<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Form Res</journal-id><journal-id journal-id-type="publisher-id">formative</journal-id><journal-id journal-id-type="index">27</journal-id><journal-title>JMIR Formative Research</journal-title><abbrev-journal-title>JMIR Form Res</abbrev-journal-title><issn pub-type="epub">2561-326X</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v10i1e95392</article-id><article-id pub-id-type="doi">10.2196/95392</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Medical Students&#x2019; Perceptions and Attitudes Toward English as a Medium of Instruction at the Faculty of Medicine and Pharmacy of Rabat: Cross-Sectional Study</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Maaroufi</surname><given-names>Ilham</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Razine</surname><given-names>Rachid</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Zeghari</surname><given-names>Zhor</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Zeddari</surname><given-names>Ikbal</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Laayadi</surname><given-names>Driss</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Obtel</surname><given-names>Majdouline</given-names></name><degrees>MD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Belayachi</surname><given-names>Jihane</given-names></name><degrees>MD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff5">5</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Abouqal</surname><given-names>Redouane</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff5">5</xref></contrib></contrib-group><aff id="aff1"><institution>Laboratory of Biostatistics, Clinical Research, and Epidemiology, Faculty of Medicine and Pharmacy, Mohammed V University in Rabat</institution><addr-line>Rabat</addr-line><country>Morocco</country></aff><aff id="aff2"><institution>Department of Cardiovascular Surgery, Ibn Sina University Hospital</institution><addr-line>Impasse Souissi</addr-line><addr-line>Rabat</addr-line><country>Morocco</country></aff><aff id="aff3"><institution>Laboratory of Community Health (Public Health, Preventive Medicine, and Hygiene), Department of Public Health, Faculty of Medicine and Pharmacy, Mohammed V University in Rabat</institution><addr-line>Rabat</addr-line><country>Morocco</country></aff><aff id="aff4"><institution>Department of English, Faculty of Letters and Human Sciences, Mohammed V University in Rabat</institution><addr-line>Rabat</addr-line><country>Morocco</country></aff><aff id="aff5"><institution>Acute Medical Unit, Ibn Sina University Hospital</institution><addr-line>Rabat</addr-line><country>Morocco</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Steenstra</surname><given-names>Ivan</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Kaspar</surname><given-names>Annette</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Razkane</surname><given-names>Hassane</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Ament</surname><given-names>Jennifer</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Ilham Maaroufi, MD, Department of Cardiovascular Surgery, Ibn Sina University Hospital, Impasse Souissi, Rabat, 10100, Morocco, 212 5 37 77 29 81; <email>ilham.maaroufi11@gmail.com</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>23</day><month>7</month><year>2026</year></pub-date><volume>10</volume><elocation-id>e95392</elocation-id><history><date date-type="received"><day>16</day><month>03</month><year>2026</year></date><date date-type="rev-recd"><day>29</day><month>05</month><year>2026</year></date><date date-type="accepted"><day>29</day><month>05</month><year>2026</year></date></history><copyright-statement>&#x00A9; Ilham Maaroufi, Rachid Razine, Zhor Zeghari, Ikbal Zeddari, Driss Laayadi, Majdouline Obtel, Jihane Belayachi, Redouane Abouqal. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 23.7.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://formative.jmir.org/2026/1/e95392"/><abstract><sec><title>Background</title><p>The global adoption of English-medium instruction (EMI) in higher education has introduced complex implementation challenges, the severity of which often depends on the resources available within specific educational contexts. Evidence remains limited in public medical schools in under-resourced, non-Anglophone countries, which serve a socioeconomically and educationally diverse student population. In such settings, the direct transfer of existing EMI integration models presents significant practical challenges.</p></sec><sec><title>Objective</title><p>This exploratory, observational, monocentric study aimed to investigate medical students&#x2019; perceptions and attitudes toward EMI implementation at the Faculty of Medicine and Pharmacy of Rabat (FMPR) in Morocco and to evaluate their readiness for EMI adoption.</p></sec><sec sec-type="methods"><title>Methods</title><p>A cross-sectional survey was administered to 102 second-cycle medical students at FMPR. The 23-item questionnaire included Likert-type scales and multiple-choice questions across 4 domains: demographic data, self-reported English language proficiency, language perceptions and attitudes, and EMI needs. Bivariate, univariate, and multivariate logistic regression analyses were conducted to determine the effects of the explanatory variables on EMI choice.</p></sec><sec sec-type="results"><title>Results</title><p>The sample comprised 65 female and 37 male participants. Most reported using English speaking and listening skills &#x201C;often&#x201D; on a daily basis, while writing skills were reported as being used &#x201C;rarely.&#x201D; Participants rated their general English proficiency and their academic listening and reading skills as &#x201C;good.&#x201D; Overall, 82.4% (84/102) of students were strongly in favor of implementing EMI at FMPR. Bivariate analysis showed significant positive associations between EMI choice and age (<italic>P</italic>=.04), course year (<italic>P</italic>&#x003C;.001), interest in learning English (<italic>P</italic>=.006), and the belief that English should be the language of higher education (<italic>P</italic>=.02). Preference for EMI increased alongside course year, peaking at 96.4% (27/28) among students in the third and fourth years. Multivariate logistic regression confirmed that being in the fourth vs third course year (adjusted odds ratio 22.12, 95% CI 2.56&#x2010;190.84; <italic>P</italic>=.005) and having an interest in learning English (adjusted odds ratio 5.12, 95% CI 1.05&#x2010;25.03; <italic>P</italic>=.04) were significant positive predictors of EMI choice.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Medical students at FMPR exhibit highly positive perceptions and attitudes toward the potential implementation of EMI, despite variations in their self-reported English readiness. These findings provide actionable insights for the successful integration of EMI that extend beyond the Moroccan context, offering a valuable framework for medical institutions in other under-resourced, low- and middle-income, non-Anglophone settings across the Global South.</p></sec></abstract><kwd-group><kwd>English-medium instruction</kwd><kwd>medical education</kwd><kwd>students&#x2019; perceptions</kwd><kwd>attitudes</kwd><kwd>Morocco</kwd><kwd>Global South</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><sec id="s1-1"><title>Conceptual Framework: Epistemic Justice and Constructivism</title><p>The 21st century has witnessed the consolidation of English as the global lingua franca for science, technology, and medicine, driving the EMI expansion across higher education systems in Europe, Asia, and beyond [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref7">7</xref>]. However, while the adoption of English-medium instruction (EMI) is rapidly expanding globally, public medical schools in low-income and middle-income non-Anglophone countries often face significant structural and pedagogical barriers to its equitable implementation [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>].</p><p>Therefore, to critically analyze the EMI adoption in postcolonial, resource-constrained settings, it is essential to establish a conceptual foundation at the outset. As R&#x2019;boul [<xref ref-type="bibr" rid="ref10">10</xref>] cautions, language policies in the Global South are deeply intertwined with linguistic dependency and epistemic justice [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. The uncritical imposition of a foreign language can be prejudicial to vulnerable students [<xref ref-type="bibr" rid="ref13">13</xref>]. Consequently, this study adopts a constructivist understanding, which posits that Moroccan students are not passive recipients of top-down educational directives [<xref ref-type="bibr" rid="ref14">14</xref>-<xref ref-type="bibr" rid="ref17">17</xref>]. Instead, their perceptions and attitudes toward EMI implementation are actively shaped by their sociolinguistic environment, balancing historical linguistic inequities with the democratizing promise of English.