Journal Description
International Medical Education
International Medical Education
(IME) is an international, peer-reviewed, open access journal on international medical education, published quarterly online. It is the official journal of the Academic Society for International Medical Education.
- Open Access— free for readers, with article processing charges (APC) paid by authors or their institutions.
- High Visibility: indexed within ESCI (Web of Science), Scopus and other databases.
- Journal Rank: JCR - Q2 (Education, Scientific Disciplines) / CiteScore - Q2 (Education)
- Rapid Publication: manuscripts are peer-reviewed and a first decision is provided to authors approximately 17.7 days after submission; acceptance to publication is undertaken in 4.8 days (median values for papers published in this journal in the first half of 2026).
- Recognition of Reviewers: Reviewers whose reports are timely and of high quality receive an APC discount voucher for a future publication in an MDPI journal. Become a reviewer.
Impact Factor:
2.2 (2025);
5-Year Impact Factor:
2.1 (2025)
Latest Articles
Formative Assessment and Feedback in First-Year Nursing Anatomy Education: Student Perceptions and Association with Summative Examination Performance
Int. Med. Educ. 2026, 5(4), 109; https://doi.org/10.3390/ime5040109 - 13 Oct 2026
Abstract
Background: Formative assessment (FA) coupled with structured feedback is increasingly recognized as a means of supporting learning in human anatomy, a foundational yet challenging discipline for first-year nursing students. This study examined first-year nursing students’ perceptions of FA and feedback in theoretical and
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Background: Formative assessment (FA) coupled with structured feedback is increasingly recognized as a means of supporting learning in human anatomy, a foundational yet challenging discipline for first-year nursing students. This study examined first-year nursing students’ perceptions of FA and feedback in theoretical and practical anatomy sessions and examined their association with performance in the summative examination, which incorporates both written and practical components. Performance comparison is exploratory and non-causal. Methods: This study combined a cross-sectional questionnaire survey of student perceptions with a single-group, sequential within-cohort (quasi-experimental) comparison of summative examination scores at the College of Medicine and Health Sciences, Arabian Gulf University (CMHS-AGU), Bahrain, during the 2024–2025 academic year. First-year nursing students received standard anatomy instruction without FA in semester one (Anatomy I) and the same instruction with a structured FA-and-feedback intervention in semester two (Anatomy II). A 21-item, 5-point Likert-scale questionnaire plus two open-ended questions was administered at the end of semester two; 226 students responded (response rate 90.4%). Summative marks from both semesters were available for 244 students who sat both examinations and were compared using paired-samples t-tests. Questionnaire reliability was assessed by Cronbach’s alpha and construct validity by exploratory factor analysis (EFA); subgroup differences by independent-samples t-tests, and open-ended responses by thematic analysis. Statistical significance was set at p < 0.05. Results: The questionnaire showed excellent internal consistency (Cronbach’s α = 0.93), and EFA supported a three-factor structure explaining 56.63% of the total variance. Student perceptions were strongly positive, with an overall satisfaction mean of 4.66 (±0.61). Mean summative marks were significantly higher in Anatomy II (with FA: 72.82 ± 16.24) than in Anatomy I (without FA: 71.78 ± 15.33; t = −2.43, p = 0.016), but the mean paired difference was approximately one percentage point (95% CI 0.20–1.88) and the effect size was small (Cohen’s d_z = 0.16), indicating limited educational significance. Perceptions did not differ significantly by gender, country of origin, or prior FA exposure; however, students from national high-school curricula reported higher satisfaction than those from international curricula (p = 0.041). Qualitative responses emphasized preparation for the Objective Structured Practical Examination (OSPE), improved conceptual understanding, and reduced exam anxiety, with requests for more questions, wider question formats, and dissemination of FA materials via the learning management system (LMS). Conclusions: Structured FA and feedback were positively perceived by first-year nursing students and were associated with a small, statistically significant difference in summative examination scores. Because the program was introduced for the entire cohort in the second semester, this association cannot be separated from semester-related progression, differences in course content, and increasing student experience. The findings support the acceptability and perceived educational value of FA in this setting. However, controlled, multi-institutional studies are needed before firm recommendations about its effect on examination performance can be made.
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Open AccessArticle
Urology Rotation Exit Assessment Outcomes Among Residents in Standardized Training: A Retrospective Single-Center Study
by
Leijie Wang, Wang Ye, Kunhao Liu, Linjie Wu, Peng Zhang, Zhongqiang Guo and Ying Yu
Int. Med. Educ. 2026, 5(4), 108; https://doi.org/10.3390/ime5040108 - 13 Oct 2026
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Objectives: To describe urology rotation exit-assessment outcomes and explore variation across resident subgroups. Methods: This retrospective single-center study included all 130 eligible residents who completed a urology rotation and exit assessment between May 2024 and April 2025. Pass rates were analyzed using exact
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Objectives: To describe urology rotation exit-assessment outcomes and explore variation across resident subgroups. Methods: This retrospective single-center study included all 130 eligible residents who completed a urology rotation and exit assessment between May 2024 and April 2025. Pass rates were analyzed using exact tests, while theoretical and comprehensive rotation assessment scores were analyzed using non-parametric tests with Holm adjustment. National examination outcomes were summarized descriptively. Results: Overall, 124 residents passed the rotation exit assessment (95.38%). No statistically significant subgroup differences were detected in pass rates or locally scaled theoretical examination scores; however, the two examination formats were not formally equated. Comprehensive rotation assessment scores were higher among residents from the urology training base than among those from other training bases (median, 89.00 vs. 82.75; adjusted p < 0.001) and among postgraduate than undergraduate residency trainees (86.00 vs. 80.00; adjusted p < 0.001), and differed across trainee categories (adjusted p = 0.003). Licensing-examination pass rates were 100%, 100%, and 89.58% in the eligible 2021–2023 cohorts; completion-examination pass rates were 85.71% and 98.25% in the eligible 2021–2022 cohorts. Conclusions: Most residents met the local rotation exit-assessment standard. The subgroup differences were exploratory and should not be interpreted as evidence of causal effects or training-program effectiveness. These findings provide a descriptive baseline for local quality review and future prospective research.
