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10 pages, 211 KiB  
Article
Attending Surgeons’ Perspectives on Promoting Flourishing During Residency
by Randi Stanulis, Luke Beauchamp, John Pestenariu, Scot Stanulis, Linda Qu, Rachel Gerth, Alicia Knickerbocker and Jordan Knepper
Int. Med. Educ. 2025, 4(3), 28; https://doi.org/10.3390/ime4030028 - 12 Aug 2025
Abstract
Through semi-structured interviews with attending surgeons, this exploratory qualitative study examined ways in which eleven surgeons create conditions for residents to flourish in the clinical learning environment. We conducted interviews with a purposeful sample of eleven surgical faculty from across the United States. [...] Read more.
Through semi-structured interviews with attending surgeons, this exploratory qualitative study examined ways in which eleven surgeons create conditions for residents to flourish in the clinical learning environment. We conducted interviews with a purposeful sample of eleven surgical faculty from across the United States. The transcripts were deductively coded using VanderWeele’s (2017) flourishing framework, which includes character and virtue, close social relationships, meaning and purpose, and life satisfaction. Through open coding and thematic analysis, we identified three interrelated themes: (1) acting to promote good through mattering, (2) deriving satisfaction from individualizing teaching, and (3) affirming the worth of residents as humans. Full article
13 pages, 527 KiB  
Article
MD Student Perceptions of ChatGPT for Reflective Writing Feedback in Undergraduate Medical Education
by Nabil Haider, Leo Morjaria, Urmi Sheth, Nujud Al-Jabouri and Matthew Sibbald
Int. Med. Educ. 2025, 4(3), 27; https://doi.org/10.3390/ime4030027 - 23 Jul 2025
Viewed by 289
Abstract
At the Michael G. DeGroote School of Medicine, a significant component of the MD curriculum involves written narrative reflections on topics related to professional identity in medicine, with written feedback provided by their in-person longitudinal facilitators (LFs). However, it remains to be understood [...] Read more.
At the Michael G. DeGroote School of Medicine, a significant component of the MD curriculum involves written narrative reflections on topics related to professional identity in medicine, with written feedback provided by their in-person longitudinal facilitators (LFs). However, it remains to be understood how generative artificial intelligence chatbots, such as ChatGPT (GPT-4), augment the feedback process and how MD students perceive feedback provided by ChatGPT versus the feedback provided by their LFs. In this study, 15 MD students provided their written narrative reflections along with the feedback they received from their LFs. Their reflections were input into ChatGPT (GPT-4) to generate instantaneous personalized feedback. MD students rated both modalities of feedback using a Likert-scale survey, in addition to providing open-ended textual responses. Quantitative analysis involved mean comparisons and t-tests, while qualitative responses were coded for themes and representational quotations. The results showed that while the LF-provided feedback was rated slightly higher in six out of eight survey items, these differences were not statistically significant. In contrast, ChatGPT scored significantly higher in helping to identify strengths and areas for improvement, as well as in providing actionable steps for improvement. Criticisms of ChatGPT included a discernible “AI tone” and paraphrasing or misuse of quotations from the reflections. In addition, MD students valued LF feedback for being more personal and reflective of the real, in-person relationships formed with LFs. Overall, findings suggest that although skepticism regarding ChatGPT’s feedback exists amongst MD students, it represents a viable avenue for deepening reflective practice and easing some of the burden on LFs. Full article
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10 pages, 577 KiB  
Article
Physical Assessment Education in Japanese Nursing Universities: A Syllabus Analysis
by Yuma Ota, Emiko Matsuo, Sumire Shinjo, Yasuyo Kasahara and Ayako Nishimura
Int. Med. Educ. 2025, 4(3), 26; https://doi.org/10.3390/ime4030026 - 17 Jul 2025
Viewed by 543
Abstract
To clarify the current status of physical assessment education in Japan, this study analyzed publicly available syllabi from nursing universities. Syllabi from 299 member universities of the Japan Association of Nursing Universities were analyzed, and data on course classification methods, learning content, and [...] Read more.
