013</xref>; <xref ref-type="bibr" rid="ref52">Jiang et al., 2021</xref>; <xref ref-type="bibr" rid="ref96">Zhang and Yang, 2021</xref>). In this research, it is expected that a frequent consumption of new news and information will trigger people to elaborate on the issue more often than people who receive little news and information.</p>
<p>People who frequently and exhaustively elaborate an issue&#x2019;s information may reach elaboration saturation. They start to feel that they do not need to elaborate an issue further because elaborating it may not improve comprehending it. For example, regarding the issue of women&#x2019;s political rights in Kuwait, individuals who have consumed a lot of information about it and often elaborated on the issue to form conceptualization and schema, may feel that receiving additional information about the same issue does not add anything new to the things that they already known or have conceptualized. In this case, they will directly store incoming information as supplementary information in their memory, without further elaboration (<xref ref-type="bibr" rid="ref55">Kim and So, 2018</xref>). Also, many individuals use the media for opinion reinforcement. In this case, too, they directly store additional information for opinion confirmation (<xref ref-type="bibr" rid="ref24">Cappella et al., 2015</xref>). Given the previous literature, it is anticipated that media information will increase people&#x2019;s awareness about issues, whether by elaborating on it or not. Accordingly, the following hypotheses are formulated:</p>
<disp-quote>
<p><italic>H1a:</italic> Individuals with a stronger surveillance gratification motive will show greater cognitive elaboration.</p>
</disp-quote>
<disp-quote>
<p><italic>H1b:</italic> Individuals with a stronger surveillance gratification motive will report a higher level of perceived familiarity.</p>
</disp-quote>
</sec>
<sec id="sec7">
<label>2.1.2</label>
<title>Heterogeneous opinion exposure motive</title>
<p>In the Arab region, government media agencies censor information and act as mouthpieces for authorities (<xref ref-type="bibr" rid="ref50">Jamal and Melkote, 2008</xref>). Consequently, news information rarely presents a variety of opinions on an issue. This has caused Arab media researchers to long be interested in exploring how U&#x0026;G is related to consuming of heterogeneous news with multiple perspectives and how it will affect audiences&#x2019; views, particularly on issues like free speech. U&#x0026;G studies have found a link between a motivation to consume the news in order to be exposed to heterogeneous viewpoints and dissatisfaction with Kuwait&#x2019;s authoritarian government (<xref ref-type="bibr" rid="ref50">Jamal and Melkote, 2008</xref>), supporting democracy in Egypt (<xref ref-type="bibr" rid="ref8">Al-Kandari and Hasanen, 2018</xref>), doubting simplistic justifications of conspiracy theories (<xref ref-type="bibr" rid="ref4">Al-Kandari, 2010</xref>), and greater willingness to express opinions (<xref ref-type="bibr" rid="ref5">Al-Kandari et al., 2022a</xref>,<xref ref-type="bibr" rid="ref6">b</xref>). This U&#x0026;G research indicates that the heterogeneous opinion exposure motive predicts support for progressive politics and discontent with current authoritarian politics. In the West, research also suggests that exposure to a wide range of diverse news sources is related to retaining diverse perspectives on issues (<xref ref-type="bibr" rid="ref64">McLeod et al., 1999b</xref>) and a greater cognitive sophistication (<xref ref-type="bibr" rid="ref35">Eveland et al., 2004</xref>). In relation to CMM and SOS, it is expected that people who seek out different perspectives on an issue will eventually hold diversified information about it, encouraging them to hold diverse viewpoints. Such diverse information induces greater cognitive elaboration in order to conceptualize different and conflicting issues. It will result in the emergence of many arguments and justifications that individuals can use in their opinion expressions about an issue with others.</p>
<p>Individuals motivated by a surveillance motive can meet their needs and desires by merely acquiring facts without opinion. In contrast, individuals employing a heterogeneous opinion exposure motive may encounter cognitive conflict or dissonance due to their desire to receive diverse perspectives on issues. People who are exposed to diverse perspectives on issues are likely to encounter news that contrast with their attitudes and beliefs (<xref ref-type="bibr" rid="ref89">Taber and Lodge, 2006</xref>). Those following a heterogeneous opinion exposure motive will likely be exposed to information that includes opinions because they are seeking diverse viewpoints to give facts context (<xref ref-type="bibr" rid="ref89">Taber and Lodge, 2006</xref>). Consequently, those pursuing heterogenous opinion exposure motives are more likely to encounter internal conflict than those following surveillance motives. In order to avoid cognitive dissonance from exposure to diverse viewpoints, people will elaborate more as a way of justifying and rationalizing new information that conflicts with their existing opinions (<xref ref-type="bibr" rid="ref80">Quinn and Wood, 2004</xref>). For example, right wing supporters who select to view a left-wing news network may encounter opinions that oppose what they endorse. Watching these views will be more likely to stimulate the individuals to cognitively elaborate and use mental strategies that mitigate the influence of incoming media&#x2019;s diverse information that may undermine or challenge their own opinions. Indeed, research by <xref ref-type="bibr" rid="ref41">Guo and Chen (2022)</xref>, <xref ref-type="bibr" rid="ref51">Jiang (2022)</xref>, and <xref ref-type="bibr" rid="ref79">Qi et al. (2022)</xref> establish this link between information heterogeneity and greater cognitive elaboration. Based on the literature, it is expected that individuals who use the media for a heterogeneous opinion exposure motive will intensively elaborate on issues. <xref ref-type="fig" rid="fig2">Figure 2</xref> indicates the way surveillance and heterogeneous opinion exposure motives influence cognitive elaboration. Thus, the following hypotheses are introduced:</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The relationship between media use motives and cognitive elaboration.</p>
</caption>
<graphic xlink:href="fcomm-10-1533414-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart showing two pathways. The first pathway: "Surveillance motive" leads to "Normal cognitive elaboration level." The second pathway: "Heterogeneous motive" leads to "Causes cognitive inconsistency and dissonance," then to "Greater cognitive elaboration level."</alt-text>
</graphic>
</fig>
<disp-quote>
<p><italic>H2a:</italic> Individuals with a stronger heterogeneous opinion exposure gratification motive will show greater cognitive elaboration.</p>
</disp-quote>
<disp-quote>
<p><italic>H2b:</italic> Individuals with a stronger heterogeneous opinion exposure gratification motive will report a higher level of information diversity.</p>
</disp-quote>
</sec>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>CMM&#x2019;s cognitive activities</title>
<sec id="sec9">
<label>2.2.1</label>
<title>Cognitive elaboration</title>
<p>Once exposure to media information is initiated by media motives, two cognitive processes, attention to information and elaboration on information (<xref ref-type="bibr" rid="ref95">Zhang et al., 2024</xref>), mediate the processing of the learning of news information. <xref ref-type="bibr" rid="ref32">Eveland (2001)</xref> explains that an ample body of research has demonstrated that attention, or the focus of mental effort, to the media is positively related to learning. Because attention is a process of minimizing mental distractions, it enables a greater mental concentration on an issue, resulting in a better grasp of many information cues and details.</p>
<p>On the other hand, elaboration is the cognitive &#x201C;process of connecting new information to other information stored in memory, including prior knowledge, personnel experiences, or the connection of two new bits of information in new ways&#x201D; (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>, p. 573). Outcomes from CMM research establish that the process of elaborating mass media messages expands mental routes for storing more information (<xref ref-type="bibr" rid="ref47">Ho et al., 2013</xref>). The more people elaborate, the more they can produce inferences, conclusions and other cognitive outcomes that can be stored in memory (<xref ref-type="bibr" rid="ref19">Bao and Lee, 2023</xref>; <xref ref-type="bibr" rid="ref60">Luo et al., 2025</xref>; <xref ref-type="bibr" rid="ref95">Zhang et al., 2024</xref>). In contrast, people who elaborate less will draw fewer inferences and conclusions. Similar to the literature that establishes that a greater level of elaboration about an issue&#x2019;s information leads to expanding the routes of mental schemas and information storage about the issue, the current study proposes:</p>
<disp-quote>
<p><italic>H3a:</italic> Greater cognitive elaboration will cause a greater level of perceived familiarity about issues in the media.</p>
</disp-quote>
<disp-quote>
<p><italic>H3b:</italic> Greater cognitive elaboration will cause a greater level of information diversity about issues in the media.</p>
</disp-quote>
</sec>
<sec id="sec10">
<label>2.2.2</label>
<title>Perceived familiarity</title>
<p>Learning is the final outcome in Eveland&#x2019;s original CMM. <xref ref-type="bibr" rid="ref32">Eveland (2001</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>, <xref ref-type="bibr" rid="ref34">2004)</xref> conceptualized learning as the ability to recall facts from memory. <xref ref-type="bibr" rid="ref94">Yang et al. (2017)</xref> suggested that perceived familiarity can serve as an alternative indicator of learning from mass media because many facts can be forgotten over time, but the basic idea or concept remains in memory. Many recent studies (e.g., <xref ref-type="bibr" rid="ref19">Bao and Lee, 2023</xref>; <xref ref-type="bibr" rid="ref36">Fang, 2024</xref>) have adopted perceived familiarity as an indicator of knowledge about issues instead of using measures of factual knowledge. <xref ref-type="bibr" rid="ref38">Findahl (2001)</xref> states that, &#x201C;The fact that so little specific information can be remembered from a news story does not mean that no learning takes place. The informative base from which conclusions are drawn can be forgotten while the conclusions remain&#x201D; (p. 119).</p>
<p>People tend to consume more news and information to prepare themselves for anticipated social interactions (<xref ref-type="bibr" rid="ref34">Eveland, 2004</xref>; <xref ref-type="bibr" rid="ref74">Payne et al., 1988</xref>). Research on SOS indicates that retaining more information about a topic induces greater levels of reflection and deliberation, which are needed in social conversations, and results in a greater willingness to share one&#x2019;s opinion (<xref ref-type="bibr" rid="ref85">Shah et al., 2005</xref>). Having information about an issue contributes to greater self-confidence and willingness to express ideas (<xref ref-type="bibr" rid="ref26">Chan et al., 2012</xref>) and a feeling of reassurance about the ability to exchange ideas and convince others (<xref ref-type="bibr" rid="ref88">Sweetser and Kaid, 2008</xref>). In summary, this research suggests that people who frequently get involved in social communication tend to consume more media information. This increased consumption contributes to a greater storage of information which, in turn, encourages people to feel they have adequate information to support and defend their opinions should they choose to express them. Indeed, research by <xref ref-type="bibr" rid="ref66">Neubaum (2022)</xref> indicates that individuals who view media messages are more likely to express opinions on social media. Also, <xref ref-type="bibr" rid="ref97">Zhou and Yang (2024)</xref> found that an incidental news exposure contributed to online opinion expression. Therefore, the following is explored:</p>
<disp-quote>
<p><italic>H4:</italic> Individuals with greater perceived familiarity will report a higher level of self-perception of information instrumentality.</p>
</disp-quote>
</sec>
<sec id="sec11">
<label>2.2.3</label>
<title>Information diversity</title>
<p>Information diversity is the second learning component this study explores. When exposed to news, people not only receive historical, factual, and background information, they also acquire various perspectives and opinions on an issue (<xref ref-type="bibr" rid="ref92">Valenzuela et al., 2019</xref>).</p>
<p>SOS research suggests that having more information diversity triggers people to contribute more to conversations, even if those conversations are with people who hold differing opinions (<xref ref-type="bibr" rid="ref2">Albuloushi and Algharaballi, 2014</xref>; <xref ref-type="bibr" rid="ref63">McLeod et al., 1999a</xref>; <xref ref-type="bibr" rid="ref83">Scheufele et al., 2004</xref>). Retaining heterogeneous information on an issue gives a speaker the ability to make sophisticated justifications of opinion positions (<xref ref-type="bibr" rid="ref23">Brundidge, 2010</xref>; <xref ref-type="bibr" rid="ref77">Price et al., 2002</xref>). Diversity of information can ensure more opportunity to back up and supplement opinions with various examples and arguments that can be used to refute the views of others (<xref ref-type="bibr" rid="ref85">Shah et al., 2005</xref>). Individuals holding diverse information can support their expressed opinions and also anticipate the perspectives of others and how they think, which allows a speaker to better estimate what others may say (<xref ref-type="bibr" rid="ref88">Sweetser and Kaid, 2008</xref>). It is anticipated that individuals with diverse information will be more confident in expressing contrary opinions because they can cope well with alternative perspectives and arguments (<xref ref-type="bibr" rid="ref23">Brundidge, 2010</xref>). This suggests the following hypothesis:</p>