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Open AccessArticle
Implementation and Comparative Outcomes of Near-Peer Tutoring in Virtual Reality and Cadaveric Environment
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Robert Tolson, Ellie Bryant, Akram Hejazi, Dylan Raulie, Isain Zapata and Joel A. Roberts
Int. Med. Educ. 2026, 5(4), 107; https://doi.org/10.3390/ime5040107 - 9 Oct 2026
Abstract
Background: Cadaveric dissection remains foundational in anatomy education, while virtual reality (VR) has emerged as a potential complementary or alternative modality. This randomized, curriculum-embedded modified AB/BA crossover study evaluated VR-based versus cadaver-based anatomy tutoring among post-baccalaureate students enrolled in a healthcare master’s program.
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Background: Cadaveric dissection remains foundational in anatomy education, while virtual reality (VR) has emerged as a potential complementary or alternative modality. This randomized, curriculum-embedded modified AB/BA crossover study evaluated VR-based versus cadaver-based anatomy tutoring among post-baccalaureate students enrolled in a healthcare master’s program. Methods: Participants completed four weeks of tutoring using one modality followed by four weeks using the alternate modality. Outcomes included embedded written examination scores, cadaver-based practical examination scores, final course grades, and learner perceptions measured through pre-, mid-, and post-intervention surveys. Eighteen students completed the full study. Results: No significant differences were observed between VR-based and cadaver-based tutoring for written examinations, practical examinations, or final course grades (all p > 0.05). Learners rated VR-based tutoring as significantly more helpful at the first and second post-intervention timepoints (p < 0.0001 and p = 0.0020). Confidence was comparable between modalities, while enjoyment was higher for the cadaver lab at the second post-intervention timepoint (p = 0.0120). Conclusions: No statistically significant differences in short-term anatomy learning outcomes were detected between VR-based and cadaver-based near-peer tutoring within a cadaver-based curriculum, and both modalities were successfully delivered by student tutors. While the small sample size limits definitive conclusions, either modality, or a combination of both, may represent a feasible supplemental instruction tool based on institutional resources, space, donor availability, and learner needs without significantly compromising the student experience.
Full article
Open AccessArticle
Gender Sensitivity and Gender-Role Ideology Among Medical Students in Germany: A Multicenter Cross-Sectional N-GAMS Study
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Lea Sackmann and Bernhard Langer
Int. Med. Educ. 2026, 5(4), 106; https://doi.org/10.3390/ime5040106 - 7 Oct 2026
Abstract
Introduction: Sex and gender affect health, clinical reasoning, treatment decisions, and communication. Medical education should enable students to recognize clinically relevant sex- and gender-related differences without reinforcing stereotypes. The Nijmegen Gender Awareness in Medicine Scale (N-GAMS) measures gender sensitivity and gender-role ideology. This
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Introduction: Sex and gender affect health, clinical reasoning, treatment decisions, and communication. Medical education should enable students to recognize clinically relevant sex- and gender-related differences without reinforcing stereotypes. The Nijmegen Gender Awareness in Medicine Scale (N-GAMS) measures gender sensitivity and gender-role ideology. This study aimed to assess these constructs among medical students in Germany. Methods: A multicenter cross-sectional survey was conducted in 2023. Of 35 medical faculties invited, nine participated. N-GAMS scores were calculated for gender sensitivity (GS), gender-role ideology toward patients (GRIP), and gender-role ideology toward doctors (GRID). Gender-group differences were examined using analysis of variance, and adjusted associations with sociodemographic, educational, and institutional variables using multivariable linear regression. Results: 424 students completed the survey. Mean scores on the five-point N-GAMS scale were 2.55 for GS, 1.85 for GRIP, and 1.73 for GRID. Gender differences were significant for GRIP and GRID, but not GS. In exploratory adjusted models, male gender was associated with higher GRIP scores than female gender (beta = 0.167, nominal p = 0.001, Holm-adjusted p = 0.017). A corresponding association was observed for GRID at the nominal level (beta = 0.130, p = 0.010), but it did not remain significant after Holm adjustment (adjusted p = 0.212). Conclusions: Gender-role stereotypes toward patients were more pronounced among male than female students. Findings support longitudinal, clinically embedded sex- and gender-sensitive medical education combining knowledge with critical reflection on stereotyping.