To clarify the current status of physical assessment education in Japan, this study analyzed publicly available syllabi from nursing universities. Syllabi from 299 member universities of the Japan Association of Nursing Universities were analyzed, and data on course classification methods, learning content, and practice methods were tabulated. The Body System Approach was the most common classification (used by 244 universities). Implementation rates were high for core systems like the respiratory system (98.0%) and cardiovascular system (95.2%), but lower for others, such as the otolaryngology system (41.5%). The use of simulation was noted in 21.4% of courses, and in 71.0% of syllabi, the role of the patient in practice exercises was not described. A discrepancy exists between the implemented content and the Model Core Curriculum for Nursing Education, which includes a wider range of systems. Furthermore, few syllabi described specific teaching methods, indicating that future curriculum revisions will require re-evaluation to ensure educational quality. Full article
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11 pages, 566 KiB  
Article
Reliability and Sources of Variation of Preclinical OSCEs at a Large US Osteopathic Medical School
by Martin Schmidt, Sarah Parrott and Maurice Blodgett
Int. Med. Educ. 2025, 4(3), 25; https://doi.org/10.3390/ime4030025 - 5 Jul 2025
Viewed by 281
Abstract
The objective structured clinical examination (OSCE) is a well-established tool for assessing clinical skills, providing reliability, validity, and generalizability for high-stakes examinations. Des Moines University College of Osteopathic Medicine (DMU-COM) adapted the OSCE for formative assessments in undergraduate medical education, focusing on interpersonal [...] Read more.
The objective structured clinical examination (OSCE) is a well-established tool for assessing clinical skills, providing reliability, validity, and generalizability for high-stakes examinations. Des Moines University College of Osteopathic Medicine (DMU-COM) adapted the OSCE for formative assessments in undergraduate medical education, focusing on interpersonal aspects in the primary care setting. Students are graded by standardized patients and faculty observers on interpersonal skills, history/physical examination, oral case presentation, and documentation. The purpose of the study is to establish the reliability and to identify sources of variation in the DMU-COM OSCE to aid medical educators in their understanding of the accuracy of clinical skills. We examined student performance data across five OSCE domains. We assessed intra- and inter-OSCE reliability by calculating KR20 values, determined sources of variation by multivariate regression analysis, and described relationships among observed variables through factor analysis. The results indicate that the OSCE captures student performance in three dimensions with low intra-OSCE reliability but acceptable longitudinal inter-OSCE reliability. Variance analysis shows significant measurement error in rubric-graded scores but negligible error in checklist-graded portions. Physical exam scores from patients and faculty showed no correlation, indicating value in having two different observers. We conclude that a series of formative OSCEs is a valid tool for assessing clinical skills in preclinical medical students. However, the low intra-assessment reliability cautions against using a single OSCE for summative clinical skills competency assessments. Full article
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8 pages, 210 KiB  
Article
The Effect of Community Nurse Practice for Medical Students Who Rotate in Emergency Medicine
by Yoshiaki Iwashita, Haruka Saigusa, Moe Fusayama, Hiroshi Miyamoto, Rie Sato, Nobuhiro Kodani, Noriaki Yamada, Tetsuya Makiishi and Akiko Yata
Int. Med. Educ. 2025, 4(3), 24; https://doi.org/10.3390/ime4030024 - 23 Jun 2025
Viewed by 600
Abstract
Background: Emergency medicine in Japan traditionally emphasizes critically ill patients, but recent trends show an increase in minor illness cases influenced by social factors. This study assessed integrating community nurse (CN) training into an emergency medicine elective to evaluate its effect on students’ [...] Read more.
Background: Emergency medicine in Japan traditionally emphasizes critically ill patients, but recent trends show an increase in minor illness cases influenced by social factors. This study assessed integrating community nurse (CN) training into an emergency medicine elective to evaluate its effect on students’ self-achievement and communication skills. Methods: Medical students rotating in the emergency department participated. Those choosing the CN training spent one week in the community, while others remained hospital-based. Surveys evaluated self-achievement of Shimane University emergency medicine objectives and communication skills per the Model Core Curriculum. Analyses used t-tests. Results: Of 35 students, 21 (60%) completed surveys. Satisfaction levels did not differ significantly between CN and non-CN groups (4.0 ± 0.70 vs. 4.5 ± 0.63, p = 0.15). Regression analysis indicated satisfaction correlated only with online practice availability. No significant differences emerged for goals or communication items (all p > 0.05), although CN participants tended to rate higher on patient proximity, communication, and social engagement. Discussion: CN training maintained overall satisfaction and slightly enhanced communication and social aspects, aligning with shifts toward psychosocial care in emergency medicine. Conclusions: Integrating CN practice did not significantly impact emergency medicine knowledge or skill satisfaction but showed a trend toward improved communication and social purpose satisfaction. Larger-scale studies are needed for validation. Full article
16 pages, 1705 KiB  
Article
Emotional Intelligence, Perceived Stress, and Burnout in Undergraduate Medical Students: A Cross-Sectional Correlational Study
by Marwa Schumann, Hossam M. Ghorab and Azza Baraka
Int. Med. Educ. 2025, 4(2), 23; https://doi.org/10.3390/ime4020023 - 19 Jun 2025
Viewed by 1146
Abstract
Medical education is inherently demanding, requiring students to balance intense academic workload, clinical training, and emotional resilience. High levels of stress and burnout among medical students have been associated with decreased empathy, poorer academic performance, and increased risk of mental health problems. This [...] Read more.