</p></sec><sec id="s1-2"><title>Global Expansion of EMI</title><p>Viewed from this perspective, a review of the empirical literature regarding students&#x2019; perceptions of EMI reveals a complex global landscape. In higher education, EMI has been increasingly adopted in non-Anglophone settings to enhance students&#x2019; access to global communication, employability, and institutional competitiveness [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. In Europe, medical schools are increasingly adopting EMI to standardize curricula and drive the internationalization of medical education [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. In Asia, universities leverage EMI to foster intercultural exchange and bolster their international reputation within an expanding competitive market [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>]. Across Africa, EMI adoption in higher education extends beyond former British colonies, with countries previously colonized by France, Germany, and Portugal embracing English as a gateway to globalized higher education [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>].</p></sec><sec id="s1-3"><title>EMI in the Middle East and North Africa Region</title><p>This trend is expanding into the Middle East and North Africa region, where the introduction of EMI in medical education is increasingly viewed as a necessary bridge to align health care systems with global scientific standards and facilitate the acquisition of indispensable medical terminology [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. Middle-Eastern countries are adopting EMI in medical schools as part of broader strategic transitions toward knowledge-based economies. In their medical schools, EMI is dominant and often supported by favorable student attitudes, as observed in Saudi Arabia [<xref ref-type="bibr" rid="ref25">25</xref>-<xref ref-type="bibr" rid="ref27">27</xref>]. While students report advantages, they also often face challenges when transitioning from Arabic-language high school education to English-medium higher education [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref28">28</xref>].</p><p>Although English is well-established in Egyptian medical education due to British historical influence, countries like Libya are cautiously adopting EMI, even though Arabic remains the dominant instructional medium [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. In Francophone North-African countries, despite French retaining its dominance in higher education due to linguistic policies inherited from French colonialism, EMI programs are progressively embraced in medical schools to meet international medical standards [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>].</p></sec><sec id="s1-4"><title>The Moroccan Context: Sociolinguistic Duality and Student Attitudes</title><p>In Morocco, EMI implementation creates a sociolinguistic duality that mirrors broader patterns observed across North African higher education systems, where English is progressively being promoted [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref29">29</xref>]. Research indicates a strong general enthusiasm for English among Moroccan students and highly positive perceptions toward EMI [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref36">36</xref>]. However, recent empirical studies in Moroccan higher education have reported that many students frequently express anxiety regarding their English proficiency, preparedness, and the adequacy of institutional support [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>].</p><p>To understand these ambivalent attitudes, where enthusiasm for English coexists with academic anxiety, it is essential to examine the unique paradox of the Moroccan sociolinguistic landscape. Historically, the enduring dominance of French as the sole language of science has acted as a barrier to educational equity. This dominance favors students from privileged socioeconomic backgrounds who have access to costly French-medium private primary and secondary schooling, which significantly impacts academic performance [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Conversely, English is largely devoid of colonial connotations for Moroccan youth and is increasingly democratized through digital engagement and globalized media, fostering basic interpersonal communication skills among a highly favorable youth population [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>].</p><p>Aligning with this evolving sociocultural reality and recent United Kingdom&#x2013;Morocco educational agreements aimed at enhancing English integration, Morocco is strategically advancing the status of English within its educational system through the 2022&#x2010;2026 Educational Roadmap [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>]. The primary goal of this reform is to enhance systemic competitiveness by strengthening English proficiency across higher education [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. Although EMI has the potential to foster epistemic justice and offer a more inclusive linguistic alternative for future physicians [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref15">15</xref>], its implementation in public medical education must be managed cautiously to mitigate dual cognitive burdens and ensure adequate preparedness of both educators and students [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref37">37</xref>].</p><p>Furthermore, at the individual level, sociodemographic factors, specifically sex, are theoretically relevant when analyzing students&#x2019; attitudes. Recent meta-analyses indicate that while sex is a frequently examined variable, sex-related differences in language learning anxiety are complex and not consistently statistically significant across all contexts [<xref ref-type="bibr" rid="ref41">41</xref>]. Therefore, including sex in our statistical analysis allows us to empirically test its specific influence within the Moroccan medical EMI context.</p></sec><sec id="s1-5"><title>Research Gap and Study Objectives</title><p>While several universities are diversifying their pedagogical offerings to attract international students, research on EMI readiness in Moroccan public medical schools like the Faculty of Medicine and Pharmacy of Rabat (FMPR) remains notably scarce [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. To the best of our knowledge, no formative studies have evaluated students&#x2019; perceptions and attitudes toward EMI implementation specifically within a public medical school like FMPR. Unlike privileged private institutions, FMPR attracts a socioeconomically diverse population, many of whom lack the financial resources required for supplemental academic English training. This presents a critical research gap with profound implications for equitable access to globalized medical education, positioning FMPR as a critical case study to explore EMI implementation challenges in public medical education.</p><p>The urgency of EMI integration in the Global South is amplified by international accreditation pressures. The World Federation for Medical Education (WFME) now underpins the global recognition of medical school accreditation [<xref ref-type="bibr" rid="ref42">42</xref>]. Starting in 2024, the Educational Commission for Foreign Medical Graduates requires that applicants to the United States Medical Licensing Examination graduate from a medical school accredited by a WFME-recognized agency [<xref ref-type="bibr" rid="ref43">43</xref>]. Public faculties, which are lagging behind private institutions in EMI adoption, risk severely limiting their students&#x2019; global mobility and career prospects.</p><p>To address these systemic needs and explore the potential for equitable EMI integration, this formative study investigates medical students&#x2019; perceptions and attitudes toward EMI implementation at FMPR, alongside their self-perceived English readiness. Using an exploratory, observational, and monocentric design, this research aims to answer the following questions:</p><list list-type="order"><list-item><p>What are the students&#x2019; perceived English proficiency across the 4 language skills, particularly in academic English?