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(This article belongs to the Special Issue Health Professions Education Advancements and Innovations—International Perspectives—2nd Edition)
Open AccessArticle
Development and Initial Psychometric Evaluation of the Digital-Intelligence Literacy Scale for Medical Students: Measurement Dimensions and Structural Analysis
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Yanna Mao, Baoying Chen and Min Liu
Int. Med. Educ. 2026, 5(4), 105; https://doi.org/10.3390/ime5040105 - 4 Oct 2026
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Background/Objectives: Medical education requires assessment of students’ capabilities across digital technologies, health data, and artificial intelligence (AI). Existing instruments address related constructs but differ in their measurement scope. This study aimed to develop and initially evaluate the Digital-Intelligence Literacy Scale for Medical Students
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Background/Objectives: Medical education requires assessment of students’ capabilities across digital technologies, health data, and artificial intelligence (AI). Existing instruments address related constructs but differ in their measurement scope. This study aimed to develop and initially evaluate the Digital-Intelligence Literacy Scale for Medical Students (DIL-MS). Methods: Literature-informed content analysis guided conceptual framework development and generation of 47 candidate items. A cross-sectional online survey using purposive sampling yielded 373 usable responses from fifth-year clinical medicine and anesthesiology students at Southern Medical University, China. Principal component analysis with Promax rotation and item analysis guided item refinement. Confirmatory factor analysis assessed the proposed five-factor model. Internal consistency, composite reliability, and convergent validity were examined. Results: The final scale comprised 34 items across five dimensions: Information Management, Digital-Intelligent Technology Application, Human–AI Collaboration, Ethics and Safety, and Critical Thinking and Innovation. The five-factor model showed moderate fit (CFI = 0.874, TLI = 0.864, RMSEA = 0.082). Overall Cronbach’s α was 0.962 (95% CI: 0.956–0.967), with subscale coefficients ranging from 0.902 to 0.939. Composite reliability ranged from 0.904 to 0.939, and average variance extracted ranged from 0.580 to 0.698. Conclusions: The DIL-MS demonstrated high internal consistency and preliminary evidence of convergent validity within a model with moderate fit. It may help characterize medical students’ self-reported learning needs and inform curriculum planning. Independent validation and further evaluation of content coverage, discriminant validity, and relationships with demonstrated performance are needed.
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Open AccessArticle
A Psychometric Evaluation of the Modified Self-Efficacy in Clinical Performance Scale with Undergraduate Nursing Students Across Year Levels: A Cross-Sectional Study
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Beth Pierce, Thea van de Mortel and Jeanne Allen
Int. Med. Educ. 2026, 5(4), 104; https://doi.org/10.3390/ime5040104 - 3 Oct 2026
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Self-efficacy in clinical performance reflects nursing students’ confidence in their ability to perform clinical activities and is an important contributor to competence and confidence at graduation. Understanding and evaluating this construct requires valid and reliable instruments that can be used across different stages
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Self-efficacy in clinical performance reflects nursing students’ confidence in their ability to perform clinical activities and is an important contributor to competence and confidence at graduation. Understanding and evaluating this construct requires valid and reliable instruments that can be used across different stages of a nursing degree. Using a cross-sectional design, Year 1, 2 and 3 students enrolled in a three-year undergraduate nursing programme completed a Modified Self-Efficacy in Clinical Performance Scale. Content validity was investigated through nurse education expert review, construct validity through known-group comparisons and confirmatory factor analysis, and convergent validity and internal consistency using correlation measures, Cronbach’s alpha and McDonald’s omega. An analysis of 512 surveys demonstrated expected differences between known groups, including students with and without clinical placement experience. A revised four-factor model demonstrated acceptable but not unequivocally strong structural validity (CMIN/df = 4.84). Scores were strongly correlated with visual analogue self-efficacy ratings (r = 0.77, p < 0.001). Internal consistency was acceptable (Cronbach’s alpha = 0.98, McDonald’s omega = 0.98). The Modified Self-Efficacy in Clinical Performance Scale demonstrated promising validity and strong internal consistency for assessing clinical performance self-efficacy among nursing students in this sample and may facilitate the evaluation of curricular initiatives. Further cross-institutional, cross-cultural and longitudinal research should be conducted to test its performance.
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Open AccessArticle
Changes in Early Simulator-Based Manual Dexterity Task Performance Following Virtual Simulation Training in Undergraduate Dental Students: A Single-Group Pre–Post Study
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Huihui Wang, Lu Feng, Wangyang Wang, Jinhong Han, Yao Zhang, Rongbing Tang and Yuan Zhao
Int. Med. Educ. 2026, 5(4), 103; https://doi.org/10.3390/ime5040103 - 1 Oct 2026
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Manual dexterity is fundamental to preclinical dental training, yet opportunities for standardized early psychomotor practice remain limited. This study evaluated changes in simulator-based manual dexterity task performance following a curriculum-embedded virtual simulation course for second-year undergraduate dental students. Ninety-nine students completed identical pre-
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Manual dexterity is fundamental to preclinical dental training, yet opportunities for standardized early psychomotor practice remain limited. This study evaluated changes in simulator-based manual dexterity task performance following a curriculum-embedded virtual simulation course for second-year undergraduate dental students. Ninety-nine students completed identical pre- and post-training assessments using the man001 three-dimensional tunnel module over a six-week course; during the intervening training period, students practiced other, more advanced manual dexterity modules. Ninety-eight students completed an anonymous post-course questionnaire. The mean total score increased from 79.94 ± 4.54 to 86.26 ± 3.60, with a mean paired difference of 6.32 points (95% CI, 5.29–7.36; p < 0.001; Cohen’s dz = 1.22). Leeway decreased from 10.92 ± 4.53 to 4.96 ± 2.79 (p < 0.001), and container values also decreased (p < 0.001), whereas target performance did not change significantly (p = 0.169). Overall, 92.93% of students improved their total score. Most respondents reported active engagement (94.90%), considered the course helpful (96.94%), and perceived it as clinically relevant and supportive of theory–practice integration (98.98%). The six-week course was associated with short-term changes in man001 simulator-task performance and predominantly favorable student perceptions; further research is needed to explore the retention of these changes and their transfer to broader manual dexterity and physical preclinical procedures.
