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Influence of Admission Pathways on Learning Strategies, Assessment Engagement, and Academic Performance Among First-Year Medical Students: Mixed Methods Retrospective Observational and Cross-Sectional Survey Study. 入学途径对一年级医学生学习策略、评估参与和学业成绩的影响:混合方法、回顾性观察和横断面调查研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-02-02 DOI: 10.2196/68636
Issarawan Keadkraichaiwat, Chantacha Sitticharoon, Punyapat Maprapho, Nisa Jangboon, Nadda Wannarat
<p><strong>Background: </strong>Medical school admission pathways are designed to select suitable applicants, with different approaches potentially impacting students' learning behaviors and performance.</p><p><strong>Objective: </strong>This study aimed to compare students' self-regulated learning (SRL) strategies, assessment engagement statistics (AES), nongrading evaluation (Outstanding ["O"]/Satisfactory ["S"]/Unsatisfactory ["U"]) preferences, and academic performance across admission pathways, and analyze correlations and linear regression models among summative scores, AES, and course learning outcome (CLO) scores.</p><p><strong>Methods: </strong>This mixed methods retrospective observational and cross-sectional survey study used census sampling with selection criteria of all enrolled first-year medical students in 2021 (N=319) across 4 admission pathways: academic (n=23), quota (n=6), test (n=261), and rural (n=29). Demographics included age (19-24 years) and sex (167/319, 52.4% male). AES, CLO scores, and summative scores were obtained from institutional databases. Two system-embedded institutional questionnaires assessed SRL strategies (316/319, 99.1% response rate) and "O"/"S"/"U" preferences (299/319, 93.7% response rate). Outcome measures included SRL strategies, AES, "O"/"S"/"U" preferences, CLO scores, and summative scores. Statistical significance was set at P<.05.</p><p><strong>Results: </strong>When compared among pathways, using one-way ANOVA with Fisher least significant difference post hoc tests, the academic group reported significantly higher mean (with 95% CI) goal setting (4.35, 4.07-4.63), enthusiasm (4.43, 4.18-4.69), and lower stress during study (2.64, 2.15-3.12), while the rural group showed higher pre-examination stress (4.38, 4.10-4.66) (all P<.05). Most academic (14/22, 63.6%), quota (5/6, 83.3%), and test students (132/243, 54.3%) preferred "O"/ "S"/"U," while the rural students preferred "S"/"U" (13/28, 46.4%). The academic group showed significantly higher CLO and summative scores but fewer total and intentional attempts and instances of first-pass and highest scoring attempts (all P<.05), whereas the rural group showed significantly lower CLO and summative scores and higher instances of first-pass and highest scoring attempts (all P<.05). For correlation analyses, using Pearson correlation coefficient, summative scores were positively correlated with CLO scores and number of passings and negatively with first-pass attempts. For multiple linear regression analyses, summative scores were positively influenced by number of passings for each CLO and CLO scores and negatively influenced by instances of first-pass attempts and highest scoring attempts. Overall, the academic group demonstrated higher academic performance and fewer attempts and instances of first-pass and highest scoring attempts, while the rural group showed lower academic performance, requiring more attempts for first-passing CLOs.</p><p><strong>Con
背景:医学院的录取途径旨在选择合适的申请人,不同的录取途径可能会影响学生的学习行为和表现。目的:本研究旨在比较不同录取途径学生的自我调节学习(SRL)策略、评估投入统计(AES)、非评分评价(优秀[“O”]/满意[“S”]/不满意[“U”])偏好和学业成绩,并分析总结性分数、AES和课程学习成果(CLO)分数之间的相关性和线性回归模型。方法:本研究采用回顾性观察和横断面调查相结合的混合方法,采用人口普查抽样的方法,对2021年入学的所有医学院一年级学生(N=319)进行了选择标准,包括4种录取途径:学术(N= 23)、配额(N= 6)、测试(N= 261)和农村(N= 29)。人口统计包括年龄(19-24岁)和性别(167/319,男性52.4%)。AES、CLO评分和总结性评分均来自机构数据库。两份系统嵌入式机构问卷评估了SRL策略(316/319,99.1%回复率)和“O”/“S”/“U”偏好(299/319,93.7%回复率)。结果测量包括SRL策略、AES、“O”/“S”/“U”偏好、CLO评分和总结性评分。结果:各途径比较,采用Fisher最小显著差异事后检验的单因素方差分析,学术组的平均(95% CI)目标设定(4.35,4.07-4.63)、积极性(4.43,4.18-4.69)和学习期间的压力(2.64,2.15-3.12)显著较高,而农村组的考试前压力(4.38,4.10-4.66)显著较高(均p < 0.05)。录取途径显著影响学生的SRL策略、AES、评价偏好和学业成绩。这项研究在分析单个队列中这些相互关联的组成部分方面具有创新性,不像之前的研究那样分别检查它们。通过将评估参与分析与SRL数据相结合,它为入学系统如何塑造学习行为和学术轨迹提供了以公平为导向的证据。这些发现为包容性课程设计和早期识别有风险的学生提供了可行的见解。现实世界的影响包括有针对性的指导,以srl为中心的干预,以及平衡学术严谨性与心理安全的评估改革。
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引用次数: 0
Immersive Virtual Reality Training to Improve Novice Physicians' Emergency Response Skills: A Randomized Controlled Trial. 沉浸式虚拟现实训练提高新手医生应急反应技能:一项随机对照试验
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-02-02 DOI: 10.2196/71455
Yeon-Ju Huh, Ju Whi Kim, Narae Yoon, Seoi Jeong, Hyoun-Joong Kong, Sun Jung Myung
<p><strong>Background: </strong>Simulation-based training is essential for preparing medical interns to manage high-stakes emergencies. Although virtual reality (VR)-based simulation has been rapidly integrated into medical education, there remains limited evidence directly assessing its effectiveness relative to established high-fidelity simulation (HFS) methodologies.</p><p><strong>Objective: </strong>This study aimed to assess the perceived educational effectiveness of VR and HFS in enhancing novice physicians' confidence, satisfaction, and perceived preparedness for managing acute oxygen desaturation.</p><p><strong>Methods: </strong>A randomized controlled trial was conducted with 168 medical interns from Seoul National University Hospital. Participants were randomly assigned to VR group (n = 81) or HFS group (n = 87). Four participants were excluded due to incomplete surveys, leaving 164 for analysis (VR:79; HFS: 85). Both groups were trained to manage simulated patients with low oxygen saturation. Confidence (10-point Likert scale) and satisfaction (7-point Likert scale) were measured using pre- and post-training surveys. Usability was assessed with the User Experience Questionnaire-Short. Between-group comparisons were conducted using t-tests and chi-square tests, while within-group confidence changes were analyzed using paired t-tests and repeated-measures analysis of variance. To account for correlated data and estimate effect sizes, generalized estimating equations were applied, with statistical significance set at P < .05. Focus group interviews (FGIs) at one- and five-months post-training explored real-world application and behavior transfer. Transcripts were independently reviewed by two researchers and thematically analyzed to identify recurring patterns and insights related to clinical behavior.</p><p><strong>Results: </strong>Confidence in managing oxygen desaturation significantly improved from a mean [SD] 3.78 [2.12] to 6.20 [2.02] across VR and HFS groups (t(163) = -14.04, P < .001), with no significant difference between groups (F(1,162) = 3.28, P = .07). Satisfaction was high overall (mean [SD] 6.07 [1.02]), but significantly greater in the HFS group than in the VR group (6.23 [0.92] vs. 5.89 [1.10]; t(162) = 2.29, P = .02). HFS participants rated tutor guidance (6.49 [0.86] vs. 6.10 [1.02]; P = .008) and authenticity (6.24 [1.05] vs. 5.77 [1.15]; P = .006) higher, whereas both groups scored usability above 5 on all items. Qualitative analyses revealed complementary strengths. Interns valued VR for its immersive environment, focused repetition, and reduced distractions that facilitated stepwise problem-solving. HFS was praised for palpable realism, hands-on practice with equipment, and immediate feedback that reinforced team communication and role clarity. Across follow-up interviews, interns reported improved recognition of desaturation, more structured initial responses (airway assessment, oxygen delivery adjustments, escal
背景:基于模拟的培训是必要的准备医疗实习生管理高风险的紧急情况。尽管基于虚拟现实(VR)的模拟已迅速整合到医学教育中,但相对于已建立的高保真模拟(HFS)方法,直接评估其有效性的证据仍然有限。目的:本研究旨在评估VR和HFS在提高新手医生对急性氧饱和度管理的信心、满意度和感知准备方面的感知教育效果。方法:对汉城大学附属医院168名实习医师进行随机对照试验。参与者随机分为VR组(n = 81)和HFS组(n = 87)。4名参与者因调查不完整而被排除,留下164名参与者进行分析(VR:79; HFS: 85)。两组均接受低氧饱和度模拟患者管理训练。信心(10点李克特量表)和满意度(7点李克特量表)测量使用培训前和培训后的调查。可用性评估与用户体验问卷-短。组间比较采用t检验和卡方检验,组内置信度变化采用配对t检验和重复测量方差分析。为了解释相关数据和估计效应量,应用广义估计方程,统计显著性设置为P < 0.05。在培训后1个月和5个月的焦点小组访谈(fgi)探讨了现实世界的应用和行为转移。转录本由两名研究人员独立审查,并进行主题分析,以确定与临床行为相关的反复出现的模式和见解。结果:VR组和HFS组管理氧饱和度的置信度从平均[SD] 3.78[2.12]显著提高到6.20 [2.02](t(163) = -14.04, P < .001),两组间无显著差异(F(1162) = 3.28, P = .07)。总体满意度较高(平均[SD] 6.07[1.02]),但HFS组满意度显著高于VR组(6.23[0.92]比5.89 [1.10];t(162) = 2.29, P = .02)。HFS参与者对导师指导(6.49 [0.86]vs. 6.10 [1.02]; P = .008)和真实性(6.24 [1.05]vs. 5.77 [1.15]; P = .006)的评分更高,而两组在所有项目上的可用性得分都在5分以上。定性分析揭示了互补优势。实习生看重VR的原因是它的沉浸式环境、集中的重复和减少干扰,有助于逐步解决问题。HFS因其明显的现实主义、对设备的实际操作以及加强团队沟通和角色明确的即时反馈而受到称赞。在后续访谈中,实习生报告了对去饱和的识别能力提高,更有条理的初始反应(气道评估,供氧调整,升级),更愿意在压力下迅速采取行动,这表明他们感知到学习转移到模拟实验室之外的临床实践。结论:VR可作为HFS应急培训的补充。这两种方式都与实习生自我报告的信心和感知准备的改善有关。虚拟现实的可扩展性和可访问性表明其在不同培训环境中的潜在价值。临床试验:ClinicalTrials.gov NCT06295887。
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引用次数: 0
Development of Therapeutic Competencies in Health Care Students: Qualitative Focus Group Study Using 360-Degree Video and Virtual Reality Technology. 卫生保健学生治疗能力的发展:使用360度视频和虚拟现实技术的定性焦点小组研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-02-02 DOI: 10.2196/75776
Camilla Lauritzen, Charlotte Reedtz, Kjersti Bergum Kristensen, Vår Mathisen, Eva Therese Næss, Rigmor Furu, Hege Nermo, Rita Jentoft