<disp-quote>
<p><italic>H5:</italic> Individuals with greater information diversity will report a higher level of self-perception of information instrumentality.</p>
</disp-quote>
</sec>
</sec>
<sec id="sec12">
<label>2.3</label>
<title>The cognitive-decisional stage</title>
<sec id="sec13">
<label>2.3.1</label>
<title>Information instrumentality</title>
<p>Scholars have explored concepts, such as political efficacy, political information efficacy, and communicative utility, which have some similarity to information instrumentality. However, <xref ref-type="table" rid="tab2">Table 2</xref> provides a comparison of the concepts with some differences. Based on the limitations of other concepts found in <xref ref-type="table" rid="tab1">Table 1</xref>, this study advances the concept of information instrumentality as a composition of three elements: (1) a mentally assessed confidence in personal knowledge, (2) a feeling of competence about one&#x2019;s ability to express opinions based on gained knowledge, and (3) a certainty about the quality of information for opinion expression. Considering these elements together, information instrumentality refers to level of confidence in a person&#x2019;s retained information about an issue that can be functional for an opinion expression behavior.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Concepts similar to information instrumentality.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Concept</th>
<th align="left" valign="top">Definition</th>
<th align="left" valign="top">Limitations</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Political efficacy</td>
<td align="left" valign="top">&#x201C;The beliefs about one&#x2019;s own competence to understand, and to participate effectively in, politics&#x201D; (<xref ref-type="bibr" rid="ref67">Niemi et al., 1991</xref>, p. 1407)</td>
<td align="left" valign="top">It is grounded in instinctual feelings rather than an actual assessment of the value of one&#x2019;s knowledge as a foundation for decisions about political behaviors. It assesses people&#x2019;s subjective feeling of their ability of making a difference in politics (<xref ref-type="bibr" rid="ref27">Chen, 2021</xref>; <xref ref-type="bibr" rid="ref54">Kenski and Stroud, 2006</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Political information efficacy</td>
<td align="left" valign="top">Confidence about one&#x2019;s own election and candidate information that increases a sense that one is making an informed voting decision (<xref ref-type="bibr" rid="ref53">Kaid et al., 2007</xref>)</td>
<td align="left" valign="top">Effectiveness of information about issues during elections and political campaigns that can be characterized as temporary and short-lived in nature. Such issues are mainly cognitively activated, primed and schemed during an election&#x2019;s duration</td>
</tr>
<tr>
<td align="left" valign="top">Communicative utility</td>
<td align="left" valign="top">Consumption of media information for expected future social discussions (<xref ref-type="bibr" rid="ref34">Eveland, 2004</xref>)</td>
<td align="left" valign="top">Lack assessment of sufficiency of held information for social discussions. It assesses information in terms of quantity instead of quality for contribution in discussions</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The present study adopts the concept of information instrumentality. Past research has established the fact that held knowledge about an issue contributes to the frequency of, as well as confidence in expressing opinions more boldly. For example, research by <xref ref-type="bibr" rid="ref26">Chan et al. (2012)</xref> and <xref ref-type="bibr" rid="ref88">Sweetser and Kaid (2008)</xref> confirms that individuals who know more about a topic tend to express their opinions more often and more boldly. In their study, <xref ref-type="bibr" rid="ref76">Porten-Che&#x00E9; and Eilders (2015)</xref> found that exposure to online user-generated information increased the likelihood of opinion expression online. As a form of feelings of self-confidence and self-competence, political efficacy has been positively to linked political participation within OSROR model (<xref ref-type="bibr" rid="ref27">Chen, 2021</xref>; <xref ref-type="bibr" rid="ref54">Kenski and Stroud, 2006</xref>), Finally, <xref ref-type="bibr" rid="ref85">Shah et al. (2005)</xref> establish that knowledgeable people feel more self-assured about expressing opinions about a topic. In an experiment (<xref ref-type="bibr" rid="ref85">Shah et al., 2005</xref>), subjects who were provided with more information about a candidate in a mock election tended to express their opinions confidently and more often than subjects who were provided with little information about the candidate. In summary, this research suggests that individuals who view themselves as knowledgeable feel well-informed and confidently express opinions more than people who think themselves ignorant. Thus, it is anticipated that:</p>
<disp-quote>
<p><italic>H6:</italic> Individuals with a greater level of self-perception of information instrumentality about media issues will report a higher level of opinion expression about issues.</p>
</disp-quote>
</sec>
</sec>
<sec id="sec14">
<label>2.4</label>
<title>The behavioral outcome stage as expressed by SOS</title>
<sec id="sec15">
<label>2.4.1</label>
<title>FSI and opinion congruence</title>
<p>FSI is the main inhibitor of opinion expression (<xref ref-type="bibr" rid="ref68">Noelle-Neumann, 1977</xref>). FSI is the fear of being ostracized from one&#x2019;s social network for expressing unpopular opinions. It encourages a social consensus that &#x201C;must be constantly ensured by a sufficient level of agreement on values and goals&#x201D; (<xref ref-type="bibr" rid="ref69">Noelle-Neumann, 1991</xref>, p. 158). Much research confirms that FSI moderates speaking in public (<xref ref-type="bibr" rid="ref71">Noelle-Neumann and Petersen, 2004</xref>).</p>
<p>FSI causes individuals to observe the media and other sources of information looking for cues about the major opinion so that they can assess whether their beliefs are congruent with the majority view. That in turn conditions people&#x2019;s decisions regarding speaking out: &#x201C;The effort spent in observing the environment is apparently a smaller price to pay than the risk of losing the goodwill of one&#x2019;s fellow human beings, of becoming rejected, despised, alone&#x201D; (<xref ref-type="bibr" rid="ref70">Noelle-Neumann, 1993</xref>, p. 41).</p>
<p>As a result of the previous arguments, the following is expected:</p>
<disp-quote>
<p><italic>H7a:</italic> Individuals with a greater FSI level will tend to avoid expressing their opinions about issues.</p>
</disp-quote>
<disp-quote>
<p><italic>H7b:</italic> Individuals who feel their opinions on issues are congruent with that of the public will tend to express their opinions about issues.</p>
</disp-quote>
<p><xref ref-type="table" rid="tab3">Table 3</xref> provides a summary of hypotheses in a cause-and-effect format.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Summary of hypotheses.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Hypothesis</th>
<th align="left" valign="top">Cause</th>
<th align="left" valign="top">Effect</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>H1a</italic></td>
<td align="left" valign="top">Surveillance gratification motive</td>
<td align="left" valign="top">Greater cognitive elaboration</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H1b</italic></td>
<td align="left" valign="top">Surveillance gratification motives</td>
<td align="left" valign="top">Higher level of perceived familiarity</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H2a</italic></td>
<td align="left" valign="top">Heterogeneous opinion exposure gratification motive</td>
<td align="left" valign="top">Greater cognitive elaboration</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H2b</italic></td>
<td align="left" valign="top">Heterogeneous opinion exposure gratification motive</td>
<td align="left" valign="top">Higher level of perceived familiarity</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H3a</italic></td>
<td align="left" valign="top">Cognitive elaboration</td>
<td align="left" valign="top">Higher level of perceived familiarity</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H3b</italic></td>
<td align="left" valign="top">Cognitive elaboration</td>
<td align="left" valign="top">Greater level of information diversity</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H4</italic></td>
<td align="left" valign="top">Perceived familiarity</td>
<td align="left" valign="top">Higher level of self-perception of information instrumentality</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H5</italic></td>
<td align="left" valign="top">Information diversity</td>
<td align="left" valign="top">Higher level of self-perception of information instrumentality</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H6</italic></td>
<td align="left" valign="top">Self-perception of information instrumentality</td>
<td align="left" valign="top">Higher level of opinion expression</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H7a</italic></td>
<td align="left" valign="top">FSI</td>
<td align="left" valign="top">Avoidance of expression of opinions</td>
</tr>
<tr>
<td align="left" valign="top"><italic>H7b</italic></td>
<td align="left" valign="top">Opinion congruence</td>
<td align="left" valign="top">Expression of opinions</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec sec-type="methods" id="sec16">
<label>3</label>
<title>Methods</title>
<sec id="sec17">
<label>3.1</label>
<title>Sample and sampling procedures</title>
<p>This research involved two separate studies in order to validate its model. The comparison of the results of two distinct studies improves the research&#x2019;s ability to validate findings by providing the opportunity to present similar results from different samples.</p>
<sec id="sec18">
<label>3.1.1</label>
<title>Study 1</title>
<p>For the first study, a sample of 502 students from Gulf University for Science and Technology, Kuwait, responded to a self-administered questionnaire about the recruitment of women into the military. This issue has been controversial since the Ministry of Defense announced that it would admit women recruits into the military (<xref ref-type="bibr" rid="ref10">Alkhaldi, 2021</xref>). Conservatives used religious arguments and fatwas to justify their opposition arguing that Islamic teaching discourages the recruitment because it allows the unsupervised mingling of women and men in military camps and other facilities. Clerics also argued that the strenuous physical demands are suitable for men more than women. In opposite, the advocates of women military recruitment grounded their discussions on constitutional rights about gender equality and fair treatment (<xref ref-type="bibr" rid="ref10">Alkhaldi, 2021</xref>) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Profile of the respondents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Demographics</th>
<th align="left" valign="top">Study 1</th>
<th align="center" valign="top">Study 2</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Number of respondents</td>
<td align="left" valign="top">502</td>
<td align="center" valign="top">826</td>
</tr>
<tr>
<td align="left" valign="top">Males</td>
<td align="left" valign="top">211 (42%)</td>
<td align="center" valign="top">340 (41%)</td>
</tr>
<tr>
<td align="left" valign="top">Females</td>
<td align="left" valign="top">291 (58%)</td>
<td align="center" valign="top">486 (59%)</td>
</tr>
<tr>
<td align="left" valign="top">18&#x2013;25&#x202F;years old</td>
<td align="left" valign="top" rowspan="5">Students were not asked about their age in Study 1 because it was an exploratory study. Also, undergraduate students normally reflect a consistently similar age group</td>
<td align="center" valign="top">493 (59%)</td>
</tr>
<tr>
<td align="left" valign="top">26&#x2013;33&#x202F;years old</td>
<td align="center" valign="top">128 (16%)</td>
</tr>
<tr>
<td align="left" valign="top">34&#x2013;43&#x202F;years old</td>
<td align="center" valign="top">77 (9%)</td>
</tr>
<tr>
<td align="left" valign="top">44&#x2013;55&#x202F;years old</td>
<td align="center" valign="top">89 (11%)</td>
</tr>
<tr>
<td align="left" valign="top">55 or older</td>
<td align="center" valign="top">39 (5%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The students who responded to the questionnaire were enrolled in general introductory courses. Selecting students from general introductory courses resulted in a more representative sample of students because the courses draw students from a variety of academic majors. Of the total, 211 (42%) of respondents were male, and 291 (58%) were female.</p>
<p>While a general population sample is better for generalizability, convenience samples, such as a student sample, can be useful in testing the reliability and validity of new models and testing the validation of new models and variables that are later to be used and expanded on with general population samples (<xref ref-type="bibr" rid="ref25">Chan et al., 2022</xref>). Also, students represent an appropriate sample that can reflect a generational attitude of individuals who might reject previously held attitudes by older generations on different political and social issues. Such a sample can specifically reflect individuals who are better educated (<xref ref-type="bibr" rid="ref44">Hanel and Vione, 2016</xref>). In recent years, research from Kuwait has indicated that this segment of society heavily uses online and social media and tend to view American media content as more likely to endorse women&#x2019;s rights and have liberal outlooks on life (<xref ref-type="bibr" rid="ref1">Abdulrahim et al., 2009</xref>). As a result, this study employed a student&#x2019;s sample due to the exploratory nature of Study 1.</p>
