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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1747976</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2026.1747976</article-id>
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<subj-group subj-group-type="heading">
<subject>Original Research</subject>
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<title-group>
<article-title>Risk perception and influenza vaccine hesitancy among university students in Saudi Arabia</article-title>
<alt-title alt-title-type="left-running-head">Alnezary et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2026.1747976">10.3389/fphar.2026.1747976</ext-link>
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<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Alnezary</surname>
<given-names>Faris S.</given-names>
</name>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Bin Mirdhah</surname>
<given-names>Nada S.</given-names>
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<sup>1</sup>
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<name>
<surname>Alrays</surname>
<given-names>Shaden K.</given-names>
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<sup>1</sup>
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<name>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<name>
<surname>Almutairi</surname>
<given-names>Masaad S.</given-names>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<label>1</label>
<institution>Department of Pharmacy Practice, College of Pharmacy, Taibah University</institution>, <city>Madinah</city>, <country country="SA">Saudi Arabia</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Pharmacology, College of Pharmacy, King Saud University</institution>, <city>Riyadh</city>, <country country="SA">Saudi Arabia</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Department of Pharmacy Practice, Faculty of Pharmacy, King Abdulaziz University</institution>, <city>Jeddah</city>, <country country="SA">Saudi Arabia</country>
</aff>
<aff id="aff4">
<label>4</label>
<institution>Department of Pharmacy Practice, College of Pharmacy, Qassim University</institution>, <city>Qassim</city>, <country country="SA">Saudi Arabia</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Masaad S. Almutairi, <email xlink:href="mailto:mas.almutairi@qu.edu.sa">mas.almutairi@qu.edu.sa</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-19">
<day>19</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1747976</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>07</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Alnezary, Alhejaili, Alayashi, Alnizari, Bin Mirdhah, Alrays, Alobid, Alzahrani, Fadil, Alrohily, Thabit, Mahmoud and Almutairi.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Alnezary, Alhejaili, Alayashi, Alnizari, Bin Mirdhah, Alrays, Alobid, Alzahrani, Fadil, Alrohily, Thabit, Mahmoud and Almutairi</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-19">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>University campuses are high-risk environments for influenza transmission, yet vaccine coverage among students often remains suboptimal. This study aimed to identify the determinants of vaccine hesitancy among university students in Saudi Arabia using the Health Belief Model (HBM) framework.</p>
</sec>
<sec>
<title>Method</title>
<p>A cross-sectional study was conducted between January and September 2024. Data were collected via a validated online Arabic questionnaire assessing HBM constructs&#x2014;susceptibility, severity, benefits, and barriers&#x2014;alongside sociodemographic variables. Ethical approval was obtained for human participation.</p>
</sec>
<sec>
<title>Results</title>
<p>Of the 450 university students surveyed, 62.4% reported encountering significant barriers to vaccination. Despite a high recognition of vaccine benefits (66.7%), this awareness did not correlate with higher intention to vaccinate after adjusting for sociodemographic factors. Students perceiving fewer barriers exhibited substantially higher acceptance rates compared to those perceiving high barriers (60% vs. 27.8%). Furthermore, female students were nearly twice as likely to report moderate barriers (aOR &#x3d; 1.994) compared to males, while healthcare students were significantly less likely to perceive such obstacles (aOR &#x3d; 0.654). Students with chronic conditions also demonstrated higher vaccine acceptance (44.1%) compared to their healthy peers (20.2%).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Influenza vaccine uptake among Saudi university students is hindered primarily by perceived barriers rather than a lack of awareness regarding vaccine benefits. Public health strategies on campuses should shift focus from simply emphasizing advantages to actively mitigating logistical and misconception-based obstacles, particularly targeting non-healthcare disciplines and female students.</p>
</sec>
</abstract>
<kwd-group>
<kwd>acceptance</kwd>
<kwd>vaccines</kwd>
<kwd>vaccine hesitancy</kwd>
<kwd>influenza vaccines</kwd>
<kwd>Saudi Arabia</kwd>
<kwd>university students</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work its publication. The Researchers would like to thank the Deanship of Graduate Studies and Scientific Research at Qassim University for financial support (QU-APC-2026).</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="10"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Drugs Outcomes Research and Policies</meta-value>
</custom-meta>
</custom-meta-group>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Influenza is a highly contagious respiratory illness with rapidly changing viral strains and high transmission rates, especially in crowded settings such as universities (<xref ref-type="bibr" rid="B12">Borkenhagen et al., 2021</xref>; <xref ref-type="bibr" rid="B23">Javanian et al., 2021</xref>; <xref ref-type="bibr" rid="B42">Virk et al., 2017</xref>). Although generally self-limiting, it can lead to substantial morbidity and mortality in vulnerable groups, including the elderly, pregnant women, and immunocompromised individuals (<xref ref-type="bibr" rid="B26">Li et al., 2021</xref>; <xref ref-type="bibr" rid="B13">Chen et al., 2021</xref>). Globally, seasonal influenza affects about one billion people each year, with 3&#x2013;5 million severe cases and up to 650,000 respiratory deaths (<xref ref-type="bibr" rid="B24">Lafond et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Paget et al., 2023</xref>; <xref ref-type="bibr" rid="B25">Lampejo, 2022</xref>). And remains a significant cause of lower respiratory complications in young children (<xref ref-type="bibr" rid="B43">Wang et al., 2020</xref>).</p>