Background: Therapeutic competence is a critical skill for health care professionals, encompassing communication, interaction, and guidance in vulnerable situations. Virtual reality (VR) and 360-degree video technologies have emerged as innovative tools in health care education, offering immersive and interactive learning experiences. However, there is limited research on their effectiveness in developing therapeutic competencies among health care students.

Objective: This pilot study aimed to explore the feasibility, usability, and perceived educational value of a virtual learning resource using VR and 360-degree video to enhance therapeutic competence in health care students.

Methods: A virtual learning resource was developed, consisting of three modules: (1) a virtual home visit, (2) observation of therapeutic conversations using a 360-degree video, and (3) practice of therapeutic conversations in a simulated environment using VR. The resource was tested with students (n=12) from occupational therapy, psychology, and dentistry programs. Data were collected through focus group interviews after the students completed the modules. Thematic analysis was conducted to identify key themes related to the educational value and learning outcomes of the resource.

Results: The analysis revealed four key themes: (1) active exploration, where students engaged deeply with the material and contextualized theoretical knowledge; (2) observation, which provided practical insights into therapeutic conversations; (3) practice and reflection, which allowed students to refine their skills and build confidence; and (4) translation of theoretical knowledge into practical skills. Students reported that the resource was engaging, immersive, and effective in promoting learning compared to traditional teaching methods. Some students found the VR experience intense but valuable for skill development.

Conclusions: This pilot study demonstrates the feasibility and potential educational value of integrating VR and 360-degree video into health care education. The findings provide preliminary insights into the resource's ability to enhance therapeutic competence and student engagement. Future research should focus on larger, multi-institutional studies to validate these findings and assess the resource's impact on measurable learning outcomes.