</p></list-item><list-item><p>What are the students&#x2019; perceptions and attitudes toward the potential integration of EMI at FMPR?</p></list-item><list-item><p>What factors underpin students&#x2019; EMI choices (sociodemographic and English-related attitudinal factors)?</p></list-item></list><p>By focusing on a socioeconomically diverse student population, this study provides actionable insights to guide evidence-based language policies in comparable Global South contexts.</p></sec></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>This research is an exploratory, observational, and monocentric cross-sectional study conducted at FMPR during the 2023&#x2010;2024 academic year. The study adhered to the STROBE (Strengthening the Reporting of Observational Studies in Epidemiology) guidelines (<xref ref-type="supplementary-material" rid="app2">Checklist 1</xref>). An exploratory design was chosen because there is no prior research on EMI implementation within a Moroccan public medical faculty. The observational aspect focused on collecting descriptive data from the sample through a quantitative approach, using a questionnaire with Likert-type scale items and multiple-choice questions.</p></sec><sec id="s2-2"><title>Participants and Setting</title><p>The target population consisted of medical students enrolled at FMPR during the 2023&#x2010;2024 academic year. A convenience sampling method was used, resulting in a sample of 102 undergraduate medical students from the second cycle of the medical curriculum (third, fourth, fifth, and sixth years of study). This sample size was considered appropriate for an exploratory study aimed at identifying preliminary trends. The inclusion criteria encompassed all enrolled students who were able to complete the questionnaire in French (the main instructional medium at FMPR) or, where applicable, in English, provided they were proficient in either French or English. The exclusion criteria were limited to students who declined to participate or who submitted incomplete questionnaires. All 102 participants completed the French version of the questionnaire.</p><p>Demographically, the final sample consisted of 65 (63.7%) female and 37 (36.3%) male participants, with a median age of 21 (IQR 21&#x2010;23; range 20&#x2010;25 y) years and a mean age of 21.8 (SD 1.43) years. Regarding socioeconomic and educational backgrounds, FMPR encompasses a highly diverse student population. This includes individuals from modest socioeconomic backgrounds who attended public high schools, as well as those from privileged social classes with prior access to private French-medium schooling.</p></sec><sec id="s2-3"><title>Ethical Considerations</title><p>According to the Ethics Committee for Biomedical Research at FMPR and Article 2 of Moroccan Law No. 28&#x2010;13 [<xref ref-type="bibr" rid="ref44">44</xref>], noninterventional observational research falls strictly outside the scope of formal biomedical ethics review. Accordingly, no formal ethics approval or exemption was applied for this educational survey, and no protocol number is applicable. Nevertheless, the study was conducted in strict accordance with the ethical principles of the Declaration of Helsinki. All participants provided written informed consent prior to participating. No identifying or sensitive personal information was collected, and all responses were gathered anonymously.</p></sec><sec id="s2-4"><title>Study Instrument</title><p>Data were collected using a custom-developed questionnaire divided into 4 sections. The first section gathered demographic data (3 items: age, sex, and course year). The second section (8 items) assessed students&#x2019; perceived proficiency in English, including their background, usage in general and academic contexts, and exposure across the 4 main language skills. For instance, students were asked to rate their perceived English proficiency on a scale of 0 to 5 for tasks such as &#x201C;Reading medicine textbooks in English&#x201D; and &#x201C;Communicating in English with my course instructors.&#x201D; The third section (1 matrix question comprising 9 Likert-scale items) explored perceptions and attitudes toward EMI. Items regarding perceived benefits and disadvantages were developed based on the existing literature [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Representative items from this section asked students to rate their agreement from 1 (&#x201C;strongly disagree&#x201D;) to 5 (&#x201C;strongly agree&#x201D;) on statements such as &#x201C;English should be the language of higher education&#x201D; and &#x201C;If an English program is offered in my faculty, I will definitely go for it.&#x201D; The fourth section investigated students&#x2019; future EMI needs. The complete self-administered questionnaire, including all items on demographic characteristics, perceived English proficiency, language perceptions and attitudes, and EMI needs, is provided in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. This study reports exclusively on data collected from the first 3 sections.</p><p>The questionnaire&#x2019;s validity and reliability were established through rigorous, complementary methods. First, content and face validity were established through pilot testing among 15 participants from the target group, who assessed the items for clarity, relevance, and comprehensibility. Expert evaluation was subsequently conducted by 6 specialists, including 3 professors of medicine and methodology and 3 experts in English studies and EMI. The questionnaire was iteratively refined based on their recommendations until final approval was reached.</p><p>The questionnaire was developed as a shared instrument across 2 related studies examining complementary aspects of EMI in medical education. To assess the construct validity and dimensional structure of the perceived English proficiency items, we conducted an exploratory factor analysis (EFA) on the 17 items from Section II (Q8: general proficiency; Q9: academic proficiency; Q10: exposure to English) using maximum likelihood extraction with varimax rotation. The Language Perceptions and Attitudes scale (Section III, Q12, 9 items) was validated through expert content review and pilot testing and is reported descriptively as a separate content-validated scale.</p><p>Although the EFA confirmed the construct validity and dimensional structure of the perceived English proficiency items, we chose to present the descriptive results according to the original theoretical dimensions of the questionnaire, namely, Perceived English Proficiency and Language Perceptions and Attitudes toward EMI. We believe this approach better preserves the conceptual integrity of our framework and allows for more meaningful comparisons with previous EMI studies conducted in similar contexts.</p></sec><sec id="s2-5"><title>Data Collection</title><p>Data collection was conducted during the spring semester of the 2023&#x2010;2024 academic year (from March to May). The survey used self-administered, paper-based questionnaires, which were available in both French and English, allowing respondents to choose their preferred language version to maximize comprehension and response validity. Students received clear written instructions on how to appropriately fill out the Likert scales and multiple-choice items. A total of 130 questionnaires were distributed in person to medical students, primarily at the end of their lectures. They completed the survey in 10 to 15 minutes. Of these, 28 were incompletely answered and thus excluded, leaving 102 valid responses for the final analysis.</p></sec><sec id="s2-6"><title>Statistical Analysis</title><p>Statistical analysis was performed using the open-source software Jamovi (version 2.6.26; The Jamovi Project) [<xref ref-type="bibr" rid="ref45">45</xref>]. For analytical purposes, all response scales were recoded into 3 categories prior to analysis. Items were then aggregated into dimension mean scores to measure the intended constructs: perceived proficiency in English, as well as language perceptions and attitudes toward EMI. To ensure data integrity, any questionnaire containing missing or incomplete responses was entirely excluded from the dataset prior to statistical analysis.</p><p>Descriptive statistics were calculated for all variables. The normality of quantitative variables was assessed using the Shapiro-Wilk test. Quantitative variables with non-Gaussian distributions were reported as medians and IQR, whereas qualitative variables were expressed as frequencies and percentages.</p><p>Bivariate analyses were conducted using the chi-square test or Fisher exact test, as appropriate. Univariate and multivariate logistic regression models were used to determine the effect of the explanatory variables on the dependent variable &#x201C;EMI choice.