<p>Annual influenza vaccination is required due to continual viral mutations (<xref ref-type="bibr" rid="B20">Houser and Subbarao, 2015</xref>), yet vaccine hesitancy remains a major barrier. Common obstacles include limited knowledge, misconceptions, and concerns about vaccine effectiveness and safety, all of which reduce willingness to vaccinate (<xref ref-type="bibr" rid="B3">Ahmed et al., 2023</xref>; <xref ref-type="bibr" rid="B22">Hwang, 2020</xref>; <xref ref-type="bibr" rid="B41">Suryadevara, 2021</xref>). Similar patterns appear in Saudi Arabia, where additional misconceptions, such as the belief that the vaccine can cause influenza, further hinder uptake (<xref ref-type="bibr" rid="B9">Almansour et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Mallhi et al., 2022</xref>; <xref ref-type="bibr" rid="B18">Haridi et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Abalkhail et al., 2017</xref>). Socioeconomic factors present a complex landscape, as income levels can influence vaccine acceptance both positively and negatively (<xref ref-type="bibr" rid="B5">Al-Mohaithef and Padhi, 2020</xref>). Socioeconomic and educational differences also contribute to variability in acceptance (<xref ref-type="bibr" rid="B5">Al-Mohaithef and Padhi, 2020</xref>). Although the Saudi Ministry of Health provides free vaccines and conducts extensive awareness campaigns, hesitancy remains high despite strong evidence supporting vaccine safety and effectiveness (<xref ref-type="bibr" rid="B8">Alhatim et al., 2022</xref>; <xref ref-type="bibr" rid="B6">Alabbad et al., 2018</xref>; <xref ref-type="bibr" rid="B16">Fayed et al., 2021</xref>; <xref ref-type="bibr" rid="B7">Alghalyini et al., 2023</xref>).</p>
<p>University students in Saudi Arabia represent a high-risk group where behavioral barriers intersect with the challenges of densely populated living and learning environments.</p>
<p>(<xref ref-type="bibr" rid="B37">Sheldon et al., 2021</xref>; <xref ref-type="bibr" rid="B32">Nichol et al., 2005</xref>; <xref ref-type="bibr" rid="B8">Alhatim et al., 2022</xref>). Many young adults underestimate their risk, which affects vaccine uptake despite the Ministry of Health offering free seasonal influenza vaccines (<xref ref-type="bibr" rid="B38">Siegel et al., 2007</xref>). However, limited research has applied the Health Belief Model to understand the psychological factors shaping hesitancy in this population. This study aims to examine how perceived risk relates to influenza vaccine hesitancy among university students in Saudi Arabia, with the goal of informing strategies to improve vaccination coverage and public health outcomes.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Study design and participants</title>
<p>A cross-sectional study was conducted utilizing the Health Belief Model to examine vaccine hesitancy among university students in Saudi Arabia. The study was conducted from January 2024 to September 2024 and included a sample of university students. Vaccine acceptance was defined as self-reported receipt of the influenza vaccine within the previous year. Participants were recruited via major social media platforms, including Twitter, WhatsApp, and Telegram, employing a convenience sampling approach.</p>
</sec>
<sec id="s2-2">
<title>Survey development and data collection</title>
<p>The questionnaire was developed utilizing a structured survey instrument modified from previous studies and subsequently translated from English to Arabic through the back-translation methodology (<xref ref-type="bibr" rid="B15">Du et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Hu et al., 2017</xref>). This approach ensures accuracy and clarity in the translation by first translating the survey from English to Arabic, followed by re-translating it back into English by a separate translator. The final survey was pilot tested with a sample of 15 students to assess clarity and comprehensibility. The Cronbach&#x2019;s alpha for all HBM construct combined was 0.78. Cronbach&#x2019;s alpha for each construct was also tested and it was found to be 0.65 for perceived susceptibility, 0.51 for perceived severity, 0.61 for perceived barriers and 0.88 for perceived benefits. The final version comprised 32 closed-ended questions, organized into five distinct sections, and was uploaded to Google Forms.</p>
<p>The first section solicited sociodemographic information, which included age, sex, residence (urban/rural), marital status, educational attainment of both respondents and heads of household, as well as income categories that delineate non-poor status, according to the national poverty line figures for the years 2017&#x2013;2020, adjusted to reflect changes resulting from the economic crisis. This section also included data from the National Income Consumption Survey Decile on <italic>per capita</italic> monthly expenditures and a query on the respondent&#x2019;s nationality.</p>
<p>The subsequent four sections were constructed based on the Health Belief Model (HBM) constructs, evaluating perceived susceptibility to influenza and adverse reactions to vaccination, as well as the perceived severity of both (<xref ref-type="bibr" rid="B35">Rosenstock et al., 1988</xref>). Additionally, the sections addressed respondents&#x2019; intentions regarding vaccination, their perceived barriers to vaccination, and the anticipated benefits of vaccination. All questions related to the HBM were rated on a five-point Likert scale. Each HBM construct consisted of 5 questions with a total score of 25. The total score was recoded into 3 categories (Low; total score of 1&#x2013;10), (moderate; total score of 11&#x2013;17) and high; (total score of 18&#x2013;25). Participants were recruited via major social media platforms, including Twitter, WhatsApp, and Telegram, employing a convenience sampling approach.</p>