</sec>
<sec id="sec19">
<label>3.1.2</label>
<title>Study 2</title>
<p>For the second study, network sampling was employed. A sample of 826 individuals, of which, 340 (41%) were males and 486 (59%) females, completed a self-administered questionnaire regarding the issue of non-citizen residents. An estimated 100,000 non-citizen immigrant residents (<xref ref-type="bibr" rid="ref42">Hagagy, 2021</xref>), have long been denied Kuwaiti citizenship because of the country&#x2019;s restrictive immigration policy. Human rights activists have proposed changing the policy based on legal and human rights. Opponents argue that a policy change would lead to adverse political and economic repercussions (<xref ref-type="bibr" rid="ref21">Beaugrand, 2006</xref>) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<p>For the sampling procedures, students in introductory courses at Kuwait University were asked to distribute the study&#x2019;s questionnaire to family for extra credits. They were instructed to allow only their first-degree family members (father, mother, and siblings) who were 18&#x202F;years old or older to complete the questionnaire. Students who were unwilling or unable to complete the activity were given alternative extra credit assignments.</p>
<p>For a culturally conservative Arab and Muslim state, such as Kuwait, the use of network sampling is a novel but useful approach. Allowing students to administer the questionnaire to their family members overcomes a cultural hurdle because social, cultural, and religious restrictions establish barriers to interactions between individuals of different genders (<xref ref-type="bibr" rid="ref30">Cohen and Arieli, 2011</xref>), which makes it harder for male researchers to recruit female respondents. For example, a Kuwaiti study by <xref ref-type="bibr" rid="ref6">Al-Kandari et al. (2022b)</xref> indicates that phone surveys report low response rates when the caller is male and the potential respondent is female. Such cultural barriers can be found in many Arab countries, especially those in the Arab Gulf. In addition, the use of first-degree relatives enhances trust and honest responses and participation, while mitigating potential bias (e.g., shared family ideology) due to the frankness that can be found among family members (<xref ref-type="bibr" rid="ref44">Hanel and Vione, 2016</xref>).</p>
<p>The sample included 493 (59%) respondents who were age 18&#x2013;25, 128 (16%) who were 26&#x2013;33, 77 (9%) who were 34&#x2013;43, 89 (11%) who were 44&#x2013;55, and 39 (5%) who were 55 or older.</p>
<p>Kuwaiti has a young population.</p>
</sec>
</sec>
<sec id="sec20">
<label>3.2</label>
<title>Predictor variables</title>
<sec id="sec21">
<label>3.2.1</label>
<title>Motives</title>
<p>Items representing the motives for using news media and political information were adopted from <xref ref-type="bibr" rid="ref5">Al-Kandari et al. (2022a</xref>,<xref ref-type="bibr" rid="ref6">b)</xref>. For the surveillance motive, individuals indicated their use of news and information in order to &#x201C;be aware of the daily subjects and events,&#x201D; &#x201C;follow new occurrences,&#x201D; &#x201C;know what events and news are happening,&#x201D; and &#x201C;know what happens around the world.&#x201D; The last item, &#x201C;know what happens around the world,&#x201D; was used only in Study 1 because it loaded low (&#x003C;0.70) in Study 2 on the factor loading test. This is as per the recommendation of <xref ref-type="bibr" rid="ref43">Hair et al. (2014)</xref> (Study 1: <italic>M</italic> =&#x202F;3.83, SD&#x202F;=&#x202F;0.91, <italic>&#x03B1;</italic> =&#x202F;0.902, composite reliability&#x202F;=&#x202F;0.931; Study 2: <italic>M</italic> =&#x202F;3.82, SD&#x202F;=&#x202F;0.90, <italic>&#x03B1;</italic> =&#x202F;0.873, composite reliability&#x202F;=&#x202F;0.922). For the heterogeneous opinion exposure motive, items were: &#x201C;view perspectives different from my own,&#x201D; &#x201C;know different viewpoints on issues,&#x201D; &#x201C;listen to opinions different from my own,&#x201D; and &#x201C;obtain diverse opinions about a specific issue.&#x201D; The last item, &#x201C;obtain diverse opinions about a specific issue,&#x201D; was used only in Study 1 because it did not load well (&#x003C;0.70) on Study&#x2019;s 2 factor loading test. Study 1: <italic>M</italic> =&#x202F;3.77, SD&#x202F;=&#x202F;0.88, <italic>&#x03B1;</italic> =&#x202F;0.875, composite reliability&#x202F;=&#x202F;0.914; Study 2: <italic>M</italic> =&#x202F;3.77, SD&#x202F;=&#x202F;0.89, <italic>&#x03B1;</italic> =&#x202F;0.800, composite reliability&#x202F;=&#x202F;0.882. Note: Responses for all items used 5-point Likert-type scales of <italic>strongly agree</italic> as 5 and <italic>strongly disagree</italic> as 1 unless noted otherwise.</p>
</sec>
<sec id="sec22">
<label>3.2.2</label>
<title>Fear of social isolation</title>
<p>Items of Fear of Social Isolation (FSI) were adopted from <xref ref-type="bibr" rid="ref84">Scheufele et al. (2001)</xref>. They were, &#x201C;I worry about being isolated if people disagree with me,&#x201D; &#x201C;I feel uncomfortable if I disagree with other people,&#x201D; &#x201C;I avoid telling other people what I think when there is a risk that they will avoid me if they know my opinion,&#x201D; and &#x201C;I feel annoyed if nobody wants to be around me because of my personal opinions&#x201D; (This item was used only in Study 1 due low factor loading score (&#x003C;0.70) in Study 2) (Study 1: <italic>M</italic>&#x202F;=&#x202F;2.21, SD&#x202F;=&#x202F;0.1.11, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.853, composite reliability&#x202F;=&#x202F;0.897; Study 2: <italic>M</italic>&#x202F;=&#x202F;2.38, SD&#x202F;=&#x202F;1.13, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.882, composite reliability&#x202F;=&#x202F;0.927).</p>
</sec>
<sec id="sec23">
<label>3.2.3</label>
<title>Opinion congruence</title>
<p>Items for opinion congruence were created for both studies. Different numbers of items and different wording were used for both studies to test the validity of the scales of opinion congruence. For Study 1, respondents were asked to estimate the extent to which their opinions were congruent with the majority view in society: at the present time (current opinion congruence), in the future (future opinion congruence), and in media coverage (media congruence). Respondents answered on a scale of 1 to 10, where 10 reflected &#x201C;to a great extent&#x201D; and 1 reflected &#x201C;to a little extent.&#x201D; For Study 2, opinion congruence items were: &#x201C;My opinion about the issue is similar to the opinion of the majority of people in our society,&#x201D; &#x201C;I have a similar opinion regarding the issue to most people in our society,&#x201D; &#x201C;Media coverage of the issue is similar to my opinion about this issue,&#x201D; and &#x201C;My opinion in the future regarding the issue will be comparable to the opinion of the majority of people in our society on this issue,&#x201D; (Study 1: <italic>M</italic>&#x202F;=&#x202F;5.49, SD&#x202F;=&#x202F;2.28, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.650, composite reliability&#x202F;=&#x202F;0.792; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.22, SD&#x202F;=&#x202F;1.03, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.805, composite reliability&#x202F;=&#x202F;0.869).</p>
</sec>
</sec>
<sec id="sec24">
<label>3.3</label>
<title>Mediating variables</title>
<sec id="sec25">
<label>3.3.1</label>
<title>Cognitive elaboration</title>
<p>Cognitive elaboration was composed of an index adopted from <xref ref-type="bibr" rid="ref32">Eveland (2001)</xref>. The items were: &#x201C;I often think about the news I receive from media about the issue,&#x201D; &#x201C;I think about how what I receive from the media about the issue links to other things I know about this issue,&#x201D; &#x201C;I try to relate the news and information I receive from the media about the issue to my own past experiences,&#x201D; and &#x201C;I frequently link new news about the issue to my own prior personal experiences.&#x201D; The last item, &#x201C;I frequently link new news about the issue to my own prior personal experiences,&#x201D; was used only for Study 1 due to low factor loading score (&#x003C;0.70) in Study 2, (Study 1: <italic>M</italic>&#x202F;=&#x202F;2.90, SD&#x202F;=&#x202F;1.05, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.841, composite reliability&#x202F;=&#x202F;0.904; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.29, SD&#x202F;=&#x202F;1.04, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.878, composite reliability&#x202F;=&#x202F;0.916).</p>
</sec>
<sec id="sec26">
<label>3.3.2</label>
<title>Perceived familiarity</title>
<p>Two question items, adopted from <xref ref-type="bibr" rid="ref94">Yang et al. (2017)</xref> were used to assess perceived familiarity. They were: &#x201C;How extensive is your knowledge about the details of the issue?&#x201D; and &#x201C;How extensive is your knowledge about the background of the issue?&#x201D; Respondents used a 5-point scale (<italic>Very high</italic>&#x202F;=&#x202F;5, <italic>Very low</italic>&#x202F;=&#x202F;1), (Study 1: <italic>M</italic>&#x202F;=&#x202F;2.50, SD&#x202F;=&#x202F;1.18, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.897, composite reliability&#x202F;=&#x202F;0.951; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.35, SD&#x202F;=&#x202F;1.05, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.887, composite reliability&#x202F;=&#x202F;0.946).</p>
</sec>
<sec id="sec27">
<label>3.3.3</label>
<title>Information diversity</title>
<p>Information diversity was measured using the following items: &#x201C;To what extent do you know about other people&#x2019;s opinions, especially those that contradict your own opinion on the issue?&#x201D; &#x201C;How extensive is your knowledge of the different perspectives regarding the issue, especially those that differ from your own?&#x201D; and &#x201C;To what extent are you aware of the other viewpoints that are different from yours about the issue?&#x201D; This last question was asked only in Study 2 due to the low factor loading score (&#x003C;0.70) in Study 1. Response options were on a 5-point scale (5&#x202F;=&#x202F;<italic>Very great extent</italic>, 1&#x202F;=&#x202F;<italic>Very little extent</italic>). Study 1: <italic>M</italic>&#x202F;=&#x202F;2.90, SD&#x202F;=&#x202F;1.05, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.876, composite reliability&#x202F;=&#x202F;0.942; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.12, SD&#x202F;=&#x202F;1.04, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.824, composite reliability&#x202F;=&#x202F;0.895.</p>
</sec>
<sec id="sec28">
<label>3.3.4</label>
<title>Information instrumentality</title>
<p>Information instrumentality was measured using the following question items: &#x201C;To what extent do you trust that your information about the issue will enable you to convince others about your viewpoint in conversations about this issue?,&#x201D; &#x201C;To what extent are you certain that the information you know about the issue will benefit you in your discussions with others about this issue?,&#x201D; and &#x201C;To what extent do you trust that your knowledge about the issue will help you to exchange your opinions in conversations with others about this issue?&#x201D; [This question was asked only in Study 2 and dropped from Study 1 due to low factor loading score (&#x003C;0.70)]. Response options were on a 5-point scale (5&#x202F;=&#x202F;<italic>Very great extent</italic>, 1&#x202F;=&#x202F;<italic>Very little extent</italic>) (Study 1: <italic>M</italic>&#x202F;=&#x202F;2.92, SD&#x202F;=&#x202F;1.15, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.877, composite reliability&#x202F;=&#x202F;0.942; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.22, SD&#x202F;=&#x202F;1.09, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.868, composite reliability&#x202F;=&#x202F;0.919).</p>
</sec>
</sec>
<sec id="sec29">
<label>3.4</label>
<title>Criterion variable</title>
<sec id="sec30">
<label>3.4.1</label>
<title>Likelihood of opinion expression</title>
<p>For Study 1, four items were employed to measure the likelihood of opinion expression in four different opinion incongruent conversation climates. An opinion incongruent setting presented hypothetical situations in which a majority of people expressed an opinion that differed from that of the respondent. The respondents used a 5-point scale (<italic>Extremely likely</italic>&#x202F;=&#x202F;5, <italic>Extremely unlikely</italic>&#x202F;=&#x202F;1) to estimate their likelihood of opinion expression in settings where they did not know people. The settings were offline, online, offline where the majority in the setting were of the opposite gender, and offline where the majority of people were 20&#x202F;years older than the age of respondents. These last two settings were necessary to assess the likelihood of expressing an opinion in a gender segregated and patriarchal situation, such as those frequently found in the Kuwaiti cultural context.</p>
<p>For Study 2, the likelihood of expressing an opinion was assessed using five items. The respondents were first introduced to a hypothetical scenario reflecting an incongruent opinion climate in which the respondents did not know other people in the setting and in which a majority of people expressed an opinion that differed from that of the respondents. Then, the respondents were asked to estimate their likelihood of expressing an opinion to &#x201C;Show the incorrectness of the other opinion,&#x201D; &#x201C;Defend my viewpoint,&#x201D; &#x201C;Prove that an opinion is right,&#x201D; &#x201C;Convince others of a viewpoint,&#x201D; and &#x201C;Persuade others of an opinion.&#x201D; For each item, responses were recorded using a 5-point scale (<italic>Extremely likely</italic>&#x202F;=&#x202F;5, <italic>Extremely unlikely</italic>&#x202F;=&#x202F;1). Study 1: <italic>M</italic>&#x202F;=&#x202F;2.86, SD&#x202F;=&#x202F;1.35, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.794, composite reliability&#x202F;=&#x202F;0.868; Study 2: <italic>M</italic>&#x202F;=&#x202F;3.65, SD&#x202F;=&#x202F;1.06, <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.782, composite reliability&#x202F;=&#x202F;0.851.</p>