Medical education is inherently demanding, requiring students to balance intense academic workload, clinical training, and emotional resilience. High levels of stress and burnout among medical students have been associated with decreased empathy, poorer academic performance, and increased risk of mental health problems. This cross-sectional, correlational study examined the relationships between emotional intelligence (EI), perceived stress, and burnout among undergraduate medical students at the Alexandria Faculty of Medicine. Participants completed self-report questionnaires: the Mind Tools Emotional Intelligence Test, the Perceived Stress Scale, and the Maslach Burnout Inventory. Descriptive statistics, bivariate correlations, and multivariate regression models were used for analysis. Among the 264 participants (88% response rate), the majority (73.4%) demonstrated average EI with no statistically significant differences across gender and academic year. Higher perceived stress was strongly correlated with emotional exhaustion and depersonalization, and it was also inversely correlated with personal accomplishment. Regression analysis indicated that gender, academic year, and academic grade were not independent predictors of stress or burnout (R2 = 0.054). Approximately 30.3% of the students met the criteria for burnout. These findings highlight the complex interplay between emotional functioning and burnout, and they also suggest that interventions targeting emotional regulation and resilience may be beneficial in reducing stress and promoting well-being among medical students. Full article
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11 pages, 804 KiB  
Article
From Uncertainty to Confidence: Peer-Led Research and the Formation of Medical Academic Identity
by Andrea Cuschieri and Sarah Cuschieri
Int. Med. Educ. 2025, 4(2), 22; https://doi.org/10.3390/ime4020022 - 19 Jun 2025
Viewed by 534
Abstract
Background: Undergraduate research is vital for developing critical thinking and academic identity in medical students, yet traditional models often fail to overcome institutional and personal barriers. Peer-led approaches may offer more accessible, supportive environments that promote deeper engagement and leadership in research. Methods: [...] Read more.
Background: Undergraduate research is vital for developing critical thinking and academic identity in medical students, yet traditional models often fail to overcome institutional and personal barriers. Peer-led approaches may offer more accessible, supportive environments that promote deeper engagement and leadership in research. Methods: This study evaluated medical students’ experiences in a peer-led research initiative from 2022 to 2024. Students were then invited to complete a qualitative questionnaire reflecting on their perceptions towards research, development in research skills, confidence, and academic identity. Results: Code saturation was achieved after 9 responses (N = 15). Participants reported intrinsic interest, peer encouragement, and opportunities to publish as motivating factors. The peer-led model made research feel more approachable, fostering technical growth and academic confidence. Peer mentorship and a gradual learning structure were especially valued. While challenges such as workload and team dynamics emerged, students reported growth in resilience and self-reflection. Conclusions: Peer-led research initiatives can effectively support academic identity formation by integrating motivation, support, and skill development. Despite obstacles, students gained competence and confidence. Full article
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11 pages, 1166 KiB  
Article
Faculty and Student Perspectives on Launching a Post-Pandemic Medical School: A Philippine Case Study
by Eugene John Balmores and Generaldo Maylem
Int. Med. Educ. 2025, 4(2), 21; https://doi.org/10.3390/ime4020021 - 7 Jun 2025
Viewed by 1251
Abstract
The COVID-19 pandemic disrupted medical education as the shift from face-to-face to remote teaching raised concerns about learning outcomes and well-being. However, while established schools’ adaptations have been widely studied, the challenges faced by new institutions in the pandemic’s aftermath remain underexplored. This [...] Read more.