</sec>
<sec id="s2-3">
<title>Ethical approval and data confidentiality</title>
<p>The ethical approval for the study was obtained from the Research Ethics Committee at the College of Pharmacy, Taibah University (Reference No: COPTU-REC-91&#x2013;20240303). All data collected during the study was treated with the highest level of confidentiality. Participant identities and responses were kept anonymous and securely stored, with access restricted only to authorized personnel involved in the research. No personally identifiable information was shared or published without consent from the participants. All data were retained in compliance with relevant privacy laws and ethical standards.</p>
</sec>
<sec id="s2-4">
<title>Data analysis</title>
<p>Descriptive statistics were presented as means with standard deviations (SD) for continuous variables and as percentages (%) for categorical data. Normality testing was conducted for the HBM construct scores, and the results indicated that the data were not normally distributed. Pearson&#x2019;s &#x3c7;<sup>2</sup> test and Fisher&#x2019;s exact test were employed, as appropriate, to examine the association and compare the demographic characteristics of participants with vaccine acceptance. Both crude and adjusted odds ratios (aORs) of vaccine acceptance across various risk-perception groups were estimated using univariate and multivariable binary logistic regression models. Sensitivity analyses were conducted by fitting multiple models to assess the robustness of our estimates. Model A consisted of a binary univariate logistic regression model with vaccine acceptance as the dependent variable and each risk-perception category entered individually as the independent variable. Model B was a multivariable binary logistic regression model with vaccine acceptance as the dependent variable and all risk-perception categories included simultaneously as independent variables. Multiple binary logistic regression subgroup analysis was also performed to examine the relationship between moderate barriers (compared with low and high barriers combined) as the dependent variable and various sociodemographic characteristics as independent variables. A <italic>P</italic> value of &#x3c;0.05 was considered significant. Statistical analyses were executed using IBM SPSS Statistics (version 26, IBM Corp., Armonk, NY, United States).</p>
</sec>
<sec id="s2-5">
<title>Sample size calculation</title>
<p>A minimum sample size of 385 was determined using the Raosoft&#xae; online calculator (<xref ref-type="bibr" rid="B34">Raosoft, 2004</xref>), based on the following parameters: a 5% margin of error, a 95% confidence interval, a target population of 1.5 million, and an estimated response distribution of 50%. To account for potential dropouts, an additional 15% was added, resulting in a revised minimum sample size of 443 participants.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>A total of 450 university students have completed the questionnaire. The detailed results are presented in <xref ref-type="table" rid="T1">Table 1</xref>. The mean for perceived susceptibility was 3.06 (SD &#x3d; 0.54); most students (78.4%) showed a moderate level of susceptibility. For perceived severity, the mean score was 3.43 (SD &#x3d; 0.57), with almost half of the participants (47.6%) considered the risk to be high. Perceived barriers mean score was 3.73 (SD &#x3d; 0.67), which means that 62.4% of students reported important barriers to vaccination. The average of perceived benefits was 3.74 (SD &#x3d; 0.82) with most students perceiving high (66.7%), moderate (28.4%), or low (4.9%) benefits.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Risk perception of 450 university students.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Risk perception</th>
<th align="left">Mean &#xb1; SD or N (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Perceived susceptibility</td>
<td align="left">3.06 &#xb1; 0.54</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">19 (4.2)</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">353 (78.4)</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">78 (17.3)</td>
</tr>
<tr>
<td align="left">Perceived severity</td>
<td align="left">3.43 &#xb1; 0.57</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">3 (0.7)</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">233 (51.8)</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">214 (47.6)</td>
</tr>
<tr>
<td align="left">Perceived barriers</td>
<td align="left">3.73 &#xb1; 0.67</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">5 (1.1)</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">164 (36.4)</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">281 (62.4)</td>
</tr>
<tr>
<td align="left">Perceived benefit</td>
<td align="left">3.74 &#xb1; 0.82</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">22 (4.9)</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">128 (28.4)</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">300 (66.7)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Among the studied population 99 (22%) accepted flu vaccine (<xref ref-type="table" rid="T2">Table 2</xref>). The acceptance rate was significantly higher (44.1%) in students suffering from chronic conditions compared to students without such conditions (20.2%), p &#x3d; 0.002. However, the effect size was small (Cram&#xe9;r&#x2019;s V &#x3d; 0.153). Furthermore, among those who perceived low barriers to vaccination, the acceptance rate was higher (60%) than those who perceived high barriers (27.8%) and low barriers (11%), with a&#xa0;p-value of &#x3c;0.001. The effect size was small to moderate (Cram&#xe9;r&#x2019;s V &#x3d; 0.217). Finally, the acceptance rate from students who acknowledged the low benefits of the flu vaccine (36.4%) was higher than high (24.0%) and moderate (14.8%) benefits with p &#x3d; 0.029. However, the effect size was small (Cram&#xe9;r&#x2019;s V &#x3d; 0.126). <xref ref-type="fig" rid="F1">Figure 1</xref> represents students&#x2019; participation from different colleges. The result indicates that most of the students were from pharmacy colleges (44%), followed by those from engineering colleges (20.7%).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Flu vaccination acceptance among university students.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Characteristics</th>