&#x201D; For the multivariate analysis, independent variables were initially selected based on their statistical significance in the preliminary bivariate analysis. Additionally, specific variables, such as sex and &#x201C;English is useful for the medical field,&#x201D; were forced into the initial model based on their contextual and theoretical relevance. A backward stepwise regression method was subsequently applied to retain the most robust statistical predictors. A <italic>P</italic> value &#x003C;.05 was considered statistically significant. Associations were expressed as odds ratios (ORs) and adjusted odds ratios (aORs) with 95% CIs.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>EFA and Reliability</title><p>The data demonstrated excellent suitability for factor analysis (Kaiser-Meyer-Olkin [KMO]=0.903; Bartlett <italic>&#x03C7;</italic>&#x00B2;<sub>136</sub>=1505; <italic>P</italic>&#x003C;.001), yielding 2 factors that together explained 62.5% of the total variance. The internal consistency reliability of each dimension was subsequently assessed using Cronbach &#x03B1;, with a cut-off of 0.50 considered acceptable for exploratory research [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>] (<xref ref-type="table" rid="table1">Table 1</xref>).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Psychometric properties of the exploratory factor analysis (EFA) factors and the questionnaire dimensions<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup>.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Psychometric properties</td><td align="left" valign="bottom">Items, n</td><td align="left" valign="bottom">Factor loadings</td><td align="left" valign="bottom">Cronbach &#x03B1;</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="4">EFA derived factors</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>F1: Academic English proficiency (question 9)</td><td align="left" valign="top">7</td><td align="left" valign="top">0.660-0.905</td><td align="left" valign="top">0.943</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>F2: General English proficiency and exposure (questions 8 and 10)<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup></td><td align="left" valign="top">10</td><td align="left" valign="top">0.566-0.811</td><td align="left" valign="top">0.920</td></tr><tr><td align="left" valign="top" colspan="4">Questionnaire dimensions</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Perceived English proficiency (F1+F2)</td><td align="left" valign="top">17</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table1fn3">c</xref></sup></td><td align="left" valign="top">0.949</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Language perceptions and attitudes toward EMI<sup><xref ref-type="table-fn" rid="table1fn4">d</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table1fn5">e</xref></sup></td><td align="left" valign="top">7</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">0.670</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>Kaiser-Meyer-Olkin [KMO]=0.903; Bartlett <italic>&#x03C7;</italic>&#x00B2;<sub>136</sub>=1505; <italic>P</italic>&#x003C;.001; total variance explained=62.5%.</p></fn><fn id="table1fn2"><p><sup>b</sup>Item &#x201C;Private English classes&#x201D; was excluded from factor 2 due to high uniqueness (0.898), indicating insufficient shared variance with the other exposure items.</p></fn><fn id="table1fn3"><p><sup>c</sup>Not applicable.</p></fn><fn id="table1fn4"><p><sup>d</sup>&#x201C;Language Perceptions and Attitudes toward EMI&#x201D; is reported descriptively as a content-validated scale, not included in the EFA. The item &#x201C;I like learning English&#x201D; was excluded due to conceptual redundancy with the item &#x201C;I like to use English.&#x201D; The item &#x201C;We should keep both French and English as mediums  of instruction&#x201D; was removed following reliability analysis, as it correlated negatively with the total scale (&#x03B1; without item=0.670 vs &#x03B1; with item=0.483), suggesting it measures a conceptually distinct construct.</p></fn><fn id="table1fn5"><p><sup>e</sup>EMI: English-medium instruction.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-2"><title>Participant Characteristics</title><p>Regarding academic progression, among 102 students, 39 (38.2%) were in their third year of study, 28 (27.5%) in their fourth year, 20 (19.6%) in their fifth year, and 15 (14.7%) in their sixth year. The vast majority of participants (n=95, 93.1%) reported speaking English in their daily lives. Over half (n=53, 52.0%) started learning English in primary school, while 35 (34.3%) began in secondary school. However, only 29 (28.4%) students held an English certification aligned with the Common European Framework of Reference for Languages (CEFR), specifically at B2 (n=10, 9.8%), C1 (n=10, 9.8%), and C2 (n=5, 4.9%) levels.</p></sec><sec id="s3-3"><title>Students&#x2019; Perceived English Proficiency</title><sec id="s3-3-1"><title>Exposure to English</title><p>Participants reported &#x201C;moderate to frequent exposure&#x201D; to English (7 items; mean score 2.28/3, range reporting &#x201C;often&#x201D; 12.7%&#x2010;87.3%; <xref ref-type="table" rid="table2">Table 2</xref>). All participants declared frequently (&#x201C;often&#x201D;) practicing speaking and listening skills through habits such as interacting with friends, watching television, and listening to English music or podcasts. Conversely, exposure to writing in English was reported as &#x201C;rare&#x201D; (<xref ref-type="table" rid="table2">Table 2</xref>).</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Students with exposure to English (N=102).</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Activity</td><td align="left" valign="bottom">Rarely, n (%)</td><td align="left" valign="bottom">Sometimes, n (%)</td><td align="left" valign="bottom">Often, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Interacting with friends</td><td align="left" valign="top">18 (17.6)</td><td align="left" valign="top">32 (31.4)</td><td align="left" valign="top">52 (51)</td></tr><tr><td align="left" valign="top">Watching movies</td><td align="left" valign="top">5 (4.9)</td><td align="left" valign="top">8 (7.8)</td><td align="left" valign="top">89 (87.3)</td></tr><tr><td align="left" valign="top">Listening to the radio/music</td><td align="left" valign="top">6 (5.9)</td><td align="left" valign="top">8 (7.8)</td><td align="left" valign="top">88 (86.3)</td></tr><tr><td align="left" valign="top">Listening to podcasts</td><td align="left" valign="top">10 (9.8)</td><td align="left" valign="top">25 (24.5)</td><td align="left" valign="top">67 (65.7)</td></tr><tr><td align="left" valign="top">Reading</td><td align="left" valign="top">13 (12.7)</td><td align="left" valign="top">40 (39.2)</td><td align="left" valign="top">49 (48.0)</td></tr><tr><td align="left" valign="top">Free writing</td><td align="left" valign="top">53 (52)</td><td align="left" valign="top">32 (31.4)</td><td align="left" valign="top">17 (16.7)</td></tr><tr><td align="left" valign="top">Private English classes</td><td align="left" valign="top">69 (67.6)</td><td align="left" valign="top">20 (19.6)</td><td align="left" valign="top">13 (12.7)</td></tr></tbody></table></table-wrap></sec><sec id="s3-3-2"><title>General and Academic Perceived English Proficiency</title><p>Regarding general English competencies, self-reported proficiency was largely positive (4 items; mean score 2.58/3, range rating &#x201C;good&#x201D; 60.8%&#x2010;75.5%). The majority of participants evaluated their abilities as &#x201C;good&#x201D; across routine tasks, including listening, reading, writing on social media, and speaking during everyday interactions.</p><p>In contrast, perceptions of academic English proficiency were notably lower (7 items; mean score 2.05/3, range rating &#x201C;average&#x201D; to &#x201C;good&#x201D; 19.6%&#x2010;53.9%). Participants rated their receptive skills (listening and reading) as &#x201C;good,&#x201D; whereas their productive skills (speaking and writing) were considered &#x201C;average.&#x201D; Specifically, the majority of students considered their ability to write a scientific research study as &#x201C;basic.&#x201D; A minority of respondents expressed apprehension regarding specific academic tasks, rating their skills as &#x201C;basic&#x201D; for understanding videos on medical issues (11/102, 10.8%), comprehending English-medium medical textbooks (17/102, 16.7%), writing academic assignments in English (25/102, 24.5%), participating in class discussions (29/102, 28.4%), and preparing and delivering presentations (31/102, 30.4%; <xref ref-type="table" rid="table3">Table 3</xref>).