背景:治疗能力是卫生保健专业人员的一项关键技能,包括在脆弱情况下的沟通、互动和指导。虚拟现实(VR)和360度视频技术已经成为医疗保健教育的创新工具,提供身临其境的互动学习体验。然而,对其在培养卫生保健学生治疗能力方面的有效性的研究有限。目的:本初步研究旨在探讨虚拟现实和360度视频虚拟学习资源在提高卫生保健学生治疗能力方面的可行性、可用性和感知教育价值。方法:开发了一个虚拟学习资源,由三个模块组成:(1)虚拟家访,(2)使用360度视频观察治疗对话,(3)使用VR在模拟环境中进行治疗对话练习。对来自职业治疗、心理学和牙科专业的学生(n=12)进行了资源测试。在学生完成模块后,通过焦点小组访谈收集数据。进行了主题分析,以确定与资源的教育价值和学习成果相关的关键主题。结果:分析揭示了四个关键主题:(1)积极探索,学生深入参与材料和情境化理论知识;(2)观察,为治疗性对话提供了实用的见解;(3)实践和反思,使学生提高技能,树立信心;(4)将理论知识转化为实践技能。学生们报告说,与传统的教学方法相比,该资源具有参与性、沉浸性和促进学习的有效性。一些学生认为VR体验很紧张,但对技能发展很有价值。结论:本初步研究验证了将VR和360度视频整合到医疗保健教育中的可行性和潜在的教育价值。这些发现为该资源提高治疗能力和学生参与度的能力提供了初步的见解。未来的研究应该集中在更大的、多机构的研究上,以验证这些发现,并评估资源对可衡量的学习成果的影响。
{"title":"Development of Therapeutic Competencies in Health Care Students: Qualitative Focus Group Study Using 360-Degree Video and Virtual Reality Technology.","authors":"Camilla Lauritzen, Charlotte Reedtz, Kjersti Bergum Kristensen, Vår Mathisen, Eva Therese Næss, Rigmor Furu, Hege Nermo, Rita Jentoft","doi":"10.2196/75776","DOIUrl":"10.2196/75776","url":null,"abstract":"<p><strong>Background: </strong>Therapeutic competence is a critical skill for health care professionals, encompassing communication, interaction, and guidance in vulnerable situations. Virtual reality (VR) and 360-degree video technologies have emerged as innovative tools in health care education, offering immersive and interactive learning experiences. However, there is limited research on their effectiveness in developing therapeutic competencies among health care students.</p><p><strong>Objective: </strong>This pilot study aimed to explore the feasibility, usability, and perceived educational value of a virtual learning resource using VR and 360-degree video to enhance therapeutic competence in health care students.</p><p><strong>Methods: </strong>A virtual learning resource was developed, consisting of three modules: (1) a virtual home visit, (2) observation of therapeutic conversations using a 360-degree video, and (3) practice of therapeutic conversations in a simulated environment using VR. The resource was tested with students (n=12) from occupational therapy, psychology, and dentistry programs. Data were collected through focus group interviews after the students completed the modules. Thematic analysis was conducted to identify key themes related to the educational value and learning outcomes of the resource.</p><p><strong>Results: </strong>The analysis revealed four key themes: (1) active exploration, where students engaged deeply with the material and contextualized theoretical knowledge; (2) observation, which provided practical insights into therapeutic conversations; (3) practice and reflection, which allowed students to refine their skills and build confidence; and (4) translation of theoretical knowledge into practical skills. Students reported that the resource was engaging, immersive, and effective in promoting learning compared to traditional teaching methods. Some students found the VR experience intense but valuable for skill development.</p><p><strong>Conclusions: </strong>This pilot study demonstrates the feasibility and potential educational value of integrating VR and 360-degree video into health care education. The findings provide preliminary insights into the resource's ability to enhance therapeutic competence and student engagement. Future research should focus on larger, multi-institutional studies to validate these findings and assess the resource's impact on measurable learning outcomes.</p>","PeriodicalId":36236,"journal":{"name":"JMIR Medical Education","volume":"12 ","pages":"e75776"},"PeriodicalIF":3.2,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12910263/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146106932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Education to Practice - Upskilling in Healthy Longevity Medicine Results in Physicians' Implementation Intent and Self-Reported Clinical Confidence: A Cross-Sectional Observational Study. 从教育到实践——提高健康长寿医学技能对医生实施意图和自我报告的临床信心的影响:一项横断面观察研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-30 DOI: 10.2196/83779
Evelyne Bischof, Dominika Wilczok, James L Kirkland, Bhirau Wilaksono, Christine Yuan Huang, Suwanna Suwannaphong, Wanviput Sanphasitvong, Dalila Čamdžić, Carolina Hernandez, Yoko Madea, Hidekazu Yamada, Melissa Alexandre Fernandes, Ricardo Gaminha Pacheco, Fabiano M Serfaty, Fernanda Calvo-Fortes, Amit Goldman, Andrea B Maier, Alexey Moskalev, Morten Scheibye-Knudsen, Alex Zhavoronkov

Background: Structured educational programs for physicians in healthy longevity medicine (HLM) remain scarce. No published data yet document the impact of longevity-focused medical education on physicians. This study assesses the ramification of the HLM curriculum, certified by the American Council for Continuing Medical Education (ACCME), on physicians' confidence in knowledge of HLM and clinical practice.

Objective: This study aimed to evaluate the impact of accredited HLM education on physicians' confidence in knowledge, and practice patterns, examining self-reported integration of HLM principles, professional attitudes, and career trajectories to determine the translational value of structured curricula in the emerging medical discipline.

Methods: A cross-sectional online survey was conducted between March and April 2024 among physicians who had completed accredited HLM courses between January 2023 and February 2024. Invitations were sent globally to 590 eligible physicians; trainees and students were excluded. A total of 113 respondents completed the survey and were included in the analysis. The survey assessed self-reported changes in clinical implementation, confidence in HLM-related knowledge, and professional attitudes following course completion. Descriptive statistics and logistic regression analyses were performed (p < .05, 95% CIs).

Results: Respondents represented 42 nationalities and were primarily trained in family medicine (27.4%) and internal medicine (15.93%). Overall, 96.5% reported increased confidence in HLM-related knowledge, with 47.8% indicating substantial improvement. More than half (55.8%) reported integrating HLM principles into routine patient assessments, and 80.5% reported more frequent discussions related to healthspan-focused care. Additionally, 23% initiated aging biomarker testing, 48.7% increased testing frequency, 52.2% reported a shift in their perspective on aging, and 73.5% anticipated full integration of HLM into mainstream medicine. Physicians practicing in specialized care demonstrated higher odds of reporting increased confidence in HLM knowledge compared with those in primary and preventive care (OR 4.46, 95% CI 1.55-12.79, p = .005).

Conclusions: Accredited education in HLM is associated with enhanced confidence in HLM knowledge, increased clinical engagement with HLM practices, and a shift in aging-related care paradigms. These findings underscore the critical role of structured HLM curricula in bridging the translational gap between geroscience and everyday medical practice. Nevertheless, systemic healthcare barriers impede widespread implementation, warranting policy-level strategies to support healthspan-oriented education and care models.