<th align="left">N</th>
<th align="left">Receiving flu&#x2009;vaccine (%)</th>
<th align="left">P value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Total</td>
<td align="left">450</td>
<td align="left">99 (22)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Gender</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.182<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="left">139</td>
<td align="left">36 (25.9)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="left">311</td>
<td align="left">63 (20.3)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Age</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.595<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">17&#x2013;20</td>
<td align="left">176</td>
<td align="left">41 (23.3)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">21 and above</td>
<td align="left">274</td>
<td align="left">58 (21.2)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Province</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.331<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Central</td>
<td align="left">62</td>
<td align="left">9 (14.5)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Eastern</td>
<td align="left">34</td>
<td align="left">10 (29.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Western</td>
<td align="left">341</td>
<td align="left">77 (22.6)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Southern and northern</td>
<td align="left">12</td>
<td align="left">3 (23.1)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Social history</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.087<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Single</td>
<td align="left">435</td>
<td align="left">93 (21.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Married</td>
<td align="left">15</td>
<td align="left">6 (40)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Academic year</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.743<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">First</td>
<td align="left">74</td>
<td align="left">21 (28.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Second</td>
<td align="left">98</td>
<td align="left">18 (18.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Third</td>
<td align="left">87</td>
<td align="left">21 (24.1)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Fourth</td>
<td align="left">70</td>
<td align="left">13 (18.6)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Fifth</td>
<td align="left">77</td>
<td align="left">17 (22.1)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Sixth</td>
<td align="left">44</td>
<td align="left">9 (20.5)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Healthcare college</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.065<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">264</td>
<td align="left">50 (18.9)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">No</td>
<td align="left">186</td>
<td align="left">49 (26.3)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Family income</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.535<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">&#x3c;5,000 riyals</td>
<td align="left">74</td>
<td align="left">21 (28.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">5,000&#x2013;10,000</td>
<td align="left">101</td>
<td align="left">22 (21.8)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">11,000&#x2013;15000</td>
<td align="left">86</td>
<td align="left">18 (20.9)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">&#x3e;15,000</td>
<td align="left">189</td>
<td align="left">38 (20.1)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Nationality</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.237<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Saudi</td>
<td align="left">440</td>
<td align="left">95 (21.6)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Non-saudi</td>
<td align="left">10</td>
<td align="left">4 (40)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Chronic condition</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.002<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">34</td>
<td align="left">15 (44.1)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">No</td>
<td align="left">416</td>
<td align="left">84 (20.2)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="4" align="left">Risk perception</td>
</tr>
<tr>
<td align="left">Perceived susceptibility</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.140<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">19</td>
<td align="left">1 (5.3)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">353</td>
<td align="left">83 (23.5)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">78</td>
<td align="left">15 (19.2)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Perceived severity</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.193<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">3</td>
<td align="left">2 (66.7)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">233</td>
<td align="left">50 (21.5)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">214</td>
<td align="left">47 (22)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Perceived barriers</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">&#x3c;0.001<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">5</td>
<td align="left">3 (60)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">164</td>
<td align="left">18 (11)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">281</td>
<td align="left">78 (27.8)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Perceived benefit</td>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">0.029<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">22</td>
<td align="left">8 (36.4)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">128</td>
<td align="left">19 (14.8)</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">300</td>