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Open AccessArticle
Exploring Factors Associated with Caring Self-Perception and Systemic Barriers in Medical Education
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Caleb Neal, Timothy Gelatt, Joanne DiFrancisco-Donoghue, Nelson Eng, Sheldon Yao and Milan Toma
Int. Med. Educ. 2026, 5(4), 102; https://doi.org/10.3390/ime5040102 - 30 Sep 2026
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Caring behaviors are fundamental to healthcare delivery, yet preliminary research suggested potential gaps in how medical students describe their caring attributes. This exploratory study investigated self-rated caring capacity, emotional detachment, burnout prevalence, and perceived structural barriers among 55 osteopathic medical students across training
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Caring behaviors are fundamental to healthcare delivery, yet preliminary research suggested potential gaps in how medical students describe their caring attributes. This exploratory study investigated self-rated caring capacity, emotional detachment, burnout prevalence, and perceived structural barriers among 55 osteopathic medical students across training years using a mixed-methods cross-sectional survey. Participants reported high self-assessed caring capacity (mean ≈ 8/10) and overwhelmingly rejected inherent caring deficits (92.7%). However, 90.9% reported burnout, 76.4% experienced frequent emotional detachment, and 83.6% identified hierarchical structures and rigid professionalism as key barriers constraining caring expression. Statistical analysis revealed a significant association between emotional detachment and lower caring self-assessment ( ). Qualitative findings highlighted desensitization, defensive distancing, and academic pressure. Medical students report high self-assessed caring capacity, yet experience systemic and cultural pressures that constrain their caring self-perception. These exploratory findings suggest implications for medical education, highlighting the value of addressing structural obstacles and evaluative pressures rather than attempting to remediate inherent student empathy.
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Open AccessReview
From Cognitive Substitution to Cognitive Amplification: Artificial Intelligence, Higher-Order Learning and Real-World Readiness in Online Postgraduate Public Health Education—A Scoping Review
by
Tanusha Singh
Int. Med. Educ. 2026, 5(4), 101; https://doi.org/10.3390/ime5040101 - 29 Sep 2026
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Background: Online postgraduate (PG) public health education must develop higher-order competence and readiness for practice. Generative artificial intelligence (genAI) may enhance feedback, simulation and scaffolding, but may also substitute for learner reasoning. This review examined pedagogical conditions supporting higher-order learning and how AI
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Background: Online postgraduate (PG) public health education must develop higher-order competence and readiness for practice. Generative artificial intelligence (genAI) may enhance feedback, simulation and scaffolding, but may also substitute for learner reasoning. This review examined pedagogical conditions supporting higher-order learning and how AI interacts with them to influence competence and real-world readiness in online PG public health education. Methods: Following JBI guidance and PRISMA-ScR, PubMed and Scopus were searched for literature published from 2010 to 2026, with the final search conducted on 20 August 2026. Eligible sources addressed higher-order learning, authentic learning, competence or professional readiness in PG public health education, or provided transferable evidence from health professions and higher education settings. Of 5777 records identified, 253 duplicates were removed and 5524 screened. Data were charted using a structured evidence matrix and stratified into direct, transferable, synthesis, and contextual evidence layers. Results: Of 401 records undergoing detailed eligibility and analytic-role assessment, 338 were retained. Core evidence comprised 92 studies: 27 direct and 65 transferable; 32 syntheses provided triangulation. AI featured in 11.1% of direct versus 87.7% of transferable studies. Applied competence/skills occurred in 59.8%, synthesis/integration in 44.6%, critical thinking in 26.1%, and real-world cases/scenarios in 51.1%. Practice/workplace transfer was more prominent in direct than in transferable evidence (66.7% vs. 13.8%). Direct AI evidence in PG public health was limited, and heterogeneity across studies constrained direct comparison and precluded quantitative pooling. Conclusions: Higher-order learning depended more on pedagogical architecture than modality or AI adoption. AI may amplify cognition when preserving learner reasoning, verification, and judgement, but may substitute for cognition when generated outputs replace these processes. No external funding was received for this review.
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(This article belongs to the Special Issue Authentic and Transformative Learning in Medical Education for a Changing World)
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Open AccessArticle
Exploring a “Goldilocks Zone” for Clinical Education? Clinical Faculty Perspectives on Placement Duration in Physical Therapist Education
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Mitch Wolden, Tara Haj, Elsa Drevyn, Cindy Flom-Meland and Aaron Rindflesch
Int. Med. Educ. 2026, 5(4), 100; https://doi.org/10.3390/ime5040100 - 26 Sep 2026
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Background: Clinical placements are a cornerstone of workplace-based learning in the health professions, yet limited evidence exists to guide decisions regarding the duration of clinical education experiences (CEEs). This study explored and described clinical faculty perspectives regarding the length of CEEs within physical
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Background: Clinical placements are a cornerstone of workplace-based learning in the health professions, yet limited evidence exists to guide decisions regarding the duration of clinical education experiences (CEEs). This study explored and described clinical faculty perspectives regarding the length of CEEs within physical therapist education. Methods: Thirty-one clinical faculty representing diverse practice settings and geographic regions participated in eight focus group interviews. Qualitative analysis was conducted to identify themes related to the perceived impact of CEE duration on student learning and performance. Results: Three themes emerged: (1) adequate time supports student development, (2) consequences of excessively long CEEs, and (3) consequences of insufficiently short CEEs. Clinical faculty described adequate time as essential for professional development, clinical reasoning, practice management, confidence, and progressive independence. CEEs perceived as insufficiently short, limited opportunities for feedback, observation, and development. Excessively long CEEs were associated with redundancy, student disengagement, and diminishing educational returns. During focus group discussions, clinical faculty frequently described 10–12 weeks provided adequate time for student development. Conclusions: Clinical faculty perceived time as an important facilitator of student development and identified a potential conceptual “Goldilocks Zone” in which CEEs provide sufficient opportunities for growth without unnecessary redundancy. These findings may inform discussions regarding clinical education across the health professions.