<p>For all of the above scales, construct reliability was established through the tests of Alpha Cronbach and composite reliability. Convergent validity was established using average variances extracted (AVE). Finally, discriminant validity was established using the tests of Fornell-Larker and Heterotrait-Monotrait ratio (HTMT). Those criteria tests were employed based on the suggestions of <xref ref-type="bibr" rid="ref31">DeVellis (2016)</xref>, <xref ref-type="bibr" rid="ref46">Henseler et al. (2015)</xref>, and <xref ref-type="bibr" rid="ref39">Fornell and Larcker (1981)</xref>. Details are provided in the upcoming Results section.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec31">
<label>4</label>
<title>Results</title>
<sec id="sec32">
<label>4.1</label>
<title>Statistical analyses and criteria</title>
<p>For both studies, Partial Least Squares Structural Equation Modeling (PLS-SEM) was conducted using SmartPLS Version 4. Also, for both, the following criteria were used: (1) construct reliability was assessed using Cronbach alpha and composite reliability as recommended by <xref ref-type="bibr" rid="ref31">DeVellis (2016)</xref>, (2) convergent validity using factor loadings and average variances extracted (AVE) as recommended by <xref ref-type="bibr" rid="ref43">Hair et al. (2014)</xref>, and (3) discriminant validity was assessed utilizing cross-loadings (<xref ref-type="bibr" rid="ref43">Hair et al., 2014</xref>), the Fornell-Larker criteria (<xref ref-type="bibr" rid="ref39">Fornell and Larcker, 1981</xref>), and the Heterotrait-Monotrait ratio (HTMT) (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>). For the cross-loading criterion, constructs were judged valid when each indicator&#x2019;s loading on its intended construct was higher than on other constructs.</p>
<p>The Fornell-Larker criterion was satisfied when the square roots of all AVEs exceeded their correlations with other constructs. Finally, calculation of significant statistics of the structural model was accomplished by estimating path coefficients using a bootstrapping procedure, with 5,000 resamples (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>; <xref ref-type="bibr" rid="ref15">Alsaber et al., 2025</xref>). Even though this study used both Fornell-Larker and HTMT, HTMT offers more robustness, reliability and accuracy in assessing discriminant validity specifically in PLS-SEM. The Fornell Larker sometimes fails to detect validity concerns when constructs are closely linked. In contrast, HTMT measures the ratio between-construct correlations to within-construct correlations and offers a clear threshold (normally HTMT &#x003C;0.85) (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>).</p>
</sec>
<sec id="sec33">
<label>4.2</label>
<title>Measurement model (Study 1)</title>
<sec id="sec34">
<label>4.2.1</label>
<title>Construct reliability</title>
<p>Cronbach alpha scores for construct items were from 0.615 to 0.90 and ranges of composite reliability were from 0.79 to 0.94. Even though the Cronbach alpha for one variable was less than 0.615, <xref ref-type="bibr" rid="ref31">DeVellis (2016)</xref> considers 0.6 for Cronbach alpha and 0.7 for composite reliability as acceptable thresholds (see <xref ref-type="table" rid="tab5">Table 5</xref>). Also, since Study 1 is exploratory in nature, it is acceptable to allow slightly lower alphas in exploratory research since survey items can be later modified to increase alpha levels in a later model validation study (e.g., <xref ref-type="bibr" rid="ref72">Nunnally, 1978</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Reliability statistics of Study 1.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Survey item #</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">Loading</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">Surveillance 1</td>
<td align="center" valign="top">3.960</td>
<td align="center" valign="top">0.893</td>
<td align="center" valign="top">0.876</td>
<td align="center" valign="top" rowspan="4">0.902</td>
<td align="center" valign="top" rowspan="4">0.909</td>
<td align="center" valign="top" rowspan="4">0.931</td>
<td align="center" valign="top" rowspan="4">0.773</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance 2</td>
<td align="center" valign="top">3.723</td>
<td align="center" valign="top">0.961</td>
<td align="center" valign="top">0.882</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance 3</td>
<td align="center" valign="top">3.775</td>
<td align="center" valign="top">0.919</td>
<td align="center" valign="top">0.883</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance 4</td>
<td align="center" valign="top">3.895</td>
<td align="center" valign="top">0.874</td>
<td align="center" valign="top">0.876</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 1</td>
<td align="center" valign="top">3.691</td>
<td align="center" valign="top">0.935</td>
<td align="center" valign="top">0.894</td>
<td align="center" valign="top" rowspan="4">0.875</td>
<td align="center" valign="top" rowspan="4">0.897</td>
<td align="center" valign="top" rowspan="4">0.914</td>
<td align="center" valign="top" rowspan="4">0.727</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 2</td>
<td align="center" valign="top">3.745</td>
<td align="center" valign="top">0.858</td>
<td align="center" valign="top">0.867</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 3</td>
<td align="center" valign="top">3.784</td>
<td align="center" valign="top">0.891</td>
<td align="center" valign="top">0.831</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 4</td>
<td align="center" valign="top">3.840</td>
<td align="center" valign="top">0.842</td>
<td align="center" valign="top">0.816</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 1</td>
<td align="center" valign="top">2.856</td>
<td align="center" valign="top">1.051</td>
<td align="center" valign="top">0.865</td>
<td align="center" valign="top" rowspan="3">0.841</td>
<td align="center" valign="top" rowspan="3">0.85</td>
<td align="center" valign="top" rowspan="3">0.904</td>
<td align="center" valign="top" rowspan="3">0.758</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 2</td>
<td align="center" valign="top">2.930</td>
<td align="center" valign="top">1.061</td>
<td align="center" valign="top">0.885</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 3</td>
<td align="center" valign="top">2.926</td>
<td align="center" valign="top">1.030</td>
<td align="center" valign="top">0.861</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity 1</td>
<td align="center" valign="top">2.430</td>
<td align="center" valign="top">1.192</td>
<td align="center" valign="top">0.950</td>
<td align="center" valign="top" rowspan="2">0.897</td>
<td align="center" valign="top" rowspan="2">0.899</td>
<td align="center" valign="top" rowspan="2">0.951</td>
<td align="center" valign="top" rowspan="2">0.907</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity 2</td>
<td align="center" valign="top">2.566</td>
<td align="center" valign="top">1.170</td>
<td align="center" valign="top">0.955</td>
</tr>
<tr>
<td align="left" valign="top">Diversity 1</td>
<td align="center" valign="top">2.874</td>
<td align="center" valign="top">1.036</td>
<td align="center" valign="top">0.944</td>
<td align="center" valign="top" rowspan="2">0.876</td>
<td align="center" valign="top" rowspan="2">0.876</td>
<td align="center" valign="top" rowspan="2">0.942</td>
<td align="center" valign="top" rowspan="2">0.89</td>
</tr>
<tr>
<td align="left" valign="top">Diversity 2</td>
<td align="center" valign="top">2.930</td>
<td align="center" valign="top">1.062</td>
<td align="center" valign="top">0.942</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality 1</td>
<td align="center" valign="top">2.924</td>
<td align="center" valign="top">1.119</td>
<td align="center" valign="top">0.941</td>
<td align="center" valign="top" rowspan="2">0.877</td>
<td align="center" valign="top" rowspan="2">0.878</td>
<td align="center" valign="top" rowspan="2">0.942</td>
<td align="center" valign="top" rowspan="2">0.89</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality 2</td>
<td align="center" valign="top">2.906</td>
<td align="center" valign="top">1.182</td>
<td align="center" valign="top">0.946</td>
</tr>
<tr>
<td align="left" valign="top">Expression 1</td>
<td align="center" valign="top">3.282</td>
<td align="center" valign="top">1.324</td>
<td align="center" valign="top">0.846</td>
<td align="center" valign="top" rowspan="4">0.794</td>
<td align="center" valign="top" rowspan="4">0.822</td>
<td align="center" valign="top" rowspan="4">0.868</td>
<td align="center" valign="top" rowspan="4">0.625</td>
</tr>
<tr>
<td align="left" valign="top">Expression 2</td>
<td align="center" valign="top">2.748</td>
<td align="center" valign="top">1.365</td>
<td align="center" valign="top">0.815</td>
</tr>
<tr>
<td align="left" valign="top">Expression 3</td>
<td align="center" valign="top">3.012</td>
<td align="center" valign="top">1.346</td>
<td align="center" valign="top">0.865</td>
</tr>
<tr>
<td align="left" valign="top">Expression 4</td>
<td align="center" valign="top">2.398</td>
<td align="center" valign="top">1.364</td>
<td align="center" valign="top">0.610</td>
</tr>
<tr>
<td align="left" valign="top">FSI 1</td>
<td align="center" valign="top">2.176</td>
<td align="center" valign="top">1.147</td>
<td align="center" valign="top">0.787</td>
<td align="center" valign="top" rowspan="4">0.853</td>
<td align="center" valign="top" rowspan="4">0.911</td>
<td align="center" valign="top" rowspan="4">0.897</td>
<td align="center" valign="top" rowspan="4">0.686</td>
</tr>
<tr>
<td align="left" valign="top">FSI 2</td>
<td align="center" valign="top">2.108</td>
<td align="center" valign="top">1.082</td>
<td align="center" valign="top">0.844</td>
</tr>
<tr>
<td align="left" valign="top">FSI 3</td>
<td align="center" valign="top">2.196</td>
<td align="center" valign="top">1.230</td>
<td align="center" valign="top">0.820</td>
</tr>
<tr>
<td align="left" valign="top">FSI 4</td>
<td align="center" valign="top">2.356</td>
<td align="center" valign="top">1.244</td>
<td align="center" valign="top">0.860</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 1</td>
<td align="center" valign="top">4.769</td>
<td align="center" valign="top">2.238</td>
<td align="center" valign="top">0.657</td>
<td align="center" valign="top" rowspan="3">0.645</td>
<td align="center" valign="top" rowspan="3">0.706</td>
<td align="center" valign="top" rowspan="3">0.792</td>
<td align="center" valign="top" rowspan="3">0.561</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 2</td>
<td align="center" valign="top">6.235</td>
<td align="center" valign="top">2.419</td>
<td align="center" valign="top">0.750</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 4</td>
<td align="center" valign="top">5.465</td>
<td align="center" valign="top">2.196</td>
<td align="center" valign="top">0.831</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The structural equation model (SEM) indicates a good fit to the data, as reflected by the Chi-square/df ratio of 1.784, which is below the acceptable threshold of 3. The RMSEA value of 0.04 is within the recommended range, indicating a reasonable approximation of the model to the population data. The GFI (0.924) and AGFI (0.903) values are close to or above 0.90, suggesting a good fit. The SRMR value of 0.042 is also well below the 0.08 threshold, further supporting the model&#x2019;s fit. Additionally, the NFI (0.923), TLI (0.957), and CFI (0.964) values are all above 0.90, confirming a strong overall fit of the model to the observed data. These indices collectively indicate that the model provides an accurate and reliable representation of the data.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec35">
<label>4.2.2</label>
<title>Convergent validity</title>
<p>The values of factor loading ranged from 0.61 to 0.96 and AVE ranged from 0.56 to 0.90. Both met the threshold values of acceptable factor loading of 0.60 and AVE of 0.50, respectively (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>). In this regard, the AVE score was 0.773 for the surveillance motive, 0.727 for the heterogeneous opinion exposure motive, 0.686 FSI, 0.561 opinion congruence, 0.758 cognitive elaboration, 0.907 perceived familiarity, 0.89 information diversity, 0.89 information instrumentality, and 0.625 opinion expression (see <xref ref-type="table" rid="tab5">Table 5</xref>).</p>
</sec>
<sec id="sec36">
<label>4.2.3</label>
<title>Discriminant validity</title>
<p>For cross-loadings, each construct&#x2019;s indicators loaded higher than that of its corresponding construct. The Fornell-Larker criterion was satisfied as the square roots of all AVEs exceeded their correlations with other constructs (<xref ref-type="bibr" rid="ref39">Fornell and Larcker, 1981</xref>). As for HTMT ratio, the statistics indicate that none of the construct values exceeded the threshold value of 0.85 (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>) (see <xref ref-type="table" rid="tab5">Table 5</xref>). It should be noted that HTMT of &#x003C; 0.85 is considered a conservative threshold (<xref ref-type="bibr" rid="ref46">Henseler et al., 2015</xref>).</p>
</sec>
<sec id="sec37">
<label>4.2.4</label>
<title>Structural model &#x2013; direct effects (Study 1)</title>