<td align="left">72 (24)</td>
<td align="left">&#x200b;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Chi square.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>Fishers exact test.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The percentage distribution of participants across different colleges.</p>
</caption>
<graphic xlink:href="fphar-17-1747976-g001.tif">
<alt-text content-type="machine-generated">Bar graph shows field preferences with percentages: Pharmacy at forty-four percent, Engineering at twenty point seven percent, Science at eleven point six percent, Medicine at eight point two percent, Business Administration at seven point six percent, Others at five point three percent, and Nursing at two point four percent.</alt-text>
</graphic>
</fig>
<p>Based on the three factors identified in the feature selection, the logistic regression models were established as model A and model B, respectively (<xref ref-type="table" rid="T3">Table 3</xref>). In model A, not adjusting for other factors, moderate perceived barrier (P &#x3c; 0.001) and moderate perceived benefit (P &#x3d; 0.036) were associated with the vaccine acceptance variable. Perceived benefit was not significantly associated with vaccine acceptance after adjustment for sociodemographic characteristics (model B). On the contrary, a moderate perceived barrier found a good association with vaccine acceptance (P &#x3c; 0.010).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Association between risk perception and vaccine acceptance.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variables</th>
<th align="left">Model A<break/>crude odds ratio (95% CI)</th>
<th align="left">P value</th>
<th align="left">Model B<break/>adjusted odds ratio (95% CI)</th>
<th align="left">P value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="5" align="left">Perceived susceptibility</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">0.233 (0.029&#x2013;1.88)</td>
<td align="left">0.173</td>
<td align="left">0.111 (0.011&#x2013;1.092)</td>
<td align="left">0.059</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">1.29 (0.698&#x2013;2.387)</td>
<td align="left">0.415</td>
<td align="left">1.200 (0.624&#x2013;2.305)</td>
<td align="left">0.585</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="5" align="left">Perceived severity</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">0.137 (0.012&#x2013;1.537)</td>
<td align="left">0.107</td>
<td align="left">0.237 (0.019&#x2013;2.953)</td>
<td align="left">0.263</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">0.141 (0.012&#x2013;1.586)</td>
<td align="left">0.113</td>
<td align="left">0.243 (0.019&#x2013;3.059)</td>
<td align="left">0.273</td>
</tr>
<tr>
<td colspan="5" align="left">Perceived barriers</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">0.082 (0.013&#x2013;0.525)</td>
<td align="left">0.008</td>
<td align="left">0.059 (0.007&#x2013;0.515)</td>
<td align="left">0.010</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">0.256 (0.042&#x2013;1.562)</td>
<td align="left">0.140</td>
<td align="left">0.168 (0.020&#x2013;1.408)</td>
<td align="left">0.100</td>
</tr>
<tr>
<td colspan="5" align="left">Perceived benefit</td>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">1.810 (0.730&#x2013;4.487)</td>
<td align="left">0.201</td>
<td align="left">2.586 (0.813&#x2013;8.226)</td>
<td align="left">0.107</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="left">0.552 (0.317&#x2013;0.961)</td>
<td align="left">0.036</td>
<td align="left">0.624 (0.339&#x2013;1.149)</td>
<td align="left">0.130</td>
</tr>
<tr>
<td align="left">High</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Moderate perceived barriers were most strongly associated with vaccine acceptance. To investigate this association, we performed multiple logistic regression analyses controlled for sociodemographic variables. Results indicated that females were more likely than males to experience moderate barriers with adjusted odds ratio (aOR) &#x3d; 1.994 (95% CI: 1.267&#x2013;3.138). On the other hand, students from healthcare colleges tended to have moderate barriers less often (aOR) &#x3d; 0.654 (95% CI: 0.428&#x2013;0.998) (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Association of moderate perceived barriers with sociodemographic characteristics.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Characteristics</th>
<th align="left">Adjusted odds ratio (95% confidence interval)</th>
<th align="left">P value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="3" align="left">Gender</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="left">1.950 (1.240&#x2013;3.063)</td>
<td align="left">0.004</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Age</td>
</tr>
<tr>
<td align="left">17&#x2013;20</td>
<td align="left">1.303 (0.690&#x2013;2.462)</td>
<td align="left">0.415</td>
</tr>
<tr>
<td align="left">21 and above</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Province</td>
</tr>
<tr>
<td align="left">Central</td>
<td align="left">1.026 (0.273&#x2013;3.862)</td>
<td align="left">0.970</td>
</tr>
<tr>
<td align="left">Eastern</td>
<td align="left">0.614 (0.143&#x2013;2.85)</td>
<td align="left">0.497</td>
</tr>
<tr>
<td align="left">Western</td>
<td align="left">1.162 (0.338&#x2013;3.997)</td>
<td align="left">0.812</td>
</tr>
<tr>
<td align="left">Southern and northern</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Social</td>
</tr>
<tr>
<td align="left">Single</td>
<td align="left">2.090 (0.621&#x2013;7.031)</td>
<td align="left">0.234</td>
</tr>
<tr>
<td align="left">Married</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Academic year</td>
</tr>
<tr>
<td align="left">First</td>
<td align="left">0.547 (0.203&#x2013;1.476)</td>
<td align="left">0.234</td>
</tr>
<tr>
<td align="left">Second</td>
<td align="left">0.661 (0.262&#x2013;1.669)</td>
<td align="left">0.381</td>
</tr>
<tr>
<td align="left">Third</td>
<td align="left">0.891 (0.394&#x2013;2.019)</td>
<td align="left">0.783</td>
</tr>
<tr>
<td align="left">Fourth</td>
<td align="left">0.869 (0.385&#x2013;1.961)</td>
<td align="left">0.736</td>
</tr>
<tr>
<td align="left">Fifth</td>