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(This article belongs to the Special Issue Celebrating IME's First Impact Factor: Global Initiatives, Innovations, and New Directions in Medical Education)
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Enhancing Interprofessional Awareness Through a Gamified Self-Directed Radiology Department Immersion Experience: A Cross-Sectional Study of Medical Students in Saudi Arabia
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Sultan R. Alharbi
Int. Med. Educ. 2026, 5(4), 99; https://doi.org/10.3390/ime5040099 - 23 Sep 2026
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Background: Undergraduate curricula rarely give medical students direct exposure to the non-physician professionals who make radiology practice possible. This study evaluated interprofessional awareness outcomes of the Radiology Kingdom, a self-directed, gamified radiology immersion activity introduced into a curriculum with no prior departmental visit,
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Background: Undergraduate curricula rarely give medical students direct exposure to the non-physician professionals who make radiology practice possible. This study evaluated interprofessional awareness outcomes of the Radiology Kingdom, a self-directed, gamified radiology immersion activity introduced into a curriculum with no prior departmental visit, at a tertiary referral centre in Saudi Arabia. Methods: Third-year medical students at King Saud University participated in Radiology Kingdom visits from November 2025 through April 2026. Following completion of the course and Institutional Review Board approval, an anonymous, voluntary electronic questionnaire was distributed to eligible students through the official course communication channel. Of 112 submissions (~270 eligible, 41.5% response rate), one probable duplicate was identified during data-quality screening and excluded, leaving 111 analysed responses. A six-item domain assessed perceived improvement in understanding technologist, nurse, and PACS staff roles, and perceptions of collaboration, teamwork, and communication. Non-parametric tests and Cronbach’s α were used. Results: Internal consistency was excellent (α = 0.899). Composite interprofessional education (IPE) score was 4.29/5.00 (SD 0.89); 73.0% scored 4 or above, and 38.7% scored at the ceiling (5.00 on all six items). Technologist understanding was highest (4.51, mandatory task-based contact), PACS intermediate (3.99), and nurse understanding lowest (3.81, minimal contact). No differences emerged by gender or prior exposure (p > 0.05), but a significant association with self-reported month of visit was observed (H = 16.02, p = 0.007, ε2 = 0.146), with lower scores among students reporting visits later in the academic year. Conclusions: Role-specific awareness scores showed a pattern consistent with differences in the structured contact built into the activity. A guaranteed nurse-specific encounter represents a practical design modification for addressing the lowest-scoring professional role. The month-of-visit association should be interpreted cautiously, because visit month was also related to the interval between the educational experience and subsequent questionnaire completion.
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Open AccessArticle
Scholarly and Formal Teaching Engagement Across Residency Years: A Cross-Sectional Survey of Italian Radiology Residents
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Manuel Signorini, Silvia Fontani and Paola Minichetti
Int. Med. Educ. 2026, 5(3), 98; https://doi.org/10.3390/ime5030098 - 20 Sep 2026
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Scholarly activity and teaching are recognized components of radiology training, but their distribution across residency years is poorly characterized in Italy. We conducted an anonymous cross-sectional online survey of Italian radiology residents between August and September 2024. Among 176 consenting respondents, we assessed
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Scholarly activity and teaching are recognized components of radiology training, but their distribution across residency years is poorly characterized in Italy. We conducted an anonymous cross-sectional online survey of Italian radiology residents between August and September 2024. Among 176 consenting respondents, we assessed scientific article authorship, congress presentation experience, and formal teaching experience. Associations with postgraduate year (PGY) were examined using multivariable logistic regression adjusted for sex and geographic macroarea, with Holm correction across the three main outcomes. Overall, 40.3% reported scientific article authorship, 34.7% congress presentation experience, and 31.8% formal teaching experience; 10.2% had been first author on a scientific article. Article authorship was reported by 16.7% of PGY1 and 64.5% of PGY4 residents, with higher adjusted odds in PGY3 (aOR 6.49, 95% CI 2.54–16.55) and PGY4 (aOR 9.58, 95% CI 3.34–27.48). Congress presentation experience was reported by 56.6% of PGY3 residents, while formal teaching was most frequent in PGY4 (58.1%; aOR 5.61, 95% CI 2.07–15.24 vs. PGY1). Perceived value of research did not differ across PGYs. Scholarly and formal teaching engagement was more frequently reported among later-year residents; longitudinal studies are needed to characterize within-resident development.