Clinicaltrial:

背景:针对健康长寿医学(HLM)医生的结构化教育项目仍然很少。目前还没有公布的数据证明以长寿为重点的医学教育对医生的影响。本研究评估了由美国继续医学教育委员会(ACCME)认证的HLM课程对医生对HLM知识和临床实践的信心的影响。目的:本研究旨在评估经认证的HLM教育对医生对知识和实践模式的信心的影响,考察自我报告的HLM原则、专业态度和职业轨迹的整合,以确定结构化课程在新兴医学学科中的转化价值。方法:于2024年3月至4月对在2023年1月至2024年2月完成认可的HLM课程的医生进行横断面在线调查。向全球590名符合条件的医生发出邀请;实习生和学生被排除在外。共有113名受访者完成了调查,并被纳入分析。该调查评估了自我报告的临床实施变化,对hlm相关知识的信心,以及课程完成后的专业态度。描述性统计和逻辑回归分析(p < 0.05, 95% ci)。结果:受访者来自42个国家,主要接受过家庭医学(27.4%)和内科(15.93%)的培训。总体而言,96.5%的受访者表示对hlm相关知识的信心增加,47.8%的受访者表示有实质性改善。超过一半(55.8%)报告将HLM原则纳入常规患者评估,80.5%报告更频繁地讨论与健康跨度相关的护理。此外,23%的人开始进行衰老生物标志物检测,48.7%的人增加了检测频率,52.2%的人报告了他们对衰老的看法的转变,73.5%的人预计HLM将完全融入主流医学。与初级保健和预防保健的医生相比,从事专科护理的医生报告对HLM知识的信心增加的几率更高(OR 4.46, 95% CI 1.55-12.79, p = 0.005)。结论:经过认证的HLM教育与增强对HLM知识的信心、增加临床对HLM实践的参与以及老龄相关护理范式的转变有关。这些发现强调了结构化的HLM课程在弥合老年科学与日常医疗实践之间的转化差距方面的关键作用。然而,系统性的卫生保健障碍阻碍了广泛的实施,需要政策层面的战略来支持面向健康跨度的教育和护理模式。临床试验:
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引用次数: 0
Global Learner Feedback on Continuing Medical Education-Accredited e-Learning Modules in Pediatric Endocrinology and Diabetes: Cross-Sectional Study. 儿童内分泌学和糖尿病继续医学教育认证电子学习模块的全球学习者反馈:横断面研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-30 DOI: 10.2196/67332
Yvonne G van der Zwan, Conny van Wijngaard-de Vugt, Abdulsalam Abu-Libdeh, Evangelia Kalaitzoglou, Zacharoula Karabouta, Stenvert L S Drop, Annemieke M Boot, Sze May Ng, Jan Idkowiak

Background: The European Society for Paediatric Endocrinology (ESPE) e-Learning wesite is a free, globally accessible online resource to enhance learning in pediatric endocrinology and pediatric diabetes. The content is created by world-leading experts in pediatric endocrinology and pediatric diabetes and is closely aligned with published international consensus guidelines. In August 2022, 30 hours of e-learning courses received accreditation from the European Accreditation Council for Continuing Medical Education (CME). These CME courses cover three categories: (1) pediatric endocrinology, (2) pediatric diabetes, and (3) pediatric endocrinology in resource-limited settings.

Objective: This study aimed to assess learners' demographics and feedback from mandatory surveys after completion of CME e-learning courses and to identify areas for improvement.

Methods: The ESPE e-learning committee created a mandatory survey for each CME e-learning module. The survey includes baseline demographics and feedback on the quality of the learning content, assessed using a 5-point Likert scale. Data were extracted from the start of the CME modules in August 2022 until September 2025.

Results: A total of 567 surveys were completed: 286 (50.4%) in the category pediatric endocrinology, 225 (39.7%) in the category pediatric diabetes based on the International Society for Pediatric and Adolescent Diabetes guidelines, and 56 (9.9%) in the category pediatric endocrinology in resource-limited settings. There was global participation, with most learners practicing in Europe (n=333, 59%), followed by Asia (n=124, 22%), Africa (n=53, 9%), the Americas (North America, n=45, 8%; and South America, n=11, 2%), and Oceania (n=1, 0%). Most of the users indicated that they were medical experts (n=210, 37%), followed by fellows or residents (n=223, 39%), and medical students and nurses (n=29, 5% and n=32, 6%, respectively); overall, 10% (n=56) of learners practice in resource-limited countries. Overall, the learning content was well received for all modules regarding accessibility, organization, level of interest, improvement of learners' clinical practice, appropriateness of content, and provision of feedback (median Likert score 4, IQR 4-5). Learners' free-text feedback identified some areas for improvement, including reducing text-heavy content and providing more graphical content and more interactive case reports. Most learners' free-text feedback consisted of encouraging and thankful comments.

Conclusions: The ESPE CME-accredited e-learning modules are well received, providing globally free CME education in pediatric endocrinology and pediatric diabetes. These findings support the continued development and promotion of open-access CME platforms, with the aim of improving global equity in specialist medical education and focusing on educational impact.