<td align="left">0.851 (0.382&#x2013;1.898)</td>
<td align="left">0.694</td>
</tr>
<tr>
<td align="left">Sixth</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Healthcare college</td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">1.563 (1.025&#x2013;2.383)</td>
<td align="left">0.038</td>
</tr>
<tr>
<td align="left">No</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
<tr>
<td colspan="3" align="left">Family income</td>
</tr>
<tr>
<td align="left">&#x3c;5,000 saudi riyals</td>
<td align="left">0.835 (0.464&#x2013;1.501)</td>
<td align="left">0.547</td>
</tr>
<tr>
<td align="left">5,000&#x2013;10,000 saudi riyals</td>
<td align="left">1.008 (0.604&#x2013;1.682)</td>
<td align="left">0.975</td>
</tr>
<tr>
<td align="left">11,000&#x2013;15000 saudi riyals</td>
<td align="left">1.060 (0.618&#x2013;1.819)</td>
<td align="left">0.832</td>
</tr>
<tr>
<td align="left">&#x3e;15,000 saudi riyals</td>
<td align="left">Reference</td>
<td align="left">&#x200b;</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>This national online survey presents novel findings that contribute to the understanding of risk perception theory and influenza vaccine hesitancy among university students in Saudi Arabia. Our results indicate that vaccine acceptance is influenced by a multifactorial interplay, with perceived barriers identified as the strongest predictor. Specifically, a majority of respondents reported high barriers to vaccination; conversely, individuals who perceived low barriers demonstrated significantly higher rates of acceptance. A noteworthy paradox emerged in that, despite high perceived benefits, this did not correlate with increased vaccine acceptance rates when sociodemographic factors were accounted for.</p>
<p>While university students are typically at lower risk for mortality, the relevance of these benefits lies in mitigating morbidity and preserving academic continuity. As demonstrated by Nichol et al., influenza significantly impairs university students&#x2019; academic performance and increases healthcare resource utilization (<xref ref-type="bibr" rid="B32">Nichol et al., 2005</xref>). Furthermore, high coverage in this group is essential for reducing community transmission to vulnerable populations. However, our data indicates that students are already largely aware of these advantages; therefore, this finding suggests that enhancing perceived benefits may be less critical than reducing perceived barriers in the formulation of effective intervention strategies. This lack of predictive power can be attributed to the &#x201c;overriding&#x201d; effect of barriers. Within the HBM framework, while perceived benefits provide the motivation to act, perceived barriers function as the immediate impediments to that action. Since substantial proportion of our sample reported high barriers, these practical and psychological hurdles likely negate the positive influence of benefit awareness, effectively severing the link between knowledge and actual behavior (<xref ref-type="bibr" rid="B27">Liu et al., 2025</xref>).</p>
<p>The findings of this study both align with and diverge from existing research regarding attitudes toward influenza vaccination and the associated barriers at the university students&#x2019; level. The observed contradiction between the perceived high barriers (62.4%) and the high benefit scores (66.7%) in our study corresponds with similar patterns identified in studies conducted across various countries. Furthermore, multiple studies have identified barriers related to safety (<xref ref-type="bibr" rid="B28">Mallhi et al., 2022</xref>; <xref ref-type="bibr" rid="B11">Benjamin and Bahr, 2016</xref>), knowledge (<xref ref-type="bibr" rid="B19">Hashmi et al., 2016</xref>; <xref ref-type="bibr" rid="B40">Su and Chen, 2023</xref>), and time/convenience (<xref ref-type="bibr" rid="B36">Ryan et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Abushouk et al., 2023</xref>). The consistency of this factor suggests that the impediments to vaccination are not confined to individual institutions but rather indicate broader issues affecting the student population.</p>
<p>Healthcare education has emerged as a significant factor across various studies. The observed lower perceived barriers among healthcare students aligns with findings from multiple prior studies, which demonstrate that healthcare students exhibit markedly higher vaccine acceptance, as assessed through knowledge scores (<xref ref-type="bibr" rid="B28">Mallhi et al., 2022</xref>; <xref ref-type="bibr" rid="B4">Al Nufaiei et al., 2023</xref>) or vaccination rates (<xref ref-type="bibr" rid="B36">Ryan et al., 2019</xref>). This trend may imply that formal health education fosters a more comprehensive understanding of the benefits and risks associated with vaccines. However, a recent study conducted by Zou et al. in China indicated that medical students displayed greater hesitation compared to their social science counterparts, indicating possible differences not only in health education between countries but also in cultural aspects of healthcare education itself (<xref ref-type="bibr" rid="B44">Zou et al., 2023</xref>). These variations highlight the necessity of considering cultural and contextual factors when formulating educational interventions.</p>
<p>Variations in the relationship between gender and vaccine perceptions across different studies have been observed. While prior research has produced conflicting results, our study identified an increased likelihood of females experiencing moderate barriers to vaccination. Some studies indicated that females were more inclined to support vaccination (<xref ref-type="bibr" rid="B2">Abushouk et al., 2023</xref>; <xref ref-type="bibr" rid="B39">Silva et al., 2021</xref>), whereas others found no significant gender differences (<xref ref-type="bibr" rid="B4">Al Nufaiei et al., 2023</xref>; <xref ref-type="bibr" rid="B10">Bednarczyk et al., 2015</xref>), and additional studies reported contrary trends (<xref ref-type="bibr" rid="B44">Zou et al., 2023</xref>). This variability suggests that the influence of gender on vaccine acceptance is highly context-dependent. In the specific setting of Saudi Arabia, the increased perception of barriers among females may reflect distinct logistical and social challenges documented in regional literature. Previous studies indicate that women in Saudi Arabia often face greater difficulties accessing healthcare facilities due to reliance on male family members for transportation and competing domestic responsibilities (<xref ref-type="bibr" rid="B29">Mobaraki and S&#xf6;derfeldt, 2010</xref>). Furthermore, women often exhibit higher health anxiety and concern regarding vaccine side effects compared to men, which contributes to the &#x2018;psychological&#x2019; aspect of the HBM barriers construct (<xref ref-type="bibr" rid="B17">Fisher et al., 2020</xref>).</p>