The COVID-19 pandemic disrupted medical education as the shift from face-to-face to remote teaching raised concerns about learning outcomes and well-being. However, while established schools’ adaptations have been widely studied, the challenges faced by new institutions in the pandemic’s aftermath remain underexplored. This research provides a valuable case study examining the motivations and concerns of faculty and students at a newly established medical school in the Philippines during its inaugural academic year. Employing a mixed-methods design, data were obtained via validated Likert-based questionnaires assessing motivation and survey questions eliciting concerns. Descriptive and inferential approaches were utilized to analyze data. Results show that faculty motivations were primarily intrinsic, whereas students were driven by a mix of intrinsic and extrinsic factors. Subgroup analyses revealed no difference in motivational profiles across demographic characteristics. Faculty were primarily concerned with their readiness for academic roles, use of modern teaching technologies, and ensuring effective student learning. Students’ concerns focused on training quality, institutional capacity, and the uncertainties of being the pioneer batch. Despite the pioneer cohort’s small size, this study highlighted the importance of understanding faculty and student motivations and concerns, already shaped by post-pandemic realities, to provide targeted support for new medical programs in the evolving post-pandemic landscape. Full article
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7 pages, 1847 KiB  
Perspective
How to Evaluate Trainees’ Clinical Reasoning Skills
by Aysha M. Nijamudeen and Harish K. Thampy
Int. Med. Educ. 2025, 4(2), 20; https://doi.org/10.3390/ime4020020 - 4 Jun 2025
Viewed by 794
Abstract
Clinical reasoning (CR) is the construct by which healthcare professionals assemble and interpret clinical information to formulate a diagnosis and management plan. Developing this skill can aid with medical decision-making and reduce clinical errors. Increasingly, CR is being included in undergraduate medical curricula, [...] Read more.
Clinical reasoning (CR) is the construct by which healthcare professionals assemble and interpret clinical information to formulate a diagnosis and management plan. Developing this skill can aid with medical decision-making and reduce clinical errors. Increasingly, CR is being included in undergraduate medical curricula, but the cultivation of this skill must continue in postgraduate training as doctors evolve to manage patients with increasing complexity. This is especially relevant in postgraduate training as doctors rotate through multiple specialties, assessing undifferentiated patients. Clinical trainers should therefore not only help develop their trainees’ CR skills, but also effectively evaluate their progression in this competency through placement-based assessment tools. This article introduces the reader to CR theories and principles before exploring four such methods for evaluating a trainee’s CR skills in a workplace setting. The various workplace tools described in this article are not intended to be prescriptive methodologies that must be rigidly followed, but instead offer a range of approaches that supervisors can dip into, and even combine, as suited to their trainees’ needs and level of performance to help foster this crucial aspect of professional development. Full article
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9 pages, 802 KiB  
Article
Perception of Feedback and Autonomy Among Gynecology Residents During In-Person Versus Telemedicine Clinic
by Kelsi Chan, Holly Olson, Melissa Natavio and Paris N. Stowers
Int. Med. Educ. 2025, 4(2), 19; https://doi.org/10.3390/ime4020019 - 26 May 2025
Viewed by 307
Abstract
Over the past decade, telehealth provision of care has become increasingly common. This shift away from in-person clinics may impact the experience of medical learners and the preceptors who train them. This study aimed to measure and compare obstetrics and gynecology resident physicians’ [...] Read more.
Over the past decade, telehealth provision of care has become increasingly common. This shift away from in-person clinics may impact the experience of medical learners and the preceptors who train them. This study aimed to measure and compare obstetrics and gynecology resident physicians’ perceived quality of educational feedback during telemedicine compared to in-person clinical encounters. This prospective observational study recruited residents enrolled in a family planning clinical rotation at an academic residency program. After every in-person and telemedicine clinic session from January 2021 to February 2022, participating residents were sent a link to a 3 min survey via text message. Ordinal regression modeling was used to compare Likert responses between the telehealth and in-person clinical settings. All nine residents enrolled in the clinical rotation chose to participate in this study and responded to 114 of 132 survey prompts (86%). Participants positively rated the feedback they received during all clinic sessions. When comparing the two clinic experiences, there was no statistically significant difference in perceived quality of feedback or satisfaction with feedback. Residents’ perception of educational feedback during telemedicine clinic is at least similar for most measures and superior for contraception counseling when compared to an in-person clinic. Full article
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17 pages, 1224 KiB  
Article
Transforming Post-Professional Clinical Skill Education with Digitally Integrated Instructional Design: An Industry-Relevant University-Setting Project Series
by Sonya Moore and Sia Kazantzis
Int. Med. Educ. 2025, 4(2), 18; https://doi.org/10.3390/ime4020018 - 24 May 2025
Viewed by 665
Abstract
Transformative digitally integrated pedagogy can enrich learning experiences, diversify the curriculum and broaden access to industry-relevant advanced clinical education for remote learners in medical education. Clinical skills are characterised as the portfolio of practical and interpersonal skills required by practicing clinicians. The purpose [...] Read more.