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Open AccessArticle
Nearly Two Decades of Health Informatics Training: A Graduate Survey and a Proposed Digital Health Workforce Activation Index (D-WAI)
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Sabrina Magalhães Araujo and Ricardo Cruz-Correia
Int. Med. Educ. 2026, 5(3), 97; https://doi.org/10.3390/ime5030097 - 18 Sep 2026
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Background: Health Informatics (HI) education aims to prepare graduates to contribute to digitally enabled healthcare. However, HI programme evaluations have largely focused on employment and career outcomes, providing limited insight into graduates’ subsequent contributions to digital health technology. This study aimed to characterise
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Background: Health Informatics (HI) education aims to prepare graduates to contribute to digitally enabled healthcare. However, HI programme evaluations have largely focused on employment and career outcomes, providing limited insight into graduates’ subsequent contributions to digital health technology. This study aimed to characterise the professional paths of graduates from nearly two decades of a Master’s in Health Informatics programme and explore their technological contributions using the proposed Digital Health Workforce Activation Index (D-WAI). Methods: A cross-sectional survey was conducted amongst 166 MHI graduates up to 2024; 65 responded (39.2%). Survey responses informed the D-WAI, comprising technological activation, role relevance, and current user base. Results: Respondents broadly reflected the graduate population, although representativeness tests had limited statistical power. Most reported a positive career impact (86.2%), attributed primarily to applied HI knowledge (81.5%) rather than improved employability (58.5%). However, translation into technological practice was less consistent: 53.8% had participated in health technology development, resulting in a D-WAI of 0.37. Among these graduates, role relevance was high (0.877), whereas current user base was moderate (0.494). Conclusions: Only half contributed to health technology development, despite strong role relevance among developers. The D-WAI may complement employment-based evaluation by providing an additional perspective on graduates’ technological contributions to digital health.
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Open AccessArticle
Perception of Artificial Intelligence in Medical Education and Clinical Practice Among Medical Students
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Souhir Chelly, Saoussen Layouni, Ines Loubiri, Mehdi Mansia and Hela Ghali
Int. Med. Educ. 2026, 5(3), 96; https://doi.org/10.3390/ime5030096 - 18 Sep 2026
Abstract
Introduction: Artificial intelligence (AI) is transforming healthcare systems and medical education worldwide. However, data on medical students’ usage patterns, perceptions, and motivation toward AI remain limited in Tunisia. This study aimed to assess these three dimensions among medical students at the Faculty of
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Introduction: Artificial intelligence (AI) is transforming healthcare systems and medical education worldwide. However, data on medical students’ usage patterns, perceptions, and motivation toward AI remain limited in Tunisia. This study aimed to assess these three dimensions among medical students at the Faculty of Medicine of Sousse. Methods: A cross-sectional study using cluster (session-based) sampling was conducted among medical students (pre-clinical, clinical/extern, and internship years) at the Faculty of Medicine of Sousse during the 2024–2025 academic year. The minimum required sample size, calculated using the Schwartz formula (expected proportion 50%, 5% margin of error, 95% confidence level), was 384 students. Data were collected using a paper-based self-administered questionnaire distributed during tutorial sessions for externs and clinical rotations for interns. Univariate analyses (Chi-square, Fisher’s exact test) and multivariate stepwise binary logistic regression were performed. Statistical significance was set at p < 0.05. Results: A total of 495 students participated, exceeding the calculated minimum sample size, with a mean age of 21.96 ± 1.77 years and 55.6% females. Most students (81.0%) were familiar with AI, and 90.5% reported using it, mainly for research (87.1%), exam preparation (57.0%), and writing tasks (52.1%). The mean perception score for AI in medical education was 5.04 ± 2.01/10, with 34.5% classified as positive. For clinical practice, the mean score was 2.40 ± 1.10/5, with 45.5% positive perception. Fear of dehumanization was reported by 72.3%, and only 15.2% believed AI would improve diagnostic accuracy. The mean motivation score was 28.53 ± 5.17/45, with 45.0% showing high motivation. In multivariate analysis, high frequency of AI use was the factor most consistently associated with these outcomes across all models (ORa: 1.73–6.47, p < 0.05). Female gender was associated with positive perception in education (ORa = 1.73, p = 0.030) and higher motivation (ORa = 3.35, p < 0.001). Conclusions: This first Tunisian study shows that medical students have widely adopted AI, with 90.5% currently using AI in their learning activities. Perceptions remain mixed, with low trust in AI-generated content despite high usage and strong demand for training. Frequency of use is the factor most consistently associated with positive perception and motivation, highlighting the importance of structured, supervised, hands-on AI education in medical curricula.
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Open AccessArticle
Scientific Competence in Undergraduate Medical Education: Professional Orientations of Physiology Educators
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Alexander Peter Schwoerer, Christian Albert, Katrin Werwick, Christoffer Krug, Holger Buggenhagen, Rüdiger Christian Braun-Dullaeus and Philipp Stieger
Int. Med. Educ. 2026, 5(3), 95; https://doi.org/10.3390/ime5030095 - 17 Sep 2026
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Introduction: Scientific Competence (SC) is a central objective in medical education, but its conceptualization remains insufficiently differentiated, particularly regarding the relationship between evidence use and participation in scientific knowledge generation. Objective: This study reconstructs how physiology educators conceptualized SC and related
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Introduction: Scientific Competence (SC) is a central objective in medical education, but its conceptualization remains insufficiently differentiated, particularly regarding the relationship between evidence use and participation in scientific knowledge generation. Objective: This study reconstructs how physiology educators conceptualized SC and related different forms of scientific engagement within their professional orientation frameworks. Methods: Three group discussions were conducted in 2015–2016 with physiology educators from two German medical faculties and a didactic workshop of the German Physiological Society (n = 30). Bohnsack’s documentary method was used to reconstruct shared and contrasting professional orientation frameworks. Results: SC encompassed scientific thinking, scientific practices, and scientific agency. Critical appraisal, methodological understanding, and evidence-informed medical practice were consistently constructed as relevant to future physicians. Autonomous participation in knowledge generation was also valued, but its curricular positioning varied: participants differed in whether authentic inquiry should be expected of all students or whether more sustained independent research participation should primarily be associated with research-oriented trajectories. Conclusions: This historically situated reconstruction suggests that the central curricular question is not simply whether SC should be developed, but which forms of scientific participation should be expected of all physicians and which remain more closely associated with research-oriented trajectories. The findings offer conceptual hypotheses for examining this distinction in contemporary medical education.