<p>The first study included a sample of 502 respondents. Males were 211 (42%) and females were 291 (58%) (see <xref ref-type="table" rid="tab4">Table 4</xref>). The results showed that all hypotheses were supported in Study 1, with only one exception. The results indicated that: <italic>a surveillance motive caused cognitive elaboration (H1a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.21, <italic>t</italic>&#x202F;=&#x202F;4.33, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and <italic>perceived familiarity (H1b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.22, <italic>t</italic>&#x202F;=&#x202F;5.94, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>a heterogeneous opinion exposure motive caused information diversity (H2a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.17, <italic>t</italic>&#x202F;=&#x202F;3.88, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and <italic>elaboration (H2b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.18, <italic>t</italic>&#x202F;=&#x202F;3.60, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>elaboration predicted perceived familiarity (H3a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.50, <italic>t</italic>&#x202F;=&#x202F;13.82, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and <italic>information diversity (H3b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.33, <italic>t</italic>&#x202F;=&#x202F;7.44, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>perceived familiarity caused information instrumentality (H4)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.52, <italic>t</italic>&#x202F;=&#x202F;12.90, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>information diversity predicted information instrumentality (H5)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.22, <italic>t</italic>&#x202F;=&#x202F;5.04, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), information <italic>instrumentality triggered opinion expression (H6)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.39, <italic>t</italic>&#x202F;=&#x202F;10.43, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and <italic>FSI negatively predicted opinion expression (H7a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.24, <italic>t</italic>&#x202F;=&#x202F;6.10, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Only <italic>H7b</italic> was not supported, indicating that a person&#x2019;s opinion congruence with that of the public did not predict opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.06, <italic>t</italic>&#x202F;=&#x202F;1.33, <italic>p</italic>&#x202F;=&#x202F;0.182) (see <xref ref-type="table" rid="tab6">Table 6</xref>; <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Direct effects of Study 1.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Direct effects</th>
<th align="center" valign="top"><italic>B</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>T</italic> Statistics</th>
<th align="center" valign="top"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration (<italic>H1a</italic>)</td>
<td align="center" valign="top">0.208</td>
<td align="center" valign="top">0.048</td>
<td align="center" valign="top">4.330</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Familiarity (<italic>H1b</italic>)</td>
<td align="center" valign="top">0.224</td>
<td align="center" valign="top">0.038</td>
<td align="center" valign="top">5.937</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Diversity</td>
<td align="center" valign="top">0.063</td>
<td align="center" valign="top">0.047</td>
<td align="center" valign="top">1.321</td>
<td align="center" valign="top">0.187</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Diversity (<italic>H2a</italic>)</td>
<td align="center" valign="top">0.172</td>
<td align="center" valign="top">0.044</td>
<td align="center" valign="top">3.876</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration (<italic>H2b</italic>)</td>
<td align="center" valign="top">0.175</td>
<td align="center" valign="top">0.048</td>
<td align="center" valign="top">3.602</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Familiarity</td>
<td align="center" valign="top">0.014</td>
<td align="center" valign="top">0.042</td>
<td align="center" valign="top">0.330</td>
<td align="center" valign="top">0.742</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration -&#x202F;&#x003E;&#x202F;Familiarity (<italic>H3a</italic>)</td>
<td align="center" valign="top">0.502</td>
<td align="center" valign="top">0.036</td>
<td align="center" valign="top">13.818</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration -&#x202F;&#x003E;&#x202F;Diversity (<italic>H3b</italic>)</td>
<td align="center" valign="top">0.327</td>
<td align="center" valign="top">0.044</td>
<td align="center" valign="top">7.435</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality (<italic>H4</italic>)</td>
<td align="center" valign="top">0.515</td>
<td align="center" valign="top">0.040</td>
<td align="center" valign="top">12.901</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Diversity -&#x202F;&#x003E;&#x202F;Instrumentality (<italic>H5</italic>)</td>
<td align="center" valign="top">0.224</td>
<td align="center" valign="top">0.044</td>
<td align="center" valign="top">5.035</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality -&#x202F;&#x003E;&#x202F;Expression (<italic>H6</italic>)</td>
<td align="center" valign="top">0.393</td>
<td align="center" valign="top">0.038</td>
<td align="center" valign="top">10.433</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">FSI -&#x202F;&#x003E;&#x202F;Expression (<italic>H7a</italic>)</td>
<td align="center" valign="top">&#x2212;0.236</td>
<td align="center" valign="top">0.039</td>
<td align="center" valign="top">6.102</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Congruency -&#x202F;&#x003E;&#x202F;Expression (<italic>H7b</italic>)</td>
<td align="center" valign="top">0.058</td>
<td align="center" valign="top">0.043</td>
<td align="center" valign="top">1.334</td>
<td align="center" valign="top">0.182</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001. Out of 13 direct paths, the order of value coefficients and <italic>T</italic> statistics were similar in cases.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Results of Study 1. Coefficients in latent variables indicate regression weights.</p>
</caption>
<graphic xlink:href="fcomm-10-1533414-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Structural equation model diagram showing relationships between factors such as Surveillance, Perceived Familiarity, Elaboration, Instrumentality, and others. Arrows indicate path directions with coefficients. Each factor connects to various measured variables. For example, Surveillance links to Surveillance1-4. The connections and coefficients illustrate the model's explanatory structure.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec38">
<label>4.2.5</label>
<title>Structural model &#x2013; indirect effects (Study 1)</title>
<p>This section presents the significant mediating paths of the model starting from CMM&#x2019;s news and information inputs (surveillance and heterogeneous opinion exposure motives) to the behavioral outcome (opinion expression) (see <xref ref-type="table" rid="tab7">Table 7</xref> for all mediations). In total, there were six significant paths. Below is a discussion reporting the strength of paths according to level of Beta statistics.</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Indirect effects of Study 1.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Indirect effects</th>
<th align="center" valign="top"><italic>B</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>T</italic> statistics</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.021</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">3.586</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">2.874</td>
<td align="center" valign="top">0.004&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.045</td>
<td align="center" valign="top">0.009</td>
<td align="center" valign="top">4.783</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">1.233</td>
<td align="center" valign="top">0.218</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.018</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">2.978</td>
<td align="center" valign="top">0.003&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.005</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">2.345</td>
<td align="center" valign="top">0.019&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">0.009</td>
<td align="center" valign="top">0.326</td>
<td align="center" valign="top">0.744</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.015</td>
<td align="center" valign="top">0.005</td>
<td align="center" valign="top">2.781</td>
<td align="center" valign="top">0.005&#x002A;&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; &#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01; &#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>The strongest path started with the surveillance motive mediated by elaboration to perceived familiarity then instrumentality that ultimately predicted opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.05, <italic>t</italic>&#x202F;=&#x202F;4.78, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The second strongest path was through the surveillance motive going through elaboration and mediated by information diversity then instrumentality and finally ended predicting opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.02, <italic>t</italic>&#x202F;=&#x202F;3.59, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The third strongest path was that of the heterogeneous opinion exposure motive being mediated by elaboration through perceived familiarity and then instrumentality to predict opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.02, <italic>t</italic>&#x202F;=&#x202F;2.98, <italic>p</italic>&#x202F;=&#x202F;0.003). The weakest path was from the heterogeneous opinion exposure motive that was mediated by elaboration then diversity and instrumentality that stimulated opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.01, <italic>t</italic>&#x202F;=&#x202F;2.35, <italic>p</italic>&#x202F;=&#x202F;0.019) (<xref ref-type="table" rid="tab7">Table 7</xref>; <xref ref-type="fig" rid="fig3">Figure 3</xref>). Regarding the weak path of heterogenous motive, probably having diverse perspectives on an issue distracts individuals. This is unlike people who use the surveillance motive to seek specific information that helps them to remain focused and able to effectively be aware of what to discuss in conversations.</p>
<p>The following is the results for Study 2. It is a replication of the previous study to validate the model. All study variables used in Study 1 were used in Study 2. The only exception as mentioned in the Methods section is that some items were dropped from Study 1 or 2 due to low factor loading scores (&#x003C;0.70). Also, while a student sample was used in Study 1 because it was an exploratory model study, Study 2 was conducted using a network sample to validate the model.</p>
</sec>
</sec>
<sec id="sec39">
<label>4.3</label>
<title>Measurement model (Study 2)</title>
<sec id="sec40">
<label>4.3.1</label>
<title>Construct reliability</title>
<p>Cronbach&#x2019;s alpha scores were between 0.78 and 0.89 and composite reliability were between 0.85 and 0.95. For both, they were above the acceptable threshold (<xref ref-type="table" rid="tab8">Table 8</xref>).</p>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>Reliability statistics of Study 1.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Survey item #</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">Loading</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">Surveillance 1</td>
<td align="center" valign="top">3.717</td>
<td align="center" valign="top">0.961</td>
<td align="center" valign="top">0.901</td>
<td align="center" valign="top" rowspan="3">0.873</td>
<td align="center" valign="top" rowspan="3">0.878</td>
<td align="center" valign="top" rowspan="3">0.922</td>
<td align="center" valign="top" rowspan="3">0.798</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance 2</td>
<td align="center" valign="top">3.825</td>
<td align="center" valign="top">0.910</td>
<td align="center" valign="top">0.926</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance 3</td>
<td align="center" valign="top">3.959</td>
<td align="center" valign="top">0.864</td>
<td align="center" valign="top">0.850</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 1</td>
<td align="center" valign="top">3.658</td>
<td align="center" valign="top">0.955</td>
<td align="center" valign="top">0.822</td>
<td align="center" valign="top" rowspan="3">0.800</td>
<td align="center" valign="top" rowspan="3">0.801</td>
<td align="center" valign="top" rowspan="3">0.882</td>
<td align="center" valign="top" rowspan="3">0.715</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 2</td>
<td align="center" valign="top">3.853</td>
<td align="center" valign="top">0.830</td>
<td align="center" valign="top">0.856</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity 3</td>
<td align="center" valign="top">3.813</td>
<td align="center" valign="top">0.881</td>
<td align="center" valign="top">0.858</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 1</td>
<td align="center" valign="top">3.290</td>
<td align="center" valign="top">1.041</td>
<td align="center" valign="top">0.818</td>
<td align="center" valign="top" rowspan="4">0.878</td>
<td align="center" valign="top" rowspan="4">0.878</td>
<td align="center" valign="top" rowspan="4">0.916</td>
<td align="center" valign="top" rowspan="4">0.732</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 2</td>
<td align="center" valign="top">3.280</td>
<td align="center" valign="top">1.056</td>
<td align="center" valign="top">0.880</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 3</td>
<td align="center" valign="top">3.254</td>
<td align="center" valign="top">1.069</td>
<td align="center" valign="top">0.867</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration 4</td>
<td align="center" valign="top">3.292</td>
<td align="center" valign="top">1.037</td>
<td align="center" valign="top">0.855</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity 1</td>
<td align="center" valign="top">3.364</td>
<td align="center" valign="top">1.060</td>
<td align="center" valign="top">0.948</td>
<td align="center" valign="top" rowspan="2">0.887</td>
<td align="center" valign="top" rowspan="2">0.887</td>
<td align="center" valign="top" rowspan="2">0.946</td>