背景:欧洲儿科内分泌学会(ESPE)在线学习网站是一个免费的、全球可访问的在线资源,旨在加强儿科内分泌学和儿科糖尿病的学习。内容由世界领先的儿科内分泌学和儿科糖尿病专家创建,并与已发布的国际共识指南密切相关。2022年8月,30小时的电子学习课程获得了欧洲继续医学教育认证委员会的认证。这些继续教育课程包括三个类别:(1)儿科内分泌学,(2)儿科糖尿病,(3)资源有限的儿科内分泌学。目的:本研究旨在评估完成CME电子学习课程后学习者的人口统计数据和强制性调查的反馈,并确定需要改进的领域。方法:ESPE电子学习委员会为每个CME电子学习模块创建了一个强制性调查。该调查包括基线人口统计数据和对学习内容质量的反馈,使用5分李克特量表进行评估。数据是从CME模块开始的2022年8月到2025年9月提取的。结果:共完成567项调查:儿童内分泌类286项(50.4%),根据国际儿科与青少年糖尿病学会指南儿科糖尿病类225项(39.7%),资源有限地区儿科内分泌类56项(9.9%)。全球参与,大多数学习者在欧洲练习(n= 333,59%),其次是亚洲(n= 124,22%),非洲(n= 53,9%),美洲(北美,n= 45,8%;南美,n= 11,2%)和大洋洲(n= 1,0%)。大多数用户表示他们是医学专家(n=210, 37%),其次是研究员或住院医师(n=223, 39%),医学院学生和护士(n= 29.5%和n= 32,6%);总体而言,10% (n=56)的学习者在资源有限的国家进行实践。总体而言,所有模块的学习内容在可访问性、组织、兴趣水平、学习者临床实践的改善、内容的适当性和提供反馈方面都得到了很好的评价(Likert中位数得分为4,IQR 4-5)。学习者的自由文本反馈确定了一些需要改进的领域,包括减少文本繁重的内容,提供更多的图形内容和更具互动性的案例报告。大多数学习者的自由文本反馈包括鼓励和感谢的评论。结论:ESPE CME认证的在线学习模块在全球范围内提供了免费的儿科内分泌学和儿科糖尿病继续教育。这些发现支持继续开发和推广开放的CME平台,目的是改善专科医学教育的全球公平性,并注重教育影响。
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引用次数: 0
Evaluating AI-Generated Geriatric Case Studies for Interprofessional Education: Systematic Analysis Across 5 Platforms. 评估人工智能生成的跨专业教育老年案例研究:跨5个平台的系统分析。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-30 DOI: 10.2196/83085
Nicole Ruggiano, Sudikshya Sahoo, Ava Brashear, Uche Nwatu, Amie Brunson, Hyunjin Noh, Heather Cole, Robert McKinney, C Victoria Framil Suarez, Ellen L Brown, Suzanne Prevost
<p><strong>Background: </strong>Simulation-based learning (SBL) has become standard practice in educating health care professionals to apply their knowledge and skills in patient care. While SBL has demonstrated its value in education, many educators find the process of developing new, unique scenarios to be time-intensive, creating limits to the variety of issues students may experience within educational settings. Generative artificial intelligence (AI) platforms, such as ChatGPT (OpenAI), have emerged as a potential tool for developing simulation case studies more efficiently, though little is known about the performance of AI in generating high-quality case studies for interprofessional education.</p><p><strong>Objective: </strong>This study aimed to generate geriatric case scenarios across 5 AI platforms by a transdisciplinary team and systematically evaluate them for quality, accuracy, and bias.</p><p><strong>Methods: </strong>Ten geriatric case studies were generated using the same prompt from 5 different generative AI platforms (N=50): ChatGPT, Claude (Anthropic AI), Copilot (Microsoft), Gemini (Google), and Grok (xAI). An evaluation tool was developed to collect evaluative data to assess the content and quality of each case, sociodemographic data of the featured patient, the appropriateness of each case for interprofessional education, and potential bias. Case quality was evaluated using the Simulation Scenario Evaluation Tool (SSET). Each case was evaluated by 3 team members who had experience in SBL education. Assessment scores were averaged, and qualitative responses were extracted to triangulate patterns found in the quantitative data.</p><p><strong>Results: </strong>While each AI platform was able to generate 10 unique case studies, the quality of studies varied within and across platforms. Generally, evaluators felt that the content in the cases was accurate, though some cases were not realistic. Some patient populations and common conditions among older adults were underrepresented or absent across the cases. All cases were set within traditional health care settings (eg, hospitals and routine medical visits). No cases featured home-based care. Based on the average SSET scores, reviewers assessed ChatGPT to be the highest overall performer (mean 3.27, SD 0.45, 95% CI 2.95-3.59) while Grok received the lowest scores (mean 1.61, SD 1.26, 95% CI 0.71-2.51). Platforms performed best at generating learning objectives (mean 3.35, SD 1.08, 95% CI 3.04-3.65) and lowest on their ability to describe supplies and materials that may be available in hypothetical scenarios (mean 1.27, SD 0.84, 95% CI 1.03-1.51).</p><p><strong>Conclusions: </strong>This study is the first to systematically evaluate and compare multiple generative AI platforms for case study generation using a validated assessment tool (SSET) and provides evidence-based guidance on selecting and using AI tools effectively. The findings offer practical direction for educators navi
背景:基于模拟的学习(SBL)已经成为教育卫生保健专业人员将他们的知识和技能应用于患者护理的标准做法。虽然SBL已经证明了它在教育中的价值,但许多教育工作者发现,开发新的、独特的场景的过程非常耗时,限制了学生在教育环境中可能遇到的各种问题。生成式人工智能(AI)平台,如ChatGPT (OpenAI),已经成为更有效地开发模拟案例研究的潜在工具,尽管人们对人工智能在为跨专业教育生成高质量案例研究方面的表现知之甚少。目的:本研究旨在由一个跨学科团队在5个人工智能平台上生成老年病例场景,并系统地评估它们的质量、准确性和偏差。方法:使用相同提示从5个不同的生成式人工智能平台(N=50)生成10个老年病例研究:ChatGPT、Claude (Anthropic AI)、Copilot (Microsoft)、Gemini(谷歌)和Grok (xAI)。开发了一个评估工具来收集评估数据,以评估每个病例的内容和质量、特征患者的社会人口学数据、每个病例是否适合进行跨专业教育以及潜在的偏见。使用模拟情景评估工具(SSET)评估病例质量。每个病例由3名具有SBL教育经验的团队成员进行评估。评估得分取平均值,并将定性反应提取为定量数据中发现的三角模式。结果:虽然每个人工智能平台能够生成10个独特的案例研究,但研究的质量在平台内部和不同平台之间存在差异。一般来说,评价者认为案例中的内容是准确的,尽管有些案例并不现实。在这些病例中,一些患者群体和老年人中的常见疾病未被充分代表或缺席。所有病例均在传统卫生保健机构(如医院和常规就诊)进行。没有病例采用家庭护理。根据SSET的平均得分,评论者评价ChatGPT是整体表现最高的(平均3.27,SD 0.45, 95% CI 2.95-3.59),而Grok的得分最低(平均1.61,SD 1.26, 95% CI 0.71-2.51)。平台在生成学习目标方面表现最好(平均3.35,标准差1.08,95% CI 3.04-3.65),在描述可能在假设场景中可用的物资和材料方面表现最低(平均1.27,标准差0.84,95% CI 1.03-1.51)。结论:本研究首次使用经过验证的评估工具(SSET)系统地评估和比较了用于案例研究生成的多个生成式人工智能平台,并为有效选择和使用人工智能工具提供了循证指导。研究结果为教育工作者利用现有的生成式人工智能工具加强对卫生保健专业人员的培训提供了实用方向,包括可以提高跨专业教育中SBL资源质量的快速工程的具体策略。这些见解使教育工作者能够在保持教学严谨性的同时利用人工智能功能。
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引用次数: 0
Disaster Medicine Training for Medical Students in Lebanon: Quasi-Experimental Comparison of e-Learning and Face-to-Face Modalities. 黎巴嫩医学生的灾害医学培训:电子学习和面对面模式的准实验比较。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-28 DOI: 10.2196/80409
Ali Msheik, Ruben Peralta, Zeinab Al Mokdad, Christine Bartulec, Linda Abou-Abbas, Dima Anani, Hussein Al Mawla, Hassan Salame, Mohamad Moussa, Awsan Bahattab

Background: Despite global advocacy for its integration into medical curricula, disaster medicine (DM) education remains underdeveloped, especially in fragile settings where such training is urgently needed. In Lebanon, a country facing political and economic crises, students face significant barriers to in-person education.

Objective: This study aims to evaluate the effectiveness of e-learning versus face-to-face (F2F) approaches in improving knowledge retention and provides insight into the practical considerations of implementing DM courses in such settings.

Methods: This quasi-experimental study used a Solomon 4-group design to evaluate e-learning and F2F DM courses for second- to fifth-year medical students at the Lebanese University. A total of 205 participants, stratified by academic year, were divided between the 2 modalities. Knowledge was assessed before the course, after the course, and at 1-month follow-up. Confidence, competency, and satisfaction were evaluated after the course using validated tools.