Transformative digitally integrated pedagogy can enrich learning experiences, diversify the curriculum and broaden access to industry-relevant advanced clinical education for remote learners in medical education. Clinical skills are characterised as the portfolio of practical and interpersonal skills required by practicing clinicians. The purpose of this project was to design a new wholly online post-professional university subject for clinicians in different healthcare disciplines to advance these skills, which would traditionally be taught and assessed in-person. Our methodology included critically reviewing existing evidence of relevant medical skills which need to be included in the curriculum and approaches to their assessment. We designed a subject which dovetailed learning experiences with continuing clinical practice, and developed a new framework for remote video assessment of practical skills. Our pedagogical approaches included a backwards design coupled with a Four-Component Instructional Design Model (4C-ID) approach, which increased access and contextualised learning opportunities for diverse and practicing clinicians. Our narrative synthesis critically shares our experience and insights of embracing digital-technology opportunities while problem-solving to move past barriers. Our impact evaluation and experiential insights offer a platform to reimagine emerging possibilities for future digitally integrated education in medical education and other clinical-skills professions. Full article
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11 pages, 504 KiB  
Review
Self-Disclosure of Mental Health History in the Medical Training Environment: A Scoping Review
by Meghan E. Quinn, Lauren A. Maggio, Duane R. Bidwell and LaKesha N. Anderson
Int. Med. Educ. 2025, 4(2), 17; https://doi.org/10.3390/ime4020017 - 18 May 2025
Viewed by 828
Abstract
(1) Background: Physicians and medical students face unique barriers balancing career progression and their mental health. Some medical schools and residency programs have described interventions in which senior clinicians, residents, or medical students disclose their experiences with mental health diagnosis and treatment to [...] Read more.
(1) Background: Physicians and medical students face unique barriers balancing career progression and their mental health. Some medical schools and residency programs have described interventions in which senior clinicians, residents, or medical students disclose their experiences with mental health diagnosis and treatment to peers, students, and those junior in training status. (2) Methods: The authors conducted a scoping review to describe how medical training environments incorporate the self-disclosure of mental health diagnosis and treatment by senior clinicians to junior trainees. They searched six databases and hand-searched references from relevant publications. Following Arksey and O’Malley’s steps for scoping reviews, at least two reviewers independently screened all publications for eligibility and extracted data from included publications. (3) Results: A total of 2326 unique publications were identified; eight were included. Psychiatry was the medical specialty most represented by physician–authors. One publication described an intervention that impacted learner’s behaviors, while the remainder (n = 7) focused on participant satisfaction. (4) Conclusions: Research aims often sought to describe behavior changes. However, most (n = 7) of the literature included in this study did not present the behavioral outcomes of implementing these interventions. This study aims to direct future research into the role of mental health history self-disclosure in medical training environments. Full article
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6 pages, 202 KiB  
Brief Report
The Benefits of a Heart Health Service Learning Opportunity for First-Year Medical Students
by Anson Y. Lee, Jonathan Hu, Helaine J. Kwong and Dee-Ann Carpenter
Int. Med. Educ. 2025, 4(2), 16; https://doi.org/10.3390/ime4020016 - 7 May 2025
Viewed by 432
Abstract
Service learning across medical schools is non-standardized and the skills that they learn can vary. Project HEART, a volunteer-based outreach program focused on teaching cardiovascular health and cardiopulmonary resuscitation (CPR) at public high schools, was implemented to encourage greater community engagement and equilibrate [...] Read more.