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Open AccessArticle
Simulation-Based VR Bronchoscopy Training: ADDIE-Driven Development and User Experience Study
by
Ratchagun Koonchayanggoon, Chanut Kunchayangkoon and Teerawat Kamnardsiri
Int. Med. Educ. 2026, 5(3), 94; https://doi.org/10.3390/ime5030094 - 15 Sep 2026
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Background: Fiberoptic bronchoscopy training is constrained by high equipment costs and limited patient availability. This pilot feasibility and usability study describes the development and preliminary evaluation of a Simulation-Based VR Bronchoscopy Training system that incorporates game-design elements (an objective-based task, real-time scoring, and
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Background: Fiberoptic bronchoscopy training is constrained by high equipment costs and limited patient availability. This pilot feasibility and usability study describes the development and preliminary evaluation of a Simulation-Based VR Bronchoscopy Training system that incorporates game-design elements (an objective-based task, real-time scoring, and feedback) within an ADDIE-driven development framework. A high-fidelity prototype was built for the Meta Quest 3. Methods: Ten experienced anesthesiologists completed a pre-test, a one-week practice period (participants were instructed to complete at least 3–4 sessions/week, approximately 4–6 h total, with standardized technical support), and a post-test. Procedural time and mucosal collisions, System Usability Scale (SUS), perceived realism, and motion sickness were assessed; pre-/post-test differences were analyzed with the Wilcoxon signed-rank test. Results: System usability was rated “Excellent” (mean SUS = 81.80, SD = 7.02). Mean procedural completion time decreased significantly from 41.00 s (median 38.50, IQR 28.25–46.75) to 27.00 s (median 24.50, IQR 15.25–35.00; Z = −2.80, p = 0.005, r = −0.89), with all 10 participants improving. Mucosal collisions decreased from a mean of 3.80 (median 3.5) to 3.30 (median 3.0), a non-significant change (Z = −1.07, p = 0.285, r = −0.62); only 3 of 10 participants showed any change in collision count. Perceived realism was rated highly (21.90/25.00) and motion sickness was minimal (2.80/30.00). Conclusions: This pilot study indicates that the simulation is feasible, usable, and well accepted by experienced anesthesiologists, with a preliminary improvement in simulated procedural fluency. Given the small, experienced, single-group sample and the absence of a control condition, these findings should be interpreted as evidence of feasibility and usability rather than demonstrated training effectiveness; larger, controlled studies including novice learners are needed.
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Open AccessReview
Conversational Artificial Intelligence in Pediatric Occupational Therapy: A Comprehensive Narrative Review of Emerging Applications, Transferable Evidence, and Future Directions
by
Pantelis Pergantis, Nikolaos Bardis, Charalabos Skianis and Athanasios Drigas
Int. Med. Educ. 2026, 5(3), 93; https://doi.org/10.3390/ime5030093 - 14 Sep 2026
Cited by 1
Abstract
Background: Conversational artificial intelligence (AI), including chatbots, large language models, virtual agents, and embodied conversational systems, is increasingly being introduced into healthcare, rehabilitation, education, and professional practice. In pediatric occupational therapy, these technologies could potentially support clinical documentation, professional reasoning, parent coaching, therapeutic
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Background: Conversational artificial intelligence (AI), including chatbots, large language models, virtual agents, and embodied conversational systems, is increasingly being introduced into healthcare, rehabilitation, education, and professional practice. In pediatric occupational therapy, these technologies could potentially support clinical documentation, professional reasoning, parent coaching, therapeutic engagement, home-program implementation, and access to information. However, the profession-specific evidence remains fragmented, and the implications for children, families, and occupational therapists have not been comprehensively examined. Objective: This comprehensive narrative review aims to critically examine the current and emerging applications of conversational AI in pediatric occupational therapy, integrate direct and transferable evidence, evaluate its alignment with occupation- and family-centered practice, and identify priorities for responsible future development. Methods: A structured multidisciplinary literature search was conducted across health, rehabilitation, allied-health, education, and computer-science databases. The narrative synthesis was guided by the quality domains of the Scale for the Assessment of Narrative Review Articles. Evidence was organized across four interconnected levels: direct pediatric occupational therapy research, broader occupational therapy applications, transferable pediatric evidence, and foundational literature concerning conversational-AI design, implementation, and governance. Results: Direct pediatric occupational therapy evidence remains limited but demonstrates two emerging directions: therapist-facing large language models supporting clinical documentation and child-facing embodied conversational systems intended to facilitate therapeutic engagement. The wider literature indicates potential applications in clinical reasoning, professional education, reflective practice, caregiver coaching, adherence, home routines, waiting-list support, and personalized communication. Nevertheless, most evidence is preliminary, heterogeneous, and based on small samples, technical prototypes, simulations, or indirect pediatric applications. Major unresolved concerns include developmental appropriateness, hallucinated information, algorithmic bias, privacy, safeguarding, emotional attachment, automation bias, professional accountability, and limited evaluation of participation and occupational outcomes. Conclusions: Conversational AI may become a valuable augmentative tool in pediatric occupational therapy, but it should not replace occupational therapists, contextual clinical reasoning, or therapeutic relationships. Future systems should be occupation-centered, family-centered, developmentally appropriate, transparent, context-sensitive, and governed through professional oversight. Co-design with children, caregivers, and occupational therapists, together with rigorous real-world evaluation, will be important before routine clinical use can be considered.