Results: Of 205 participants, 56.6% (n=116) favored e-learning. Both modalities improved knowledge and knowledge retention, with no significant difference between the 2 groups. Fifth-year students achieved the highest gains in knowledge, particularly in the e-learning group. Similarly, no significant difference in satisfaction was observed across modalities, although F2F was preferred overall, except among fifth-year students, who preferred e-learning. Confidence levels were also similar across both modalities, but F2F scored higher for skills like triaging. Feedback emphasized the relevance of the course and advocated for integration of DM into the medical curriculum, and adding practical sessions.

Conclusions: Integrating DM education into the fifth-year curriculum, prior to externship, can enhance preparedness and promote knowledge retention and application in real-world disaster settings. The study shows that e-learning is an effective modality for improving knowledge acquisition and retention in DM. Although feasibility and efficiency were not measured directly, the successful delivery of the course to geographically dispersed students suggests potential practical advantages. Combining F2F practical sessions for specific targeted topics in a blended curriculum is recommended to further enhance medical students' confidence for future disaster response. These findings support broader policy efforts to institutionalize DM in medical curricula, particularly in fragile and resource-limited settings.

背景:尽管全球倡导将灾害医学纳入医学课程,但灾害医学教育仍然不发达,特别是在迫切需要这种培训的脆弱环境中。在黎巴嫩这个面临政治和经济危机的国家,学生们在面对面的教育中面临着巨大的障碍。目的:本研究旨在评估电子学习与面对面学习(F2F)方法在提高知识保留方面的有效性,并为在这种情况下实施DM课程的实际考虑提供见解。方法:本准实验研究采用Solomon 4组设计来评估黎巴嫩大学二至五年级医学生的电子学习和F2F DM课程。共有205名参与者,按学年分层,分为两种模式。在课程开始前、课程结束后和1个月随访时对知识进行评估。课程结束后,使用经过验证的工具评估信心、能力和满意度。结果:205名参与者中,56.6% (n=116)的人喜欢电子学习。两种方式均提高了知识和知识保留,两组间无显著差异。五年级学生获得的知识收益最高,尤其是在电子学习组。同样,尽管F2F总体上更受欢迎,但除了五年级学生更喜欢电子学习外,不同模式的满意度也没有显著差异。两种模式的信心水平也相似,但F2F在分诊等技能上得分更高。反馈强调了课程的相关性,提倡将糖尿病纳入医学课程,并增加实践课程。结论:在实习之前,将防灾教育纳入五年级课程,可以加强防灾准备,促进知识的保留和在现实灾害环境中的应用。研究表明,电子学习是提高DM中知识获取和保留的有效方式。虽然可行性和效率没有直接衡量,但成功地将课程交付给地理上分散的学生表明了潜在的实际优势。建议在混合课程中结合F2F针对特定目标主题的实践课程,以进一步增强医学生对未来灾害应对的信心。这些发现支持更广泛的政策努力,将糖尿病纳入医学课程,特别是在脆弱和资源有限的环境中。
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引用次数: 0
Enhancing Engagement With Endocrine Guidelines and Fostering Medical Student Interest Through Concise Medical Information Cines: Qualitative Co-Design Study. 通过简明的医学信息增强对内分泌指南的参与并培养医学生的兴趣:定性共同设计研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-27 DOI: 10.2196/83711
Rahul Sagu, Sangamithra Ravi, Aspasia Manta, Punith Kempegowda

Background: There is a need to modernize the dissemination of clinical guidelines, making them more accessible and engaging for health care professionals. Concise Medical Information Cines (CoMICs) are peer-reviewed videos created by medical students that distill complex guidelines into learner-friendly visuals.

Objective: This study aimed to describe the process of co-designing an audiovisual version of a clinical guideline and explore the experiences of co-designing audiovisual guideline summaries using the CoMICs model.

Methods: A 4-part CoMICs series on glucocorticoid-induced adrenal insufficiency was codeveloped by clinicians and medical students through 10 iterative steps. A patient version of these CoMICs was then created in multiple languages. Semistructured interviews with authors, reviewers, and student collaborators assessed the clarity, usability, trustworthiness, and educational value of these CoMICs. Reflexive thematic analysis then identified key themes.

Results: CoMICs improved guideline accessibility, comprehension, and global adaptability, while the collaborative process promoted interdisciplinary learning and underscored the efficacy of audiovisual tools for complex content. Student collaborators reported greater confidence in interpreting and communicating clinical guidance, renewed interest in endocrinology, and a deeper appreciation of its academic dimensions.

Conclusions: Cocreating audiovisual resources, such as CoMICs, enhances guideline dissemination. Student involvement can foster curiosity, encourage academic career pathways, and reshape engagement with evidence-based medicine.

背景:有必要使临床指南的传播现代化,使它们更容易获得并吸引卫生保健专业人员。简明医学信息视频(CoMICs)是由医科学生制作的同行评审的视频,它将复杂的指导方针提炼成对学习者友好的视觉效果。目的:本研究旨在描述临床指南视听版本的共同设计过程,并探讨使用CoMICs模型共同设计指南视听摘要的经验。方法:临床医生和医学生通过10个迭代步骤共同开发了一个由4部分组成的关于糖皮质激素诱导的肾上腺功能不全的CoMICs系列。然后用多种语言创建了这些漫画的耐心版本。对作者、审稿人和学生合作者的半结构化访谈评估了这些漫画的清晰度、可用性、可信度和教育价值。反身性主题分析然后确定关键主题。结果:CoMICs提高了指南的可及性、可理解性和全局适应性,而协作过程促进了跨学科学习,并强调了视听工具对复杂内容的有效性。学生合作者报告说,在解释和交流临床指导方面有了更大的信心,对内分泌学重新产生了兴趣,并对其学术层面有了更深的理解。结论:共同创建像CoMICs这样的视听资源,可以促进指南的传播。学生的参与可以培养好奇心,鼓励学术职业道路,重塑对循证医学的参与。
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引用次数: 0
Virtual Reality in Training and Assessment Among Clinical Students and Lecturers at a Nigerian University: A Phenomenological Study. 虚拟现实在培训和评估临床学生和讲师在尼日利亚大学:现象学研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-26 DOI: 10.2196/75021
Abiola Olubusola Komolafe, Omotade Adebimpe Ijarotimi, Oluseye Ademola Okunola, Olufemi Mayowa Adetutu, Ayodeji Oludola Oluwatope, Olatunde Abiona, Ojo Melvin Agunbiade, Adeboye Titus Ayinde, Stephen Babatunde Aregbesola, Olawale Babatunde Akinwale, Babatope Ayodeji Kolawole, Lanre Idowu, Alaba Adeyemi Adediwura, Olayinka Donald Otuyemi

Background: Virtual reality (VR) technology is increasingly used in health care professionals' education as a novel tool for teaching, learning, and assessment.

Objective: This study explored the experiences of clinical students and lecturers with VR for training and assessment at a Nigerian institution. It also explored students' perceptions of the usefulness of VR in improving their clinical abilities, knowledge retention, engagement, and overall learning experience.