</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Perceived students&#x2019; skills in general and academic English (N=102).</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Skills</td><td align="left" valign="bottom">Basic, n (%)</td><td align="left" valign="bottom">Average, n (%)</td><td align="left" valign="bottom">Good, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="4">General English</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Speak in regular everyday interactions</td><td align="left" valign="top">10 (9.8)</td><td align="left" valign="top">30 (29.4)</td><td align="left" valign="top">62 (60.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Listen in regular daily interactions</td><td align="left" valign="top">7 (6.9)</td><td align="left" valign="top">18 (17.6)</td><td align="left" valign="top">77 (75.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Read about general topics of interest to me (newspapers, magazines, and books)</td><td align="left" valign="top">9 (8.8)</td><td align="left" valign="top">26 (25.5)</td><td align="left" valign="top">67 (65.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Communicate in writing on social media platforms</td><td align="left" valign="top">7 (6.9)</td><td align="left" valign="top">26 (25.5)</td><td align="left" valign="top">69 (67.6)</td></tr><tr><td align="left" valign="top" colspan="4">Academic English</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Discuss technical ideas in the field of medicine</td><td align="left" valign="top">29 (28.4)</td><td align="left" valign="top">46 (45.1)</td><td align="left" valign="top">27 (26.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Prepare and deliver a presentation about a medical issue</td><td align="left" valign="top">31 (30.4)</td><td align="left" valign="top">47 (46.1)</td><td align="left" valign="top">24 (23.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Understand videos about medical issues</td><td align="left" valign="top">11 (10.8)</td><td align="left" valign="top">36 (35.3)</td><td align="left" valign="top">55 (53.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Read medicine textbooks written in English</td><td align="left" valign="top">17 (16.7)</td><td align="left" valign="top">36 (35.3)</td><td align="left" valign="top">49 (48.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Write class assignments in English about topics in medicine</td><td align="left" valign="top">25 (24.5)</td><td align="left" valign="top">50 (49)</td><td align="left" valign="top">27 (26.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Communicate in English with my course instructors</td><td align="left" valign="top">30 (29.4)</td><td align="left" valign="top">45 (44.1)</td><td align="left" valign="top">27 (26.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Write a scientific article for publication in a medical journal</td><td align="left" valign="top">44 (43.1)</td><td align="left" valign="top">38 (37.3)</td><td align="left" valign="top">20 (19.6)</td></tr></tbody></table></table-wrap></sec></sec><sec id="s3-4"><title>Students&#x2019; Perceptions and Attitudes Toward English and EMI</title><sec id="s3-4-1"><title>Perceptions and Attitudes Toward English and EMI</title><p>Participants demonstrated favorable perceptions and attitudes toward English and EMI implementation in medical education (9 items; mean score 2.83/3, range of &#x201C;agree&#x201D; 64.7%&#x2010;98.0%; <xref ref-type="table" rid="table4">Table 4</xref>). Among 102 students, 98 (96.1%) agreed that English is useful in the medical field, and 90 (88.2%) believed that English should be the language of higher education. However, 74 (72.5%) students expressed a preference for maintaining a bilingual medical curriculum, using both French and English as media of instruction at the faculty.</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Students&#x2019; perceptions and attitudes (N=102).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Statement</td><td align="left" valign="bottom">Agree, n (%)</td><td align="left" valign="bottom">Neutral, n (%)</td><td align="left" valign="bottom">Disagree, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">I like to learn English</td><td align="left" valign="top">91 (89.2)</td><td align="left" valign="top">7 (6.9)</td><td align="left" valign="top">4 (3.9)</td></tr><tr><td align="left" valign="top">I like to use English</td><td align="left" valign="top">85 (83.3)</td><td align="left" valign="top">15 (14.7)</td><td align="left" valign="top">2 (2.0)</td></tr><tr><td align="left" valign="top">English is very useful for work in Morocco</td><td align="left" valign="top">66 (64.7)</td><td align="left" valign="top">35 (34.3)</td><td align="left" valign="top">1 (1.0)</td></tr><tr><td align="left" valign="top">English is useful for the medical scientific field</td><td align="left" valign="top">98 (96.1)</td><td align="left" valign="top">4 (3.9)</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">English should be the language of higher education</td><td align="left" valign="top">90 (88.2)</td><td align="left" valign="top">11 (10.8)</td><td align="left" valign="top">1 (1.0)</td></tr><tr><td align="left" valign="top">We should have more courses using EMI<sup><xref ref-type="table-fn" rid="table4fn2">b</xref></sup> in higher education</td><td align="left" valign="top">89 (87.3)</td><td align="left" valign="top">13 (12.7)</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">If an EMI program is offered in my faculty, I will definitely go for it</td><td align="left" valign="top">84 (82.4)</td><td align="left" valign="top">18 (17.6)</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">Multilingualism offers me advantages</td><td align="left" valign="top">100 (98.0)</td><td align="left" valign="top">2 (2.0)</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">We should keep both French and English as mediums of instruction in higher education</td><td align="left" valign="top">74 (72.5)</td><td align="left" valign="top">25 (24.5)</td><td align="left" valign="top">3 (2.9)</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>Not applicable.</p></fn><fn id="table4fn2"><p><sup>b</sup>EMI: English-medium instruction.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-4-2"><title>Perceived Benefits and Disadvantages of EMI</title><p>Participants recognized significant advantages to EMI implementation (4 items; mean score 2.48/3, range of &#x201C;yes&#x201D; 65.7%&#x2010;83.2%; <xref ref-type="table" rid="table5">Table 5</xref>). Specifically, respondents indicated that EMI would facilitate international mobility (85/102, 83.3%), provide better professional opportunities (82/102, 80.4%), enhance the learning of medical content (71/102, 69.6%), and improve their English skills (67/102, 65.7%).</p><p>Conversely, perceived disadvantages received lower rates of agreement (4 items; mean score 1.30/3, range of &#x201C;yes&#x201D; 2.9%&#x2010;36.3%; <xref ref-type="table" rid="table5">Table 5</xref>). Reported concerns included the potential difficulty of learning medical subjects in English (37/102, 36.3%), the erosion of the native language (15/102, 14.7%), the loss of local culture (8/102, 7.8%), and the loss of personal identity (3/102, 2.9%).</p><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Perceived benefits and disadvantages of English-medium instruction (EMI) according to students (N=102).</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Statement</td><td align="left" valign="bottom">Yes, n (%)</td><td align="left" valign="bottom">No, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="3">Advantages</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>To improve my level of English skills (listening, speaking, oral interactions, presentations, debates, reading, writing)</td><td align="left" valign="top">67 (65.7)</td><td align="left" valign="top">35 (34.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>To improve my learning of the medical content subjects</td><td align="left" valign="top">71 (69.6)</td><td align="left" valign="top">31 (30.4)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>To have better professional opportunities</td><td align="left" valign="top">82 (80.4)</td><td align="left" valign="top">20 (19.6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>To have more opportunities regarding international mobility (study or work abroad)</td><td align="left" valign="top">85 (83.2)</td><td align="left" valign="top">17 (16.8)</td></tr><tr><td align="left" valign="top" colspan="3">Disadvantages</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Loss of mother tongue<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup></td><td align="left" valign="top">15 (14.7)</td><td align="left" valign="top">87 (85.