<td align="center" valign="top" rowspan="2">0.898</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity 2</td>
<td align="center" valign="top">3.329</td>
<td align="center" valign="top">1.047</td>
<td align="center" valign="top">0.947</td>
</tr>
<tr>
<td align="left" valign="top">Diversity 1</td>
<td align="center" valign="top">3.135</td>
<td align="center" valign="top">1.041</td>
<td align="center" valign="top">0.853</td>
<td align="center" valign="top" rowspan="3">0.824</td>
<td align="center" valign="top" rowspan="3">0.824</td>
<td align="center" valign="top" rowspan="3">0.895</td>
<td align="center" valign="top" rowspan="3">0.740</td>
</tr>
<tr>
<td align="left" valign="top">Diversity 2</td>
<td align="center" valign="top">3.108</td>
<td align="center" valign="top">1.022</td>
<td align="center" valign="top">0.873</td>
</tr>
<tr>
<td align="left" valign="top">Diversity 3</td>
<td align="center" valign="top">3.130</td>
<td align="center" valign="top">1.056</td>
<td align="center" valign="top">0.855</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality 1</td>
<td align="center" valign="top">3.189</td>
<td align="center" valign="top">1.054</td>
<td align="center" valign="top">0.878</td>
<td align="center" valign="top" rowspan="3">0.868</td>
<td align="center" valign="top" rowspan="3">0.868</td>
<td align="center" valign="top" rowspan="3">0.919</td>
<td align="center" valign="top" rowspan="3">0.791</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality 2</td>
<td align="center" valign="top">3.212</td>
<td align="center" valign="top">1.103</td>
<td align="center" valign="top">0.911</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality 3</td>
<td align="center" valign="top">3.267</td>
<td align="center" valign="top">1.103</td>
<td align="center" valign="top">0.878</td>
</tr>
<tr>
<td align="left" valign="top">Expression 1</td>
<td align="center" valign="top">3.461</td>
<td align="center" valign="top">1.102</td>
<td align="center" valign="top">0.661</td>
<td align="center" valign="top" rowspan="5">0.782</td>
<td align="center" valign="top" rowspan="5">0.784</td>
<td align="center" valign="top" rowspan="5">0.851</td>
<td align="center" valign="top" rowspan="5">0.534</td>
</tr>
<tr>
<td align="left" valign="top">Expression 2</td>
<td align="center" valign="top">4.222</td>
<td align="center" valign="top">0.948</td>
<td align="center" valign="top">0.745</td>
</tr>
<tr>
<td align="left" valign="top">Expression 3</td>
<td align="center" valign="top">4.180</td>
<td align="center" valign="top">0.959</td>
<td align="center" valign="top">0.768</td>
</tr>
<tr>
<td align="left" valign="top">Expression 4</td>
<td align="center" valign="top">3.231</td>
<td align="center" valign="top">1.161</td>
<td align="center" valign="top">0.740</td>
</tr>
<tr>
<td align="left" valign="top">Expression 5</td>
<td align="center" valign="top">3.172</td>
<td align="center" valign="top">1.131</td>
<td align="center" valign="top">0.737</td>
</tr>
<tr>
<td align="left" valign="top">FSI 1</td>
<td align="center" valign="top">2.456</td>
<td align="center" valign="top">1.219</td>
<td align="center" valign="top">0.881</td>
<td align="center" valign="top" rowspan="3">0.882</td>
<td align="center" valign="top" rowspan="3">0.898</td>
<td align="center" valign="top" rowspan="3">0.927</td>
<td align="center" valign="top" rowspan="3">0.808</td>
</tr>
<tr>
<td align="left" valign="top">FSI 2</td>
<td align="center" valign="top">2.353</td>
<td align="center" valign="top">1.208</td>
<td align="center" valign="top">0.916</td>
</tr>
<tr>
<td align="left" valign="top">FSI 3</td>
<td align="center" valign="top">2.339</td>
<td align="center" valign="top">1.214</td>
<td align="center" valign="top">0.900</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 1</td>
<td align="center" valign="top">3.356</td>
<td align="center" valign="top">1.017</td>
<td align="center" valign="top">0.819</td>
<td align="center" valign="top" rowspan="4">0.805</td>
<td align="center" valign="top" rowspan="4">0.869</td>
<td align="center" valign="top" rowspan="4">0.869</td>
<td align="center" valign="top" rowspan="4">0.627</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 2</td>
<td align="center" valign="top">3.326</td>
<td align="center" valign="top">1.001</td>
<td align="center" valign="top">0.876</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 3</td>
<td align="center" valign="top">3.033</td>
<td align="center" valign="top">1.036</td>
<td align="center" valign="top">0.689</td>
</tr>
<tr>
<td align="left" valign="top">Congruency 4</td>
<td align="center" valign="top">3.170</td>
<td align="center" valign="top">1.047</td>
<td align="center" valign="top">0.771</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The structural equation model (SEM) shows a strong fit to the data, as evidenced by the Chi-square/df ratio of 2.11, which is below the threshold of 3, indicating an acceptable model fit. The RMSEA value of 0.037 falls within the recommended range, suggesting a close approximation to the population model. The GFI (0.951) and AGFI (0.934) values are above 0.90, demonstrating a good fit. The SRMR value of 0.035 is well below the 0.08 benchmark, further supporting the adequacy of the model fit. Additionally, the NFI (0.947), TLI (0.964), and CFI (0.971) values, all exceeding 0.90, indicate a strong fit of the model to the data. Overall, these indices confirm that the model provides a reliable and accurate representation of the underlying data structure.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec41">
<label>4.3.2</label>
<title>Convergent validity</title>
<p>Values of factor loading were from 0.66 to 0.95 and AVE from 0.53 to 0.89. They met the threshold values. In this respect, the AVE score was 0.798 for the surveillance motive, 0.715 for the heterogeneous opinion exposure motive, 0.808 FSI, 0.627 opinion congruence, 0.732 cognitive elaboration, 0.898 perceived familiarity, 0.740 information diversity, 0.791 information instrumentality, and 0.534 opinion expression (see <xref ref-type="table" rid="tab8">Table 8</xref>).</p>
</sec>
<sec id="sec42">
<label>4.3.3</label>
<title>Discriminant Validity</title>
<p>For cross-loadings, each indicator&#x2019;s loading on its intended construct was higher than on other constructs. For Fornell-Larker, the square roots of all AVEs exceeded their correlations with other constructs. For HTMT, none of the construct values exceeded the threshold value of 0.85.</p>
</sec>
<sec id="sec43">
<label>4.3.4</label>
<title>Structural model &#x2013; direct effects (Study 1)</title>
<p>Study 2 included a sample of 826 respondents. Males were 340 (41%) and females were 486 (59%). Individuals who belonged to 18&#x2013;25 age group were 493 (59%), 26&#x2013;33 were 128 (16%), 34&#x2013;43 77 (9%), 44&#x2013;55 89 (11%), and 55 or older were 39 (5%) (<xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<p>In Study 2, all hypotheses were confirmed. The hypotheses were: <italic>surveillance motive predicted cognitive elaboration (H1a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.30, <italic>t</italic>&#x202F;=&#x202F;7.90, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and <italic>perceived familiarity (H1b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.17, <italic>t</italic>&#x202F;=&#x202F;5.11, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>a heterogeneous opinion exposure motive predicted information diversity (H2a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.15, <italic>t</italic>&#x202F;=&#x202F;4.41, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and <italic>predicted cognitive elaboration (H2b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.20, <italic>t</italic>&#x202F;=&#x202F;5.21, <italic>p</italic>&#x202F;=&#x202F;0.001), <italic>cognitive elaboration predicted perceived familiarity (H3a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.46, <italic>t</italic>&#x202F;=&#x202F;14.96, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and <italic>information diversity (H3b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.39, <italic>t</italic>&#x202F;=&#x202F;11.52, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>perceived familiarity predicted information instrumentality (H4)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.55, <italic>t</italic>&#x202F;=&#x202F;20.36, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>information diversity predicted information instrumentality (H5)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.26, <italic>t</italic>&#x202F;=&#x202F;8.67, <italic>p</italic>&#x202F;=&#x202F;0.001), <italic>information instrumentality predicted opinion expression (H6)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.29, <italic>t</italic>&#x202F;=&#x202F;8.24, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), <italic>FSI negatively predicted opinion expression (H7a)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.12, <italic>t</italic>&#x202F;=&#x202F;3.21, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and <italic>a person&#x2019;s opinion congruence with that of the public predicted opinion expression (H7b)</italic> (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.14, <italic>t</italic>&#x202F;=&#x202F;4.09, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) (see <xref ref-type="table" rid="tab9">Table 9</xref>; <xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<table-wrap position="float" id="tab9">
<label>Table 9</label>
<caption>
<p>Direct effects of Study 1.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Direct effects</th>
<th align="center" valign="top"><italic>B</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>T</italic> statistics</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration (<italic>H1a</italic>)</td>
<td align="center" valign="top">0.300</td>
<td align="center" valign="top">0.038</td>
<td align="center" valign="top">7.901</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Familiarity (<italic>H1b</italic>)</td>
<td align="center" valign="top">0.174</td>
<td align="center" valign="top">0.034</td>
<td align="center" valign="top">5.106</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Diversity</td>
<td align="center" valign="top">0.105</td>
<td align="center" valign="top">0.034</td>
<td align="center" valign="top">3.118</td>
<td align="center" valign="top">0.002&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Diversity (<italic>H2a</italic>)</td>
<td align="center" valign="top">0.147</td>
<td align="center" valign="top">0.033</td>
<td align="center" valign="top">4.412</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration (<italic>H2b</italic>)</td>
<td align="center" valign="top">0.202</td>
<td align="center" valign="top">0.039</td>
<td align="center" valign="top">5.211</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Familiarity</td>
<td align="center" valign="top">&#x2212;0.016</td>
<td align="center" valign="top">0.035</td>
<td align="center" valign="top">0.473</td>
<td align="center" valign="top">0.636</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration -&#x202F;&#x003E;&#x202F;Familiarity (<italic>H3a</italic>)</td>
<td align="center" valign="top">0.463</td>
<td align="center" valign="top">0.031</td>
<td align="center" valign="top">14.964</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Elaboration -&#x202F;&#x003E;&#x202F;Diversity (<italic>H3b</italic>)</td>
<td align="center" valign="top">0.393</td>
<td align="center" valign="top">0.034</td>
<td align="center" valign="top">11.519</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality (<italic>H4</italic>)</td>
<td align="center" valign="top">0.554</td>
<td align="center" valign="top">0.027</td>
<td align="center" valign="top">20.356</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Diversity -&#x202F;&#x003E;&#x202F;Instrumentality (<italic>H5</italic>)</td>
<td align="center" valign="top">0.263</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">8.666</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Instrumentality -&#x202F;&#x003E;&#x202F;Expression (<italic>H6</italic>)</td>
<td align="center" valign="top">0.290</td>
<td align="center" valign="top">0.035</td>
<td align="center" valign="top">8.244</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">FSI -&#x202F;&#x003E;&#x202F;Expression (<italic>H7a</italic>)</td>
<td align="center" valign="top">&#x2212;0.115</td>
<td align="center" valign="top">0.036</td>
<td align="center" valign="top">3.208</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Congruency -&#x202F;&#x003E;&#x202F;Expression (<italic>H7b</italic>)</td>
<td align="center" valign="top">0.135</td>
<td align="center" valign="top">0.033</td>
<td align="center" valign="top">4.091</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; &#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Results of Study 2. Coefficients in the latent variables refer to regression weight.</p>
</caption>
<graphic xlink:href="fcomm-10-1533414-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A path diagram showing relationships between various constructs measured by indicators. It includes Surveillance, Heterogeneity, Perceived Familiarity, Elaboration, Instrumentality, Diversity, FSI, Expression, and Congruency. Numbers on paths represent coefficients. Each construct links to multiple indicators with path coefficients.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec44">
<label>4.3.5</label>
<title>Structural model &#x2013; indirect effects (Study 2)</title>