Service learning across medical schools is non-standardized and the skills that they learn can vary. Project HEART, a volunteer-based outreach program focused on teaching cardiovascular health and cardiopulmonary resuscitation (CPR) at public high schools, was implemented to encourage greater community engagement and equilibrate skill acquisition across different service projects. This pilot study characterized the benefits of providing service learning opportunities to first-year medical students. First-year medical students at a single institution were recruited to Project HEART. Following service sessions, all students completed a retrospective pre/post survey. They provided self-reported scores on a five-point Likert-type scale, grading their didactic and communication skills before and after the event. Subjective feelings of community engagement were also queried. Overall, 30 students were recruited across nine different community programs. Following participation, significantly increased confidence was seen in performing hands-only CPR (p < 0.001), public speaking (p = 0.003), teaching effectively (p < 0.001), and explaining medical terminology to laypersons (p < 0.001). Volunteers had an increased sense of community engagement (p < 0.001) and 17/30 students expressed greater consideration towards specializing in cardiology, primary care, or entering academia after participation. The study supported the proposal that service learning may promote self-determined altruism, positively influence perceptions of community stewardship, and have positive subjective benefits on medical student education. Full article
12 pages, 879 KiB  
Article
Development of a Technology-Based, Interactive Intervention to Reduce Substance Use Disorder Stigma Among Medical Students
by Angela Caldwell, Cerelia Donald, Gabrielle Simcoe, Lillia Thumma, Amber R. Green, Alison J. Patev, Kristina B. Hood, Madison M. Marcus and Caitlin E. Martin
Int. Med. Educ. 2025, 4(2), 15; https://doi.org/10.3390/ime4020015 - 3 May 2025
Viewed by 501
Abstract
High levels of stigma among the healthcare workforce impede efforts to increase access to effective substance use disorder (SUD) treatments. Education on SUDs that (1) is tailored to physicians in training and (2) directly addresses and attempts to combat SUD stigma may help [...] Read more.
High levels of stigma among the healthcare workforce impede efforts to increase access to effective substance use disorder (SUD) treatments. Education on SUDs that (1) is tailored to physicians in training and (2) directly addresses and attempts to combat SUD stigma may help produce lasting reductions in SUD stigmatization within the healthcare setting. This study aims to describe the development of a technology-based, interactive SUD stigma intervention for medical students, created in collaboration with medical students, practicing clinicians, and experts in the fields of psychology and addiction medicine. This intervention is unique in its interactive application-based approach and the use of a computerized intervention authorizing system (CIAS) to guide the participant through the training. The final intervention includes four interactive online modules focused on SUD education using a biopsychosocial model, including stigma acknowledgment, an examination of patient perspectives, and the application of skills. Planned future studies will examine the feasibility, acceptability, and preliminary efficacy of the intervention among medical students. This intervention leverages the existing CIAS to provide interactive training that can be used as a part of medical student training and be expanded to other healthcare professionals (e.g., nurses and community health workers). Ultimately, this work will be used to drive a reduction in SUD stigma in medical settings. Full article
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21 pages, 127827 KiB  
Review
Artificial Intelligence in Orthopedic Medical Education: A Comprehensive Review of Emerging Technologies and Their Applications
by Kyle Sporn, Rahul Kumar, Phani Paladugu, Joshua Ong, Tejas Sekhar, Swapna Vaja, Tamer Hage, Ethan Waisberg, Chirag Gowda, Ram Jagadeesan, Nasif Zaman and Alireza Tavakkoli
Int. Med. Educ. 2025, 4(2), 14; https://doi.org/10.3390/ime4020014 - 30 Apr 2025
Cited by 3 | Viewed by 1539
Abstract
Integrating artificial intelligence (AI) and mixed reality (MR) into orthopedic education has transformed learning. This review examines AI-powered platforms like Microsoft HoloLens, Apple Vision Pro, and HTC Vive Pro, which enhance anatomical visualization, surgical simulation, and clinical decision-making. These technologies improve the spatial [...] Read more.
Integrating artificial intelligence (AI) and mixed reality (MR) into orthopedic education has transformed learning. This review examines AI-powered platforms like Microsoft HoloLens, Apple Vision Pro, and HTC Vive Pro, which enhance anatomical visualization, surgical simulation, and clinical decision-making. These technologies improve the spatial understanding of musculoskeletal structures, refine procedural skills with haptic feedback, and personalize learning through AI-driven adaptive algorithms. Generative AI tools like ChatGPT further support knowledge retention and provide evidence-based insights on orthopedic topics. AI-enabled platforms and generative AI tools help address challenges in standardizing orthopedic education. However, we still face many barriers that relate to standardizing data, algorithm evaluation, ethics, and the curriculum. AI is used in preoperative planning and predictive analytics in the postoperative period that bridges theory and practice. AI and MR are key to supporting innovation and scalability in orthopedic education. However, technological innovation relies on collaborative partnerships to develop equitable, evidence-informed practices that can be implemented in orthopedic education. For sustained impact, innovation must be aligned with pedagogical theories and principles. We believe that orthopedic medical educators’ future critical role will be to enhance the next generation of competent clinicians. Full article
(This article belongs to the Special Issue New Advancements in Medical Education)
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