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Loss of local culture</td><td align="left" valign="top">8 (7.8)</td><td align="left" valign="top">94 (92.2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Loss of identity</td><td align="left" valign="top">3 (2.9)</td><td align="left" valign="top">99 (97.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>The content subjects are more difficult to learn in English</td><td align="left" valign="top">37(36.3)</td><td align="left" valign="top">65 (63.7)</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>The original questionnaire item used the term &#x201C;mother tongue,&#x201D; which is referred to as &#x201C;native language&#x201D; in the text.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s3-5"><title>Factors Influencing Students&#x2019; EMI Choice</title><p>A bivariate analysis was conducted to examine the association between the explanatory variables and the dependent variable representing EMI choice (&#x201C;If an EMI course is offered in my faculty, I will definitely go for it&#x201D;). Statistically significant associations were observed between EMI choice and age (<italic>P</italic>=.04), course year (<italic>P</italic>&#x003C;.001), the variable &#x201C;I like learning English&#x201D; (<italic>P</italic>=.006), and the variable &#x201C;English should be the language of higher education&#x201D; (<italic>P=</italic>.02; <xref ref-type="table" rid="table6">Table 6</xref>). The proportion of EMI choice increased with academic progression, rising from 53.8% (21/39) in the third year to 96.4% (27/28) in the fourth year. High percentages of EMI preference were also observed among students who agreed with &#x201C;I like learning English&#x201D; (69/91, 75.8%) and &#x201C;English should be the language of higher education&#x201D; (68/90, 75.6%). Sex and English certification did not reach statistical significance.</p><table-wrap id="t6" position="float"><label>Table 6.</label><caption><p>Bivariate analysis between English-medium instruction (EMI) choice and the explanatory variables (N=102).</p></caption><table id="table6" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Variable</td><td align="left" valign="bottom" colspan="2">EMI choice</td><td align="left" valign="bottom"><italic>P</italic> value</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Yes, n (%)</td><td align="left" valign="top">No, n (%)</td><td align="left" valign="top"/></tr></thead><tbody><tr><td align="left" valign="top" colspan="3">Age (y)</td><td align="left" valign="top">.04</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>18-20</td><td align="left" valign="top">14 (51.9)</td><td align="left" valign="top">13 (48.1)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>21-23</td><td align="left" valign="top">42 (75.0)</td><td align="left" valign="top">14 (25.5)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>24-26</td><td align="left" valign="top">15 (88.2)</td><td align="left" valign="top">2 (11.8)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2265;27</td><td align="left" valign="top">2 (100.0)</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table6fn1">a</xref></sup></td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">Sex</td><td align="left" valign="top">.25</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Male</td><td align="left" valign="top">29 (78.4)</td><td align="left" valign="top">8 (21.6)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Female</td><td align="left" valign="top">44 (67.7)</td><td align="left" valign="top">21 (32.3)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">Course year</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Third</td><td align="left" valign="top">21 (53.8)</td><td align="left" valign="top">18 (46.2)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fourth</td><td align="left" valign="top">27 (96.4)</td><td align="left" valign="top">1 (3.6)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fifth</td><td align="left" valign="top">14 (70.0)</td><td align="left" valign="top">6 (30.0)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sixth</td><td align="left" valign="top">11 (73.3)</td><td align="left" valign="top">4 (26.7)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">English certification</td><td align="left" valign="top">.28</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Certified</td><td align="left" valign="top">23 (79.3)</td><td align="left" valign="top">6 (20.7)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Noncertified</td><td align="left" valign="top">50 (68.5)</td><td align="left" valign="top">23 (31.5)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">I like learning English</td><td align="left" valign="top">.006</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Yes</td><td align="left" valign="top">69 (75.8)</td><td align="left" valign="top">22 (24.2)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>No</td><td align="left" valign="top">4 (36.4)</td><td align="left" valign="top">7 (63.6)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">English is useful for the medical field</td><td align="left" valign="top">&#x003E;.99</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Yes</td><td align="left" valign="top">70 (71.4)</td><td align="left" valign="top">28 (28.5)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>No</td><td align="left" valign="top">3 (75.0)</td><td align="left" valign="top">1 (25)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="3">English should be the language of higher education</td><td align="left" valign="top">.02</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Yes</td><td align="left" valign="top">68 (75.6)</td><td align="left" valign="top">22 (24.4)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>No</td><td align="left" valign="top">7 (58.3)</td><td align="left" valign="top">5 (41.7)</td><td align="left" valign="top"/></tr></tbody></table><table-wrap-foot><fn id="table6fn1"><p><sup>a</sup>Not applicable</p></fn></table-wrap-foot></table-wrap><p>For the variable &#x201C;English is useful for the medical field,&#x201D; 96.1% (98/102) of respondents agreed with the statement, and 71.4% (70/98) of those who agreed chose EMI. The <italic>P</italic> value for this variable did not reach statistical significance, a mathematical outcome attributed to the strong homogeneity of responses and subsequent reduced variance. Given the resulting low expected cell counts, the Fisher exact test was used. Calculation of the Cramer <italic>V</italic> coefficient revealed a negligible mathematical association (Cramer <italic>V</italic>=0.015).</p><p>To further evaluate predictors of EMI choice, univariate and multivariate logistic regression analyses were performed (<xref ref-type="table" rid="table7">Table 7</xref>). The univariate regression identified 3 statistically significant predictors: course year (fourth vs third; OR 23.14, 95% CI 2.85&#x2010;187.64; <italic>P</italic>=.003), &#x201C;I like learning English&#x201D; (OR 5.49, 95% CI 1.47&#x2010;20.52; <italic>P</italic>=.01), and &#x201C;English should be the language of higher education&#x201D; (OR 4.33, 95% CI 1.25-15.02; <italic>P</italic>=.02).</p><p>In the final multivariate model (following backward stepwise selection and the forced entry of sex and &#x201C;English is useful for the medical field&#x201D;), only 2 variables maintained a statistically significant positive influence on EMI choice after adjustment: course year (fourth vs third; aOR 22.12, 95% CI 2.56&#x2010;190.84; <italic>P</italic>=.005) and &#x201C;I like learning English&#x201D; (aOR 5.12, 95% CI 1.05&#x2010;25.03; <italic>P</italic>=.04). The 2 variables included based on theoretical relevance did not reach statistical significance in the final model.</p><table-wrap id="t7" position="float"><label>Table 7.</label><caption><p>Associated factors with English-medium instruction (EMI) choice: univariate and multivariate logistic regression models.