<p>The role of health awareness and risk perception in relation to vaccination acceptance emerged as a prominent theme; however, significant variability was observed. Our study indicated notably higher acceptance rates among students with chronic conditions, although the specific relationship was not directly investigated in the studies under comparison. Notably, Bednarczyk, et al. showed that healthy status was identified as one of the contributing factors to vaccine hesitancy, with 29% of unvaccinated students reporting the belief that &#x201c;I do not need it because I am healthy&#x201d; (<xref ref-type="bibr" rid="B10">Bednarczyk et al., 2015</xref>). Furthermore, the study revealed that awareness regarding the protection of high-risk groups significantly enhanced the willingness to vaccinate among 71% of previously unvaccinated students. Collectively, these findings suggest that both personal health perceptions and awareness of susceptibility&#x2014;both for oneself and for others&#x2014;play a crucial role in influencing vaccination behaviors; nonetheless, the specific pathways may vary depending on the setting and population.</p>
<p>This discrepancy between individuals&#x2019; improved attitudes toward vaccines and the actual rates of vaccination uptake is a paradox that will not go unnoticed. Our findings showed that individuals who perceive few benefits exhibited higher acceptability rates than those who acknowledged more significant benefits. Nonetheless, prior research has indicated positive associations between perceived benefits and vaccine acceptance (<xref ref-type="bibr" rid="B30">Mongeau et al., 2023</xref>; <xref ref-type="bibr" rid="B14">Dopelt et al., 2023</xref>). Murray and Caron offer a potential explanation for this counterintuitive observation, utilizing the framework of the HBM, which suggests that perceived susceptibility and severity may outweigh perceived benefits in the decision-making process (<xref ref-type="bibr" rid="B31">Murray and Caron, 2018</xref>). In other words, various moderating factors influence the relationship between perceived benefits and acceptance. As highlighted by Su and Chen, experiences and social influences are critical determinants of benefit perceptions (<xref ref-type="bibr" rid="B40">Su and Chen, 2023</xref>). This social dimension introduces an additional layer of complexity to vaccine acceptance, indicating that interventions aimed solely at individual knowledge or perceptions may prove inadequate.</p>
<p>Knowledge gaps constituted a significant barrier overall; however, the context of these specific gaps varied across the studies examined. In our study, a strong perception of benefits correlated with high barriers, whereas Hashmi et al. reported that more than half of the students acknowledged a deficiency in knowledge regarding flu vaccines (<xref ref-type="bibr" rid="B19">Hashmi et al., 2016</xref>). Likewise, Mallhi et al. highlighted the discrepancies in knowledge levels between healthcare and non-healthcare students (<xref ref-type="bibr" rid="B28">Mallhi et al., 2022</xref>). These findings suggest that traditional educational strategies may prove inadequate in addressing the multifaceted dimensions of knowledge, perception, and behavior.</p>
<sec id="s4-1">
<title>Strengths and limitations</title>
<p>This study presents several notable strengths that add to its contributions to understanding influenza vaccine hesitancy among university students in Saudi Arabia. A prominent strength is the use of the HBM, a theoretical framework that lends itself well to exploring the psychological determinants of vaccine uptake. This scheme provides a more nuanced perspective on factors affecting vaccine perceptions and acceptability. Finally, the analysis had a large sample size (approximately 450 university students), which increases statistical power and helps make findings more robust and generalizable, given the study population. Data collected through a well-structured and validated questionnaire and multiple rounds of revisions to data clarity further strengthen the reliability.</p>
<p>This study has several limitations that warrant consideration. First, the reliance on convenience sampling recruited via social media platforms introduces selection bias; this approach may overrepresent students who are more digitally active and potentially more health-conscious than the general student population, thereby limiting the generalizability of these findings to the broader national student body. Second, The sample was disproportionately composed of healthcare students due to greater access to their networks, which may limit the generalizability of the findings despite similar flu vaccination acceptance rates between healthcare and non-healthcare students. Third, Although the age category included 17-year-old participants, this reflects that some students begin university at this age. Ethical approval permitted their inclusion; however, recruiting minors online can raise consent-related considerations, which should be addressed in future studies. Second, the cross-sectional design precludes the determination of causal relationships between HBM constructs and vaccine acceptance. Furthermore, given the cross-sectional nature of the data, we cannot rule out reverse causality or cognitive dissonance mechanisms, in which unvaccinated students might retrospectively exaggerate perceived barriers or downplay perceived benefits to rationalize their behavior. Third, the use of self-reported data renders the study susceptible