<p>There were seven significant paths for indirect effects. The strongest indirect path was from the surveillance motive through elaboration and perceived familiarity to instrumentality and ultimately to opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.02, <italic>t</italic>&#x202F;=&#x202F;4.78, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The second strongest path was from the heterogeneous opinion exposure motive mediated by elaboration then perceived familiarity through instrumentality and ending with opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.02, <italic>t</italic>&#x202F;=&#x202F;4.23, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The third strongest path was by the surveillance motive going through perceived familiarity to instrumentality that predicted opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.03, <italic>t</italic>&#x202F;=&#x202F;4.21, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The weakest path started with the surveillance motive that went through diversity then instrumentality to ultimately trigger opinion expression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.01, <italic>t</italic>&#x202F;=&#x202F;2.71, <italic>p</italic>&#x202F;=&#x202F;0.007) (<xref ref-type="table" rid="tab9">Table 9</xref> reports all paths). The results showed that this weak path did not go through cognitive elaboration. It is likely that people who cognitively elaborate on an issue create a greater number of mental paths in which information can be stored to be used later in opinion expression contexts.</p>
</sec>
<sec id="sec45">
<label>4.3.6</label>
<title>Summary of Study 1 and 2 (direct effects)</title>
<p>In both studies, all hypotheses were confirmed except for H7b in Study 1, which predicted that FSI will cause people to avoid opinion expression. The rest were supported in both studies. In this regard, individuals who often used news media for the surveillance and heterogeneous opinion exposure motives were more likely to cognitively elaborate the news that they received. Also, individuals who viewed news media for the surveillance motive reported higher levels of perceived familiarity while individuals who viewed them for the heterogeneous opinion exposure motive reported a higher level of information diversity. In addition, individuals who often elaborated issues were more likely to report greater levels of perceived familiarity and information diversity. Furthermore, those with greater levels of perceived familiarity and information diversity indicated greater levels of self-perception of information instrumentality. Moreover, individuals with greater levels of self-perception of information instrumentality tended to express their opinions about issues more often. Finally, individuals with greater FSI tended to avoid expressing their opinions about issues (only in Study 2), while those who felt their opinions were congruent with those of the public tended to be more expressive of their opinions (<xref ref-type="table" rid="tab6">Tables 6</xref>, <xref ref-type="table" rid="tab9">9</xref>).</p>
<p>In both studies, the strongest predictor, as indicated by high Beta values (Study 1&#x202F;=&#x202F;0.52, Study 2&#x202F;=&#x202F;0.55), was the positive relationship of information instrumentality by perceived. The second strongest positive prediction was cognitive elaboration predicting perceived familiarity in both studies: Study 1 (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.50) and Study 2 (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.46). Those that had moderate effects in both studies were elaboration predicting information diversity, with Beta values in Study 1 of 0.33 and Study 2 of 0.39 and instrumentality predicting opinion expression in Study 1 of 0.39 and Study 2of 0.29. The rest of the hypotheses were significant but indicated moderate to weak prediction levels and values (see <xref ref-type="table" rid="tab6">Tables 6</xref>, <xref ref-type="table" rid="tab9">9</xref>).</p>
</sec>
<sec id="sec46">
<label>4.3.7</label>
<title>Summary of Study 1 and 2 (indirect effects)</title>
<p>In Study 1, the surveillance motive paths were stronger than the heterogeneous opinion exposure motive paths in predicting opinion expression at the end in an indirect way. In both studies, the strongest indirect path was that surveillance motive, which was mediated by elaboration through perceived familiarity then instrumentality that at the end predicted opinion expression. The heterogeneous opinion exposure motive path was stronger in predicting opinion expression indirectly in Study 1 than Study 2. Those ranks are evaluated by Beta values (see <xref ref-type="table" rid="tab7">Tables 7</xref>, <xref ref-type="table" rid="tab10">10</xref>; <xref ref-type="fig" rid="fig3">Figures 3</xref>, <xref ref-type="fig" rid="fig4">4</xref>).</p>
<table-wrap position="float" id="tab10">
<label>Table 10</label>
<caption>
<p>Indirect effects of Study 2.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Indirect effects</th>
<th align="center" valign="top"><italic>B</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>T</italic> statistics</th>
<th align="center" valign="top"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.022</td>
<td align="center" valign="top">0.005</td>
<td align="center" valign="top">4.784</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.009</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">3.871</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.028</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">4.212</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Surveillance -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.008</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">2.710</td>
<td align="center" valign="top">0.007&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.015</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">4.232</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Elaboration -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">3.699</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Familiarity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">&#x2212;0.003</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">0.470</td>
<td align="center" valign="top">0.638</td>
</tr>
<tr>
<td align="left" valign="top">Heterogeneity -&#x202F;&#x003E;&#x202F;Diversity -&#x202F;&#x003E;&#x202F;Instrumentality -&#x202F;&#x003E;&#x202F;Expression</td>
<td align="center" valign="top">0.011</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">3.447</td>
<td align="center" valign="top">0.001&#x002A;&#x002A;&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; &#x002A;&#x002A; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>In addition, all paths were fully and positively significant in both studies, except the heterogenous motive that predicted familiarity through instrumentality that ultimately predicted opinion expression. Another exception was only in Study 1. The surveillance motive predicted diversity, which was mediated by instrumentality that ultimately predicted opinion expression. This path too was not significant (see <xref ref-type="table" rid="tab7">Tables 7</xref>, <xref ref-type="table" rid="tab10">10</xref>; <xref ref-type="fig" rid="fig3">Figures 3</xref>, <xref ref-type="fig" rid="fig4">4</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec47">
<label>5</label>
<title>Discussion and conclusion</title>
<sec id="sec48">
<label>5.1</label>
<title>Model validation</title>
<p>This study aimed to validate the CDMM by examining two distinct sociopolitical issues across two different samples. The model generated many consistent outcomes even though the nature of the issues was different. The first issue is related to women empowerment. It is controversial and highly debated in Kuwait on cultural and religious grounds. The other is a human right issue that has been frequently discussed on political and economic merits. The order of weight values of Beta statistics of direct as well as indirect paths in both studies indicate a great degree of similarity. This indicates the robustness of model especially that it was tested using two different samples and issues. For direct paths, the strong, moderate, and weak paths in the first study were the same paths in the second study (see <xref ref-type="table" rid="tab6">Tables 6</xref>, <xref ref-type="table" rid="tab9">9</xref> for comparison). Finally, the indirect paths are also similar to a great degree. In this regard, the strongest three significant indirect paths in the first study were the same in the second study (see <xref ref-type="table" rid="tab6">Tables 6</xref>, <xref ref-type="table" rid="tab9">9</xref> for comparison). This consistency is results contribute to model robustness and validation, provided the fact that the model was tested in two different samples with two distinct socio-political issues. The validation of the model allows researchers to test it in different contexts employing various issues. They can also integrate new innovative and alternative concepts that can be associated with the current model&#x2019;s variables to better shape it to better produce results.</p>
<p>Discussing the indirect paths, this study indicates that the surveillance motive paths are in general stronger than those paths of the heterogeneous opinion exposure motive (see <xref ref-type="table" rid="tab7">Tables 7</xref>, <xref ref-type="table" rid="tab10">10</xref>). It seems that people want to get the media information that they need for decision making and that serves their immediate needs. Meeting a need for information with utility seems a strong motivating factor. Such information is more important than hearing diverse and heterogeneous information about other opinions. In relation to SOS, this probably indicates the fact that people use information to defend their views as a prime strategy more than criticizing the other view as an alternative strategy of expressing opinions. In relation, the U&#x0026;G literature has frequently established that surveillance motives for media use is associated with progressive political issues and actions. Unlike other motives, people who seek news and information are purposive in their efforts to seek out specific news that serves specific purposes, like voting or protesting. People who seek news out of heterogeneity do not seek specific news for specific purposes. They want to hear about issues from different viewpoints. They do not focus on a specific dogma and probably seek diverse outlooks on issues to endorse. People with a surveillance motive are probably more purposive and instrumental on what they want out of media content (<xref ref-type="bibr" rid="ref6">Al-Kandari et al., 2022b</xref>).</p>
<p>In general, the Beta statistics for the indirect paths in the first study were weaker than those significant indirect paths in the second study. This fact may be associated with the nature of the issues explored. The first issue is related to women empowerment that has been discussed from cultural and religious perspectives (<xref ref-type="bibr" rid="ref87">Strobl, 2010</xref>). The second issue, the citizenship status of non-citizen residents, has been more debated in relation to politics and economy (<xref ref-type="bibr" rid="ref42">Hagagy, 2021</xref>). It seems that political issues provide greater room for cognitive internalization than cultural- and religious-based issues. Cultural and religious issues are persistent and deeply involving. People socialize from early childhood to embrace them, Overtime, they become more difficult to cognitively elaborate on them objectively and neutrally.</p>
<p>Another interesting difference regarding the indirect significant paths was that the stronger surveillance path in the first study was the one that was mediated by perceived familiarity. The second strongest was the one that was mediated by cognitive elaboration, which was then mediated by familiarity. For the second study, the opposite happened. The strongest path was the one that started with surveillance going through elaboration to perceived familiarity. This also can be influenced by the nature of issues explored. Since the first study explored a cultural- and religious-oriented issue, people stored information in the perceived familiarity component directly more often than they cognitively elaborated on them. For the second study&#x2019;s issue, which was political and economic in nature, people first elaborated on incoming information then stored information in perceived familiarity. Again, it seems that cultural and religious issues leave less room for elaborating incoming information than political- or economic-oriented issues. With cultural- and religious-oriented issues, people seem to receive information and directly store it in memory for reinforcement, and they do so more than political- and economic-oriented issues. This argument is supported by the fact that the direct and indirect effects of the heterogenous motive and information diversity components played a stronger role in the second study that has a political- and economic-oriented issue than the first study (<xref ref-type="bibr" rid="ref11">Alqatan et al., 2025</xref>) (see <xref ref-type="table" rid="tab11">Table 11</xref>).</p>
<table-wrap position="float" id="tab11">
<label>Table 11</label>
<caption>
<p>Types of issues influence cognitive information internalization.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Issues</th>
<th align="left" valign="top">Roots</th>
<th align="left" valign="top">Elaboration function</th>
<th align="left" valign="top">Cognitive routes</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Cultural and religious</td>
<td align="left" valign="top">Based on dogma, belief, and socialization</td>
<td align="left" valign="top">Limit cognitive elaboration</td>
<td align="left" valign="top">From media news to perceived familiarity directly to store information that reinforce dogma and belief by avoiding elaboration</td>
</tr>
<tr>
<td align="left" valign="top">Political and economic</td>
<td align="left" valign="top">Based on practicality, change, and conditions</td>
<td align="left" valign="top">Enhance cognitive elaboration</td>