</p></caption><table id="table7" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Associated factors</td><td align="left" valign="bottom" colspan="3">Univariate model</td><td align="left" valign="bottom" colspan="3">Multivariate model</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top" colspan="2">OR<sup><xref ref-type="table-fn" rid="table7fn1">a</xref></sup> (95% CI)</td><td align="left" valign="top"><italic>P</italic> value</td><td align="left" valign="top" colspan="2">aOR<sup><xref ref-type="table-fn" rid="table7fn2">b</xref></sup> (95% CI)</td><td align="left" valign="top"><italic>P</italic> value</td></tr></thead><tbody><tr><td align="left" valign="top">Sex</td><td align="left" valign="top" colspan="2">0.58 (0.23-1.48)</td><td align="left" valign="top">.25</td><td align="left" valign="top" colspan="2">0.33 (0.10-1.10)</td><td align="left" valign="top">.07</td></tr><tr><td align="left" valign="top" colspan="7">Course year</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fourth vs third</td><td align="left" valign="top" colspan="2">23.14 (2.85-187.64)</td><td align="left" valign="top">.003</td><td align="left" valign="top" colspan="2">22.12 (2.56-190.84)</td><td align="left" valign="top">.005</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fifth vs third</td><td align="left" valign="top" colspan="2">2.00 (0.64-6.28)</td><td align="left" valign="top">.24</td><td align="left" valign="top" colspan="2">1.89 (0.52-6.88)</td><td align="left" valign="top">.33</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sixth vs third</td><td align="left" valign="top" colspan="2">2.36 (0.64-8.70)</td><td align="left" valign="top">.20</td><td align="left" valign="top" colspan="2">2.22 (0.53-9.28)</td><td align="left" valign="top">.28</td></tr><tr><td align="left" valign="top">English certification</td><td align="left" valign="top" colspan="2">1.76 (0.63-4.92)</td><td align="left" valign="top">.28</td><td align="left" valign="top" colspan="2">1.75 (0.52-5.90)</td><td align="left" valign="top">.37</td></tr><tr><td align="left" valign="top">I like learning English</td><td align="left" valign="top" colspan="2">5.49 (1.47-20.52)</td><td align="left" valign="top">.01</td><td align="left" valign="top" colspan="2">5.12 (1.05-25.03)</td><td align="left" valign="top">.04</td></tr><tr><td align="left" valign="top">English is useful for the medical field</td><td align="left" valign="top" colspan="2">0.83 (0.08-8.36)</td><td align="left" valign="top">.88</td><td align="left" valign="top" colspan="2">0.46 (0.04-5.39)</td><td align="left" valign="top">.54</td></tr><tr><td align="left" valign="top">English should be the language of higher education</td><td align="left" valign="top" colspan="2">4.33 (1.25-15.02)</td><td align="left" valign="top">.02</td><td align="left" valign="top" colspan="2">2.29 (0.48-10.88)</td><td align="left" valign="top">.30</td></tr></tbody></table><table-wrap-foot><fn id="table7fn1"><p><sup>a</sup>OR: odds ratio.</p></fn><fn id="table7fn2"><p><sup>b</sup>aOR: adjusted odds ratio.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Students&#x2019; Attitudes Toward EMI</title><p>This study revealed generally positive attitudes toward EMI among medical students at FMPR. Participants recognized the profound utility of English for the medical field, particularly its role in facilitating access to medical knowledge, expanding professional opportunities, and fostering international mobility. The advantage-related dimensions identified in this study are consistent with previous research reporting perceived benefits in English proficiency, access to up-to-date medical literature, and enhanced career prospects [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref32">32</xref>]. Conversely, the disadvantage-related dimensions, especially difficulties in understanding disciplinary content in English and the increased cognitive burden associated with learning in a new instructional medium, align with challenges previously documented in EMI contexts [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref7">7</xref>]. Overall, strong support for EMI within a socioeconomically diverse public institution such as FMPR challenges the view that EMI is confined to private elites and suggests that implementing EMI in public medical schools may broaden access to global medical education.</p><p>The respondents&#x2019; favorable perspective is strongly driven by the academic and professional necessities of the medical field. Because international medical communication predominantly occurs in English, EMI enables students to access the latest clinical studies, stay updated with evidence-based practices, and collaborate with the global medical community, which is pivotal for professional growth [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. This study demonstrated a significant developmental trend: as students advanced in their training, their preference for an EMI curriculum increased substantially. This reflects the pressing need to access global medical literature for graduation theses and specialization, as the vast majority of indexed medical research is currently published in English [<xref ref-type="bibr" rid="ref1">1</xref>]. Moreover, students&#x2019; interest in learning English was a strong predictor of EMI choice. As Nguyen [<xref ref-type="bibr" rid="ref24">24</xref>] pointed out, EMI facilitates the acquisition of English medical terminology indispensable for international scientific exchange. Similar favorable attitudes toward EMI, despite persistent language and cognitive challenges, have been reported among medical students in Saudi Arabia and in Moroccan health sciences programs, where students recognized EMI&#x2019;s advantages for accessing international literature and employability while expressing concerns about comprehension difficulties and the need for pedagogical support [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref32">32</xref>].</p></sec><sec id="s4-2"><title>Implications for Policy and Practice</title><p>A critical insight from this study is the capacity of EMI programs to contribute to educational democratization within public medical faculties. Historically, linguistic background has played a key role in academic performance [<xref ref-type="bibr" rid="ref27">27</xref>]. Under the traditional French-medium model, graduates of Arabic-medium public schools often faced significant language barriers, whereas students from elite French-medium private schools enjoyed a systemic advantage [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. By contrast, English occupies a more neutral linguistic position [<xref ref-type="bibr" rid="ref33">33</xref>]. Through digital media and informal exposure, many students, regardless of their prior schooling, develop similar basic interpersonal communication skills in English, thereby reducing initial language-related disparities [<xref ref-type="bibr" rid="ref13">13</xref>]. In our cohort, the vast majority of students recognized the instrumental value of EMI, particularly its role in securing better professional prospects and facilitating international mobility [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref32">32</xref>]. Consequently, integrating EMI in socioeconomically diverse public institutions like FMPR may help mitigate entrenched disparities. Unlike private institutions where EMI often serves the privileged, public EMI programs have the potential to democratize access to global medical opportunities, including compliance with WFME- and Educational Commission for Foreign Medical Graduates&#x2013;related standards [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>].</p><p>This potential for democratization aligns with recent macroeducational policies. Following Brexit, Morocco and the United Kingdom signed educational agreements aiming to enhance international research collaboration and English integration [<xref ref-type="bibr" rid="ref39">39</xref>]. Capitalizing on these frameworks, several Moroccan private universities introduced EMI medical programs [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>]. To prevent widening the public-private educational divide, the 2023 United Kingdom-Morocco Memorandum of Understanding targeted English integration within public universities [<xref ref-type="bibr" rid="ref40">40</xref>]. While implementing EMI in resource-constrained public sectors poses significant structural challenges that mirror global trends, our findings at FMPR indicate a remarkable student receptiveness toward EMI despite existing sectoral barriers [<xref ref-type="bibr" rid="ref4">4</xref>].