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(This article belongs to the Special Issue Celebrating IME's First Impact Factor: Global Initiatives, Innovations, and New Directions in Medical Education)
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Open AccessArticle
Why Become a General Practitioner? Career Intentions Among Medical Students at an Italian University: A Cross-Sectional Study
by
Alessia Ivan, Pier Mario Perrone and Silvana Castaldi
Int. Med. Educ. 2026, 5(3), 92; https://doi.org/10.3390/ime5030092 - 28 Aug 2026
Abstract
Background: General Practice is facing workforce shortages across Europe. In Italy, the estimated shortage was 5575 General Practitioners in 2024, with high retirement rates and persistent difficulties in attracting new physicians to the profession. This study investigated postgraduate career intentions among medical students
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Background: General Practice is facing workforce shortages across Europe. In Italy, the estimated shortage was 5575 General Practitioners in 2024, with high retirement rates and persistent difficulties in attracting new physicians to the profession. This study investigated postgraduate career intentions among medical students and factors associated with interest in General Practice. Methods: A cross-sectional survey using an anonymous 39-item questionnaire was conducted among fifth- and sixth-year medical students at the University of Milan. Associations were assessed using ordinal and multinomial logistic regression. Results: Among 359 respondents (response rate: 46.8%), only 2.2% identified General Practice as their preferred postgraduate career. Students considering General Practice attributed greater importance to community-based work (OR = 18.49, 95% CI 3.35–102.02) and professional autonomy (OR = 4.47, 95% CI 1.03–19.44). Previous community-based primary care experience was associated with choosing General Practice (OR = 32.43, 95% CI 3.85–273.50). Most students perceived theoretical and practical General Practice training as less adequate than that of other specialties, and only 25.1% considered their preparation sufficient to support career decision-making. Conclusions: Strengthening the academic integration of General Practice and meaningful community-based learning opportunities may contribute to more informed career choices while better preparing future physicians for healthcare systems increasingly centred on Primary Health Care.
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Impact of MOOC-Based CME on General Practitioners’ Knowledge of Early-Life Nutrition
by
Yoga Devaera, Yulia Ariani, Titis Prawitasari, Diantha Soemantri, Desak Gede Budi Krisnamurti and Rizki Marfira
Int. Med. Educ. 2026, 5(3), 91; https://doi.org/10.3390/ime5030091 - 26 Aug 2026
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General practitioners (GPs) are at the forefront of stunting interventions, but only a few studies have examined their understanding of growth monitoring. Therefore, this study aims to assess the effectiveness of massive open online course (MOOC)-based Continuing Medical Education (CME) programs to increase
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General practitioners (GPs) are at the forefront of stunting interventions, but only a few studies have examined their understanding of growth monitoring. Therefore, this study aims to assess the effectiveness of massive open online course (MOOC)-based Continuing Medical Education (CME) programs to increase GPs’ knowledge of nutrition and early detection of growth abnormalities. The study procedures were carried out using a pre- and post-cohort approach involving 121 GPs, mostly working in primary care in Indonesia. The pre- and post-test scores were observed before and after the 12-week MOOC intervention, and the participants were asked for feedback. There were 190 verified participants; the attrition rate was 27.4% (n = 52), and there were six participants with incomplete data, leaving 121 participants as the final sample. The results showed that post-test scores significantly increased after intervention in all domains. These domains included early-life nutrition (7.00 to 9.00), breastfeeding and lactation management (5.56 to 7.78), and feeding problems (7.33 to 8.00) (p < 0.001). Participants reported high satisfaction and preferred a combination of synchronous and asynchronous learning. The feedback suggested improving parental education techniques, specifically in low-socioeconomic settings, and strengthening collaboration between GPs and nutritionists in managing feeding problems.
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Open AccessArticle
Academic Performance, Admission Pathways, and Educational Disruption as Predictors of Professional Licensure Success: Evidence from Physical Therapy Education
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Onchuma Mueangson, Parinya Vongvaivanichakul, Nantanatch Chaiyamaneerat, Haswanee Purong, Amissaanis Doloh and Nusree Hayisa-I
Int. Med. Educ. 2026, 5(3), 90; https://doi.org/10.3390/ime5030090 - 26 Aug 2026
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This study investigated academic and environmental predictors of national licensing examination success among physical therapy graduates in Thailand, examining overall academic achievement, domain-specific competencies (Code 01: Law/Ethics/Administration; Code 02: Techniques; Code 03: Clinical), admission pathway, and COVID-19-related online-learning disruption. This retrospective cohort study
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This study investigated academic and environmental predictors of national licensing examination success among physical therapy graduates in Thailand, examining overall academic achievement, domain-specific competencies (Code 01: Law/Ethics/Administration; Code 02: Techniques; Code 03: Clinical), admission pathway, and COVID-19-related online-learning disruption. This retrospective cohort study analyzed 342 graduates (2020–2023) using multivariable logistic regression and Pearson correlation, with GPA-based predictors rescaled per 0.1-point increase. Undergraduate GPAX and Code 02/03 grades were the strongest positive predictors of both first-attempt and annual licensing success (adjusted OR range 1.35–1.74, all p < 0.001). Online-learning duration reduced first-attempt odds by 24% (OR = 0.757, p = 0.036) but did not affect annual success, while TCAS admission round was a significant negative predictor of first-attempt success only in the model excluding domain-specific scores (OR = 0.671, p = 0.011); Code 01 score was not significant in any model. These findings indicate that domain-specific academic performance, rather than general achievement or admission pathway, was the strongest predictor of licensing success, underscoring the value of early monitoring of coursework performance for identifying at-risk students.
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