to social desirability bias and recall bias, potentially leading to an overestimation of positive health attitudes or inaccuracies in vaccination history. Fourth, while the HBM constructs were assessed using valid scales, the categorization of continuous Likert-scale scores into ordinal levels (Low, Moderate, High) involves arbitrary cut-offs that may lead to misclassification or the loss of nuanced data. Moreover, although gender and education were analyzed separately, small subgroup sizes limited our ability to reliably examine interaction effects (e.g., gender &#xd7; education), which should be explored in future studies with larger samples. Finally, although the overall sample size was sufficient, certain subgroup analyses&#x2014;such as those involving students with chronic conditions or specific marital statuses&#x2014;relied on small sample sizes, which may limit the statistical reliability of those specific stratified associations.</p>
</sec>
<sec id="s4-2">
<title>Future directions</title>
<p>The findings of this study dictate specific pathways for future research and intervention. Given our observation that high perceived benefits do not correlate with increased uptake, future interventions should move beyond general awareness campaigns that simply extol vaccine advantages. Instead, research should focus on designing and testing targeted interventions that specifically reduce logistical and psychological barriers, which were identified as the strongest predictors of hesitancy. Additionally, future studies should employ longitudinal designs to assess whether reducing these specific barriers leads to a measurable increase in vaccination rates over time. Furthermore, qualitative research is needed to explore the specific nature of the barriers reported by female students, who were found to be significantly more likely to perceive obstacles compared to their male counterparts.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>This study offers substantial insights into the factors influencing the intention to receive the influenza vaccine among university students in Saudi Arabia. It has been demonstrated that perceived barriers serve as the most significant predictor of vaccine acceptance. Although the advantages of vaccination are widely recognized, actual acceptance remains low, indicating that merely emphasizing these benefits may not be adequate. Future initiatives should aim to enhance vaccine uptake by addressing not only cultural barriers but also the educational barriers as perceived by students. Implementing campus-wide vaccination campaigns may also help increase vaccination rates by delivering the vaccines directly to the students instead of inviting them to visit primary healthcare centers. Furthermore, additional longitudinal research is required to assess how these perceptions evolve over time; ideally, vaccination programs should also be implemented within the region. It is imperative that a systematic approach is adopted to improve the targeting of public health efforts, thereby enhancing influenza vaccination rates and overall health within this population.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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="author-contributions" id="s7">
<title>Author contributions</title>
<p>FA: Software, Investigation, Supervision, Methodology, Writing &#x2013; review and editing, Funding acquisition, Conceptualization, Writing &#x2013; original draft, Formal Analysis, Visualization, Resources, Data curation, Validation, Project administration. RA: Writing &#x2013; original draft, Investigation, Data curation, Resources, Project administration, Formal Analysis, Conceptualization, Methodology. AA: Validation, Conceptualization, Investigation, Resources, Data curation, Formal Analysis, Writing &#x2013; original draft, Methodology. DA: Methodology, Resources, Investigation, Data curation, Writing &#x2013; original draft, Conceptualization, Formal Analysis. NB: Methodology, Data curation, Investigation, Conceptualization, Validation, Writing &#x2013; original draft, Resources, Formal Analysis. ShA: Investigation, Methodology, Data curation, Resources, Conceptualization, Writing &#x2013; original draft, Formal Analysis. SaA: Investigation, Conceptualization, Writing &#x2013; original draft, Data curation, Methodology, Resources, Formal Analysis. FA: Formal Analysis, Methodology, Data curation, Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review and editing, Resources, Investigation. HF: Writing &#x2013; review and editing, Methodology, Data curation, Writing &#x2013; original draft, Investigation, Resources, Formal Analysis, Conceptualization. WA: Writing &#x2013; original draft, Methodology, Formal Analysis, Resources, Conceptualization, Investigation, Data curation. AT: Validation, Conceptualization, Data curation, Project administration, Writing &#x2013; review and editing, Supervision, Writing &#x2013; original draft, Methodology, Resources, Formal Analysis, Investigation, Funding acquisition, Visualization, Software. MM: Conceptualization, Methodology, Investigation, Writing &#x2013; original draft, Resources, Formal Analysis. MA: Funding acquisition, Project administration, Validation, Formal Analysis, Resources, Writing &#x2013; review and editing, Writing &#x2013; original draft, Supervision, Software, Data curation, Methodology, Investigation, Visualization, Conceptualization.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="s10">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not 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="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/14310/overview">Brian Godman</ext-link>, Sefako Makgatho Health Sciences University, South Africa</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/189322/overview">Karel Allegaert</ext-link>, KU Leuven, Belgium</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1470247/overview">Victor Daka</ext-link>, Copperbelt University, Zambia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2255819/overview">Nathan Mugenyi</ext-link>, Mbarara University of Science and Technology, Uganda</p>
</fn>
</fn-group>
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