Methods: A qualitative research study was conducted among 24 clinical students and 8 clinical lecturers. A developed Virtual reality model to TRain and Assess Clinical Students (VTRACS) was used to train and assess clinical students using clinical scenarios. Data were collected through 4 focus group discussions conducted among the clinical students and 8 in-depth interviews conducted among the clinical lecturers. Trustworthiness was maintained, and ethical approval for the study was obtained. The focus group discussions and in-depth interviews were audio-recorded, transcribed verbatim, and analyzed using NVivo (version 11; QSR International).

Results: Many of the participants had no previous experience with VR in teaching and learning activities, but judging from their engagement with VTRACS, they defined VR as an alternative learning method (alternative to the traditional physical method). Major themes emerging from the study were expression of excitement, simple and useful innovation, proficiency enhancement, challenges with innovation, and uniformity. The clinical students adjudged VTRACS as an educational supplement with a feeling of unlimited learning access, enhancing clinical abilities while positively impacting their confidence and reducing clinical errors. The participants also described the objectivity and standardization of clinical scenarios as drivers of uniformity in training and assessment of clinical students. The participants were, however, concerned about the loss of empathy with the use of VTRACS, which may negatively impact the affective domain of learning.

Conclusions: The use of VR in the teaching and assessment of clinical students at a Nigerian university is perceived as a complementary method of learning that increases skill acquisition, provides unlimited access to training, and enhances proficiency. While VR is considered to be engaging and beneficial to health care professionals' education, there is a need for its effective incorporation into clinical courses and mitigation of challenges such as cost and technology to ensure the realization of the full potential of VR in health care professionals' education.

背景:虚拟现实技术作为一种新的教学、学习和评估工具,越来越多地应用于卫生保健专业人员的教育中。目的:本研究探讨了尼日利亚某机构临床学生和讲师使用VR进行培训和评估的经验。它还探讨了学生对VR在提高他们的临床能力、知识保留、参与度和整体学习体验方面的有用性的看法。方法:对24名临床学生和8名临床讲师进行定性研究。开发了一种虚拟现实模型来训练和评估临床学生(VTRACS),通过临床场景来训练和评估临床学生。通过对临床学生进行4次焦点小组讨论和对临床讲师进行8次深度访谈收集数据。保持了可信度,并获得了对该研究的伦理批准。焦点小组讨论和深度访谈被录音,逐字转录,并使用NVivo (version 11; QSR International)进行分析。结果:许多参与者之前没有VR在教学活动中的经验,但从他们对VTRACS的参与程度来看,他们将VR定义为一种替代学习方法(传统物理方法的替代方法)。从研究中出现的主要主题是兴奋的表达、简单而有用的创新、熟练程度的提高、创新的挑战和一致性。临床学生认为VTRACS是一种教育补充,有无限的学习机会,在提高临床能力的同时积极影响他们的信心,减少临床错误。参与者还描述了临床情景的客观性和标准化,作为临床学生培训和评估一致性的驱动因素。然而,参与者担心使用VTRACS会失去同理心,这可能会对学习的情感领域产生负面影响。结论:在尼日利亚一所大学临床学生的教学和评估中使用虚拟现实被认为是一种补充学习方法,可以增加技能习得,提供无限制的培训机会,并提高熟练程度。虽然虚拟现实被认为对卫生保健专业人员的教育具有吸引力和益处,但有必要将其有效地纳入临床课程,并缓解成本和技术等挑战,以确保在卫生保健专业人员的教育中充分发挥虚拟现实的潜力。
{"title":"Virtual Reality in Training and Assessment Among Clinical Students and Lecturers at a Nigerian University: A Phenomenological Study.","authors":"Abiola Olubusola Komolafe, Omotade Adebimpe Ijarotimi, Oluseye Ademola Okunola, Olufemi Mayowa Adetutu, Ayodeji Oludola Oluwatope, Olatunde Abiona, Ojo Melvin Agunbiade, Adeboye Titus Ayinde, Stephen Babatunde Aregbesola, Olawale Babatunde Akinwale, Babatope Ayodeji Kolawole, Lanre Idowu, Alaba Adeyemi Adediwura, Olayinka Donald Otuyemi","doi":"10.2196/75021","DOIUrl":"10.2196/75021","url":null,"abstract":"<p><strong>Background: </strong>Virtual reality (VR) technology is increasingly used in health care professionals' education as a novel tool for teaching, learning, and assessment.</p><p><strong>Objective: </strong>This study explored the experiences of clinical students and lecturers with VR for training and assessment at a Nigerian institution. It also explored students' perceptions of the usefulness of VR in improving their clinical abilities, knowledge retention, engagement, and overall learning experience.</p><p><strong>Methods: </strong>A qualitative research study was conducted among 24 clinical students and 8 clinical lecturers. A developed Virtual reality model to TRain and Assess Clinical Students (VTRACS) was used to train and assess clinical students using clinical scenarios. Data were collected through 4 focus group discussions conducted among the clinical students and 8 in-depth interviews conducted among the clinical lecturers. Trustworthiness was maintained, and ethical approval for the study was obtained. The focus group discussions and in-depth interviews were audio-recorded, transcribed verbatim, and analyzed using NVivo (version 11; QSR International).</p><p><strong>Results: </strong>Many of the participants had no previous experience with VR in teaching and learning activities, but judging from their engagement with VTRACS, they defined VR as an alternative learning method (alternative to the traditional physical method). Major themes emerging from the study were expression of excitement, simple and useful innovation, proficiency enhancement, challenges with innovation, and uniformity. The clinical students adjudged VTRACS as an educational supplement with a feeling of unlimited learning access, enhancing clinical abilities while positively impacting their confidence and reducing clinical errors. The participants also described the objectivity and standardization of clinical scenarios as drivers of uniformity in training and assessment of clinical students. The participants were, however, concerned about the loss of empathy with the use of VTRACS, which may negatively impact the affective domain of learning.</p><p><strong>Conclusions: </strong>The use of VR in the teaching and assessment of clinical students at a Nigerian university is perceived as a complementary method of learning that increases skill acquisition, provides unlimited access to training, and enhances proficiency. While VR is considered to be engaging and beneficial to health care professionals' education, there is a need for its effective incorporation into clinical courses and mitigation of challenges such as cost and technology to ensure the realization of the full potential of VR in health care professionals' education.</p>","PeriodicalId":36236,"journal":{"name":"JMIR Medical Education","volume":"12 ","pages":"e75021"},"PeriodicalIF":3.2,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12887560/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146053792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the Icarus Paradox in Indonesia's Specialist Medical Education System Using the Public Perspective From Online Media: Convergent Mixed Methods Study. 从网络媒体的公众视角探索印尼专科医学教育体系中的伊卡洛斯悖论:融合混合方法研究。
IF 3.2 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-26 DOI: 10.2196/60452
Mohammad Hamsal

Background: The Icarus Paradox in health care refers to the tension between the ambition to succeed as a specialist doctor and the limitations of the medical education system. Indonesia aspires to produce quality doctors, yet limited infrastructure and resources hinder the educational journey of prospective specialists.