</p></sec><sec id="s4-3"><title>Comparison With Prior Work</title><p>In the context of global trends, Moroccan students&#x2019; positive attitudes align with those of their regional peers in the Middle East and North Africa region, such as Algeria and Libya, and broader African contexts [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref29">29</xref>-<xref ref-type="bibr" rid="ref31">31</xref>]. Interestingly, this enthusiasm is comparable to trends observed in high-income countries like Japan [<xref ref-type="bibr" rid="ref3">3</xref>]. More broadly, it aligns with an ongoing reorientation of language-in-education policies across North Africa, where English is increasingly viewed as a strategic alternative to French [<xref ref-type="bibr" rid="ref11">11</xref>]. Despite a shared legacy that established French as the dominant instructional language, there is a growing tendency toward the adoption of English [<xref ref-type="bibr" rid="ref37">37</xref>]. Unlike French, which carries colonial connotations and functions as a marker of elite status, English is widely perceived in Morocco as a neutral gateway to international mobility [<xref ref-type="bibr" rid="ref32">32</xref>]. The receptiveness to EMI is strongly supported by a young population highly favorable to English [<xref ref-type="bibr" rid="ref14">14</xref>]. As documented by Belhiah et al [<xref ref-type="bibr" rid="ref34">34</xref>] in a Moroccan multicenter study, students expressed a passion for English as a subject worth studying.</p><p>Cultural concerns regarding the loss of native language were notably minimal. This <italic>p</italic>attern reflects an additive approach to multilingualism where English is embraced primarily for its instrumental value in facilitating global medical integration, as the French medium of higher education is already a nonnative language without any detrimental impact on Moroccan students&#x2019; cultural identity. However, while digital media facilitates the robust development of basic interpersonal communication skills, this conversational fluency does not translate to the Cognitive Academic Language Proficiency (CALP) required for medical EMI [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>]. At the institutional level, practical concerns persist regarding the dual cognitive load of simultaneously mastering complex medical content and improving English proficiency. As highlighted by the Sweller cognitive load theory [<xref ref-type="bibr" rid="ref48">48</xref>], this dual processing can overburden working memory, underscoring the urgent need for structured pedagogical support within EMI programs. In this sense, EMI in a public Francophone medical school appears to have a conditional democratizing potential: it may widen access to global medical education for students from diverse backgrounds, while simultaneously requiring careful management of language demands and cognitive load.</p></sec><sec id="s4-4"><title>Limitations</title><p>This study has limitations that should be acknowledged. First, because existing instruments do not capture the unique sociolinguistic reality of Moroccan public medical schools (Arabic L1, French as the medium of instruction, and English emerging), our questionnaire remains exploratory. While the perceived proficiency scale (&#x03B1;=0.949) demonstrated excellent reliability, the attitudinal dimensions showed moderate internal consistency (&#x03B1;=0.670); although acceptable for exploratory research and novel scale development [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>], this warrants careful interpretation. Second, self-reported data may not fully reflect students&#x2019; actual English proficiency or academic performance under EMI conditions. Third, the cross-sectional design precludes longitudinal analysis. Finally, while the monocentric sample provides detailed insights into FMPR, it limits generalizability to other medical schools or disciplines.</p><p>Despite these limitations, this study elucidates critical EMI trends within a Francophone public medical faculty, contributing context-specific evidence to inform medical education policy in comparable global settings.</p></sec><sec id="s4-5"><title>Conclusions</title><p>Integrating EMI into public medical faculties in Morocco is perceived more as an opportunity than as a constraint. Most second-cycle FMPR students expressed positive attitudes toward EMI and generally favorable self-perceptions of their English proficiency. Support for English was stronger among advanced students, driven by a heightened awareness of its role in international professional development. Framed as a pragmatic global lingua franca rather than a colonial legacy, English enjoys broad acceptance across diverse social backgrounds. Within this context, EMI holds significant potential to support a more equitable distribution of educational and professional opportunities.</p><p>These findings offer significant implications for theory, policy, and educational practice. Theoretically, this study reinforces a constructivist perspective in which students from the Global South actively embrace EMI as a tool for epistemic justice rather than passively receiving it as a linguistic imposition. At the policy level, the strong student receptiveness provides an evidence-based mandate for decision-makers to formalize EMI integration in public medical education. Aligning with Morocco&#x2019;s 2022&#x2010;2026 Educational Roadmap, adopting EMI in public faculties is crucial to prevent a two-tier health care education system, ensuring that public school graduates are not excluded from global mobility and international accreditations compared to their privately educated peers.</p><p>Practically, to successfully implement medical EMI in the Moroccan context, institutions must address the observed discrepancy between high enthusiasm and weaker self-reported academic English proficiency in a subset of students. Implementation strategies should include English for Medical Purposes preparatory courses, scaffolded bilingual instruction, continuous pedagogical training for medical educators, and targeted English language support for students to mitigate their cognitive burden.</p><p>Future research must adopt a phased approach to EMI implementation. The preimplementation phase should inform evidence-based curriculum design. Mixed-methods and qualitative investigations are essential to explore students&#x2019; underlying concerns, clarify factors moderating their EMI preferences, and identify unanticipated pedagogical barriers prior to implementation. The authors are currently addressing these imperatives through a comprehensive needs analysis of both students and medical educators to guide targeted institutional interventions. Subsequently, postimplementation longitudinal research will be critical to evaluate students&#x2019; lived experiences and assess EMI&#x2019;s impact on academic performance and cognitive load. Ultimately, provided its integration is gradual, adequately resourced, and responsive to local constraints, EMI offers a credible pathway to equity and global competitiveness in Moroccan public medical education.</p></sec></sec></body><back><ack><p>The authors used generative AI technologies, that is, ChatGPT and Perplexity, solely for the purpose of language editing, proofreading, and improving the fluency of the English text. All scientific content, data, and conclusions are entirely the original work of the authors, who take full responsibility for the integrity of the manuscript. All authors declared that they had insufficient funding to support the open access publication of this manuscript, including from affiliated organizations or institutions, funding agencies, or other organizations. JMIR Publications provided article processing fee (APF) support for the publication of this article.</p></ack><notes><sec><title>Funding</title><p>The authors declared no financial support was received for this work.</p></sec><sec><title>Data Availability</title><p>The datasets generated and analyzed during the study are not publicly available because they consist of research data collected from students within a single institutional context, under conditions of anonymity and restricted use. Deidentified data may be made available by the corresponding author upon reasonable request, subject to institutional approval and ethical considerations.</p></sec></notes><fn-group><fn fn-type="con"><p>Conceptualization: IM</p><p>Data curation: IM</p><p>Formal analysis: IM, ZZ</p><p>Investigation: IM</p><p>Methodology: IM, IZ</p><p>Project administration: IM</p><p>Resources: IM</p><p>Software: IM, ZZ</p><p>Supervision: RR, RA</p><p>Validation: IM, ZZ</p><p>Visualization: IM</p><p>Writing &#x2013; original draft: IM</p><p>Writing &#x2013; review &#x0026; editing: RR, IZ, DL, MO, JB, RA</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">aOR</term><def><p>adjusted odds ratio</p></def></def-item><def-item><term id="abb2">CEFR</term><def><p>Common European Framework of Reference for Languages</p></def></def-item><def-item><term id="abb3">EFA</term><def><p>exploratory factor 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