<td align="left" valign="top">From media news to elaboration to perceived familiarity. This is to perceive what is best and functional</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In a nutshell, the type of issue (religious/cultural vs. economic/political) influences both how people express their opinions and how they internalize information, whether through affective or cognitive routes. Cultural and religious issues are typically moral in nature and deeply tied to identity, which makes them especially salient in collectivist contexts such as Kuwait. When processing such issues, individuals are more likely to engage emotional pathways that reinforce group values while evoking feelings of pride, fear, or social obligation, thereby reducing reliance on cognitive reasoning (<xref ref-type="bibr" rid="ref90">Tajfel and Turner, 2004</xref>). In terms of opinion expression, individuals may perceive limited space for dissent, leading to heightened sensitivity to perceived opinion climates and greater tendencies toward conformity and self-censorship (<xref ref-type="bibr" rid="ref45">Hayes, 2007</xref>). By contrast, political and economic issues are often viewed as pragmatic and applied, requiring individuals to evaluate evidence and weigh policy alternatives (<xref ref-type="bibr" rid="ref37">Faraj et al., 2025</xref>; <xref ref-type="bibr" rid="ref99">Zulfiqar et al., 2025</xref>). These issues are more likely to stimulate cognitive processing (<xref ref-type="bibr" rid="ref32">Eveland, 2001</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>), particularly through mechanisms of attention and elaboration, which mediate the relationship between media exposure and knowledge acquisition (<xref ref-type="bibr" rid="ref9002">Al-Okaily et al., 2025</xref>).</p>
<p>In both studies, information instrumentality, the newly tested concept, was a strong predictor of opinion expression. These results were similar to those of previous research assessing similar concepts to information instrumentality, such as political efficacy (<xref ref-type="bibr" rid="ref67">Niemi et al., 1991</xref>) and political information efficacy (<xref ref-type="bibr" rid="ref53">Kaid et al., 2007</xref>). This research found that these concepts were related to a greater engagement in politics (<xref ref-type="bibr" rid="ref67">Niemi et al., 1991</xref>) and a greater likelihood of voting (<xref ref-type="bibr" rid="ref53">Kaid et al., 2007</xref>). Similarly, information instrumentality indicates the fact that people do not arbitrarily, or without thought, express their opinions. They assess their level of knowledge about an issue before speaking up. When they determine how much they know about an issue, its background, and the various discussions about it, people tend to have the confidence to speak up.</p>
</sec>
<sec id="sec49">
<label>5.2</label>
<title>CDMM theoretical contribution and a future research agenda</title>
<p>Previous SOS studies have mainly adopted the social control perspective of public opinion to explore the likelihood that an individual will express an opinion (<xref ref-type="bibr" rid="ref82">Scheufele and Moy, 2000</xref>). Emphasizing a rational SOS perspective (<xref ref-type="bibr" rid="ref82">Scheufele and Moy, 2000</xref>), by proposing CDMM, this study emphasizes that individuals have agency in their expression of opinions. Even though the CDMM was adopted for SOS&#x2019;s opinion expression, future research could test the CDMM in relation to other communication fields of study. While CMM is meant to identify the ways information is learned, internalized, and stored, CDMM is meant to indicate how learned and internalized information help in predicting behaviors. Unlike the traditional CMM, CDMM integrates a decisional stage and tests internal information factors that can trigger and individual undertaking specific actions and behaviors.</p>
<sec id="sec50">
<label>5.2.1</label>
<title>Research agenda for cognitive processes</title>
<p>Future research in political communication can use CDMM by coupling information instrumentality with <xref ref-type="bibr" rid="ref18">Bandura and Adams&#x2019;s (1977)</xref> self-efficacy. Individuals who trust that their information is instrumental, and empowering may feel that they are efficacious and can contribute to the political process. Together, they can have a predictive value of political engagement and ways of involvement in campaigning and voting. Information instrumentality in the CDMM can be related to cognitive dissonance, knowledge gap and other public opinion theories as well. Also, CDMM can be related to the concepts of opinion leaders and opinion followers. Having a stronger sense of information instrumentality, it is expected that opinion leaders would disseminate views and ideas to opinion followers.</p>
</sec>
<sec id="sec51">
<label>5.2.2</label>
<title>Research agenda on individual differences</title>
<p>Future research also could apply CDMM to explore demographics as moderators. Research could compare how old and young people mediate information. Older people, who are expected to have stored more information, may find their information instrumentality affects their decisions regarding different communication outcomes more than younger people. In relation to gender, women may be found to elaborate and store information about women&#x2019;s issues more often than men, and this will affect their information instrumentality. People with low incomes may elaborate and seek information about the cost of living, which may influence their information instrumentality more than people with higher incomes (<xref ref-type="bibr" rid="ref14">Alsabah et al., 2025</xref>). In this regard, CDMM can be explored in relation to knowledge gap by emphasizing the interaction effects between income and education as indicators of socio-economic status (SES) on cognitive internalization. Researchers can adopt multi-group analytical and statistical techniques to study how people as different groups react to media issues differently. This would probably provide a more specific approach that deals with different publics instead of using a generalized approach that fits all.</p>
<p>Future research may relate information instrumentality to attitude certainty. While information instrumentality indicates a person&#x2019;s confidence that retained knowledge contributes to a behavior, attitude certainty reflects the unwavering and firmness about the correctness of an embraced attitude on a social phenomenon (<xref ref-type="bibr" rid="ref3">Al-Enzi et al., 2017</xref>; <xref ref-type="bibr" rid="ref62">Matthes et al., 2010</xref>). Attitude certainty was found to associate with the hardcore who expressed their opinions regardless of opinion climate (<xref ref-type="bibr" rid="ref62">Matthes et al., 2010</xref>). Future research may explore whether information instrumentality contributes to attitude certainty, which, in turn, contributes to the likelihood of opinion expression or in relation to other communication behaviors. It is expected that people who know more can be more certain about the correctness of their attitude than those who know little. In this sense, information instrumentality can reinforce an opinion that eventually strengthens attitude certainty that will eventually predict opinion expression. Future research can explore if weak or strong levels of attitude certainty can be attributed to information instrumentality. <xref ref-type="fig" rid="fig5">Figure 5</xref> is an expected model of a path starting from information instrumentality, going through attitude certainty, which is to predict opinion expression at the end.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>A proposed model for a path from information instrumentality to attitude certainty to opinion expression.</p>
</caption>
<graphic xlink:href="fcomm-10-1533414-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart depicting a sequence of three stages: "Information Instrumentality," "Attitude Certainty," and "Opinion Expression." Each stage is connected by arrows indicating progression from one to the next.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec52">
<label>5.2.3</label>
<title>Research agenda for broader issue typologies</title>
<p>Finally, future studies could explore the CDMM regarding different issue orientations. As we discussed, cultural and religious issues make little room for cognitive elaboration than politically oriented issues. With cultural and religious issues, we argue that people are more likely to receive information to store right away in memory. They will be subject to less elaboration. Future studies also could explore the paths between elaboration and memory as learning components. If a study finds that the weight value of elaboration predicting learning is higher than learning predicting elaboration, then this means little information is retrieved from memory for elaboration. In this case, information is mainly stored in learning components after little elaboration. If the weight value of learning mediating elaboration is higher, then in this case, people frequently retrieve information from memory (learning) to elaborate on the issue more. This can be tested in a study using many issues for comparisons.</p>
</sec>
</sec>
<sec id="sec53">
<label>5.3</label>
<title>Study&#x2019;s limitations</title>
<p>This study included two samples. The use of a student sample in the first study and a network sample in the second presents a limitation for this research. Student samples are typically homogeneous and represent digitally engaged and university-educated individuals. This intergenerational effect can lead younger participants to express their opinions more freely, regardless of the influence of cognitive internalization of media information. In addition, network samples are often shaped by kinship ties and social networks that reinforce similar worldviews. Taken together, these factors may reduce heterogeneity in perspectives on opinion expression and cognitive internalization of media messages, thereby limiting the generalizability of the findings. However, if using a convenience sample does not reflect randomness, the fact that the network sample, which represented a replication of the convenience sample study, confirms the results of the students&#x2019; sample. Indeed, the students&#x2019; sample was used to articulate this study&#x2019;s model and variables. Also, provided that the two samples reflected diverse and generalized public in terms of gender and age, this represents an advantage to the use of the network sampling technique. However, future research should employ more socially representative samples.</p>
<p>Another limitation is the use of cross-sectional data. Cross-sectional data has the potential of reverse causality and/or reciprocal relationships. Due to unforeseen research errors or lack of control, the causality may be from B to A, instead of from A to B. Another approach that can be used by future research is panel studies. They allow examining the same sample as in longitudinal research, which the sample is tested at several occasions. This allows avoiding some problems associated with cross-sectional data collection methods as well as allow track changes overtime.</p>
<p>In addition, while the aim of this study is to explore the theoretical components of CMM and SOS in different hypotheses, a third limitation was the exclusion of testing the influence of covariate (moderating) variables. Also, this study did not include income and education levels because its aim was to address the influence of variables forming CDMM and SOS. Future studies can benefit from testing demographics as covariates that can provide a better picture of how the CDMM operates with the inclusion of such controls. Such studies can find whether setting demographics as controls would diminish the causal effects of the variables of CDMM and SOS. Relatedly, CMM studies normally test attention to media as an important predictor of cognitive elaboration. This current study did not include this variable. Future studies need to seriously consider it.</p>
<p>A last limitation that is acknowledged is related to the operationalization of the surveillance and heterogenous motives. The motives were operationalized to reflect the type of content the participants sought instead of why they sought it. For example, the heterogeneous opinion exposure motive taps seeking diverse viewpoints, but it could not be assumed that this motive is used for such reasons. By distinguishing between content-based and intent-based motives, researchers may find that individuals who intently seek specific news to enrich their knowledge about an issue may cognitively internalize it better than those who only incidentally become exposed to it. Selective exposure research (e.g., <xref ref-type="bibr" rid="ref23">Brundidge, 2010</xref>) for example has found that people may seek diverse viewpoints for the purpose of knowing what &#x201C;the other side&#x201D; is saying so they can be prepared to defend their views against the opposing position.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec54">
<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="sec55">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Gulf University for Science and Technology. 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="sec56">
<title>Author contributions</title>
<p>AA-K: Conceptualization, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. EF: Conceptualization, Investigation, Resources, Writing &#x2013; review &#x0026; editing. AA: Data curation, Formal analysis, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft. FaiA: Methodology, Resources, Writing &#x2013; review &#x0026; editing. FatA: Investigation, Resources, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>

<sec sec-type="COI-statement" id="sec58">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec59">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec60">
<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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</ref-list><fn-group><fn id="fn0001" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2793028/overview">Devadas Menon</ext-link>, Indian Space Research Organisation, India</p></fn>
<fn id="fn0002" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2793028/overview">Devadas Menon</ext-link>, Indian Space Research Organisation, India</p><p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2904829/overview">Prahastiwi Utari</ext-link>, Universitas Sebelas Maret, Indonesia</p></fn></fn-group></back>
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