Objective: This study aimed to identify the Icarus Paradox in Indonesia's specialist medical education by examining prospective specialist medical students and the quality of health services and by analyzing how this paradox is reflected in society's perspectives.

Methods: Using a convergent mixed methods design, this study integrated quantitative content analysis of 5047 online reviews across multiple platforms with qualitative thematic and cognitive analysis using NVivo 14, combining sentiment classification and topic coding.

Results: Twitter contributed 573 (11.3%) of 5047 reviews, with 218 (38%) negative, 251 (43.8%) neutral, and 104 (18.2%) positive entries. TikTok generated 282 (5.6%) reviews, the majority being neutral (n=225, 79.5%). YouTube produced 96 (1.9%) reviews, with 89 (92.7%) neutral entries. News platforms exhibited the largest volume (n=3040, 60.2%) of reviews, with 2885 (94.9%) neutral, 105 (3.5%) positive, and 50 (1.6%) negative entries. Blogs and websites contributed 353 (7%) and 692 (11.3%) reviews, respectively, with neutral sentiment dominating (n=329, 93.2%, for blogs and n=599, 86.6%, for websites). Three cognitive perspectives demonstrated the Icarus Paradox in the Indonesian medical education system: education system, society's views of students, and health care services. Although there are aspirations to improve education and health care quality, these ambitions often collide with structural challenges, such as resource shortages, heavy workloads, and limited accessibility, which link directly to cognitive themes of stress, resilience, and ethical dilemmas. We proposed a conceptual model to illustrate these dynamics.

Conclusions: Our findings offer insights into the Icarus Paradox in Indonesia's medical education system, highlighting its complexity and reinforcing the need for systemic reform. Beyond academic relevance, the findings also emphasize the importance of strengthening student mental health support, ensuring equitable access to health care, and enhancing regulatory oversight of training. This was not a clinical trial. Although limited by reliance on online reviews, the results underscore the urgent need for targeted policy interventions in medical education and health care services.

背景:医疗保健中的伊卡洛斯悖论是指作为一名专科医生取得成功的雄心与医学教育系统的局限性之间的紧张关系。印度尼西亚渴望培养高质量的医生,但有限的基础设施和资源阻碍了未来专家的教育之旅。目的:本研究旨在通过检查未来的专科医学生和卫生服务质量,并分析这种悖论如何在社会观点中反映出来,从而确定印度尼西亚专科医学教育中的伊卡洛斯悖论。方法:采用融合混合方法设计,采用NVivo 14软件,结合情感分类和主题编码,将多平台5047条在线评论的定量内容分析与定性主题和认知分析相结合。结果:Twitter在5047条评论中贡献了573条(11.3%),其中218条(38%)是负面评论,251条(43.8%)是中性评论,104条(18.2%)是正面评论。TikTok产生了282条(5.6%)评论,其中大多数是中性的(n=225, 79.5%)。YouTube上有96条(1.9%)评论,其中89条(92.7%)是中立的。新闻平台的评论数量最多(n=3040, 60.2%),其中中性评论2885条(94.9%),正面评论105条(3.5%),负面评论50条(1.6%)。博客和网站分别贡献了353条(7%)和692条(11.3%)评论,中立情绪占主导地位(n=329,博客占93.2%,网站占599,86.6%)。三个认知角度证明了印尼医学教育系统中的伊卡洛斯悖论:教育系统、社会对学生的看法和卫生保健服务。尽管人们渴望提高教育和医疗质量,但这些抱负往往与结构性挑战相冲突,例如资源短缺、繁重的工作量和有限的可及性,这些挑战与压力、弹性和道德困境等认知主题直接相关。我们提出了一个概念模型来说明这些动态。结论:我们的研究结果为印尼医学教育体系中的伊卡洛斯悖论提供了见解,突出了其复杂性,并加强了系统性改革的必要性。除了学术相关性之外,研究结果还强调了加强学生心理健康支持、确保公平获得医疗保健以及加强培训监管的重要性。这不是一个临床试验。尽管由于依赖在线评论而受到限制,但研究结果强调了在医学教育和卫生保健服务中进行有针对性的政策干预的迫切需要。
{"title":"Exploring the Icarus Paradox in Indonesia's Specialist Medical Education System Using the Public Perspective From Online Media: Convergent Mixed Methods Study.","authors":"Mohammad Hamsal","doi":"10.2196/60452","DOIUrl":"10.2196/60452","url":null,"abstract":"<p><strong>Background: </strong>The Icarus Paradox in health care refers to the tension between the ambition to succeed as a specialist doctor and the limitations of the medical education system. Indonesia aspires to produce quality doctors, yet limited infrastructure and resources hinder the educational journey of prospective specialists.</p><p><strong>Objective: </strong>This study aimed to identify the Icarus Paradox in Indonesia's specialist medical education by examining prospective specialist medical students and the quality of health services and by analyzing how this paradox is reflected in society's perspectives.</p><p><strong>Methods: </strong>Using a convergent mixed methods design, this study integrated quantitative content analysis of 5047 online reviews across multiple platforms with qualitative thematic and cognitive analysis using NVivo 14, combining sentiment classification and topic coding.</p><p><strong>Results: </strong>Twitter contributed 573 (11.3%) of 5047 reviews, with 218 (38%) negative, 251 (43.8%) neutral, and 104 (18.2%) positive entries. TikTok generated 282 (5.6%) reviews, the majority being neutral (n=225, 79.5%). YouTube produced 96 (1.9%) reviews, with 89 (92.7%) neutral entries. News platforms exhibited the largest volume (n=3040, 60.2%) of reviews, with 2885 (94.9%) neutral, 105 (3.5%) positive, and 50 (1.6%) negative entries. Blogs and websites contributed 353 (7%) and 692 (11.3%) reviews, respectively, with neutral sentiment dominating (n=329, 93.2%, for blogs and n=599, 86.6%, for websites). Three cognitive perspectives demonstrated the Icarus Paradox in the Indonesian medical education system: education system, society's views of students, and health care services. Although there are aspirations to improve education and health care quality, these ambitions often collide with structural challenges, such as resource shortages, heavy workloads, and limited accessibility, which link directly to cognitive themes of stress, resilience, and ethical dilemmas. We proposed a conceptual model to illustrate these dynamics.</p><p><strong>Conclusions: </strong>Our findings offer insights into the Icarus Paradox in Indonesia's medical education system, highlighting its complexity and reinforcing the need for systemic reform. Beyond academic relevance, the findings also emphasize the importance of strengthening student mental health support, ensuring equitable access to health care, and enhancing regulatory oversight of training. This was not a clinical trial. Although limited by reliance on online reviews, the results underscore the urgent need for targeted policy interventions in medical education and health care services.</p>","PeriodicalId":36236,"journal":{"name":"JMIR Medical Education","volume":"12 ","pages":"e60452"},"PeriodicalIF":3.2,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12887558/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146053862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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JMIR Medical Education
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