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AI-generated podcasts for health education. 健康教育的人工智能播客。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-06-07 DOI: 10.1080/0142159X.2025.2513421
Zaid H Khoury, Mohamed S Sultan, Tiffany Tavares, Maryam Jessri, Ahmed S Sultan

Podcasts for healthcare information: Podcasts are widely regarded by the public and learners as highly useful and relevant, earning high scores for satisfaction and ease of use. In younger audiences, podcasts have been shown to significantly increase awareness and understanding of complex topics.

An introduction to artificial intelligence-generated podcasts (aigps): Targeted and personalized learning through AIGP may aid in facilitating information digestion and retention. In this pilot study, we examined whether AIGP can simplify scientific health-related literature in an engaging manner while maintaining accuracy for the purposes of health education.

Aigp pilot study: To test the utility of AIGP in health education, we evaluated the engagement and performance of AIGP in comparison with matched human-generated podcasts. All six podcasts were evaluated using a validated rubric to assess critical literature evaluation skills. Inter-rater agreement showed moderate to good agreement and concordance between the three human evaluators.Both types of podcasts gave comparable definitions of concepts and were considered equally as engaging as per human evaluation.

Discussion and future directions: A technology such as AIGP holds promise for modernizing and augmenting academic curricula; however, its effectiveness in improving education outcomes across various healthcare disciplines must be rigorously assessed and evaluated prior to implementation.

用于医疗保健信息的播客:公众和学习者广泛认为播客非常有用和相关,在满意度和易用性方面获得了高分。在年轻观众中,播客已经被证明可以显著提高对复杂话题的认识和理解。介绍人工智能生成的播客(aigps):通过AIGP进行有针对性和个性化的学习可能有助于促进信息消化和记忆。在本初步研究中,我们检验了AIGP是否能够以一种引人入胜的方式简化与健康相关的科学文献,同时保持健康教育目的的准确性。Aigp试点研究:为了测试Aigp在健康教育中的效用,我们将Aigp与匹配的人工生成播客相比较,评估了Aigp的参与度和表现。所有六个播客都使用一个有效的标准来评估关键的文献评估技能。评价者之间的一致性显示出三个人类评价者之间的中度至良好的一致性和一致性。两种类型的播客都给出了类似的概念定义,并且被认为与人类评估一样吸引人。讨论和未来方向:像AIGP这样的技术有望实现学术课程的现代化和扩充;然而,在实施之前,必须严格评估和评估其在改善各种医疗保健学科教育成果方面的有效性。
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引用次数: 0
Career indecision among medical students: A scoping review of contributing sources, associated factors, and support strategies. 医学生的职业优柔寡断:贡献来源、相关因素和支持策略的范围审查。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-07-09 DOI: 10.1080/0142159X.2025.2520927
Wen Li, Robyn M Gillies, Hong Sun, Asaduzzaman Khan

Background: While career indecision is well-studied in vocational psychology, its application in medical education remains limited. This scoping review examined sources of indecision, associated factors, and strategies to support medical students' career decision-making.

Methods: A systematic search of PubMed, Scopus, CINAHL, and ERIC identified relevant studies published from January 2014 to December 2024. Two reviewers independently screened articles and data were charted. Eligible articles were synthesised using directed qualitative content analysis with inductive expansion, guided by Kulcsár et al.'s career decision-making taxonomy.

Results: Ninety-three studies were included. Most studies focused on the career aspect of specialty selection. Career decision-making difficulties were categorised into Readiness (dysfunctional beliefs, career decision-making self-efficacy, willingness, general indecisiveness), Lack of Information (about self, about world of work, about how to make career decisions) and Use of Information (unreliable information, internal conflicts, external conflicts). Personal coping strategies and institutional support recommendations were identified. Influencing factors included demographics, personal traits, educational experiences, attitudes, and macro-level disruptions.

Conclusions: This review maps medical students' career decision-making difficulties to a structured framework and outlines support strategies and influencing factors. Findings underscore the value of integrating career psychology into medical education and addressing structural barriers to better support students' career development.

背景:职业心理学对职业优柔寡断进行了深入的研究,但其在医学教育中的应用仍然有限。本研究检视了医学生优柔寡断的来源、相关因素,以及支持医学生职业决策的策略。方法:系统检索PubMed、Scopus、CINAHL和ERIC,确定2014年1月至2024年12月发表的相关研究。两位审稿人独立筛选文章并绘制数据图表。在Kulcsár等人的职业决策分类法的指导下,使用直接定性内容分析和归纳展开来合成符合条件的文章。结果:纳入93项研究。大多数研究集中在专业选择的职业方面。职业决策困难分为准备就绪(功能失调的信念,职业决策自我效能,意愿,一般优柔寡断),缺乏信息(关于自我,关于工作世界,关于如何做出职业决策)和信息使用(不可靠的信息,内部冲突,外部冲突)。确定了个人应对策略和机构支持建议。影响因素包括人口统计、个人特征、教育经历、态度和宏观层面的干扰。结论:本研究将医学生的职业决策困难映射到一个结构化的框架,并概述了支持策略和影响因素。研究结果强调了将职业心理学融入医学教育和解决结构性障碍以更好地支持学生职业发展的价值。
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引用次数: 0
Twelve tips for creating asynchronous e-learning modules in health professions education. 在卫生专业教育中创建异步电子学习模块的12个技巧。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-05-24 DOI: 10.1080/0142159X.2025.2505120
Linda Paniszyn, Salvatore Daddario, Isabella Colocci, Oluwagbemisola Ibikunle, Andrea Wershof Schwartz

Asynchronous e-learning modules offer an efficient way to teach health professions learners important concepts. Medical educators should use best practices to design, develop, implement, and continually improve e-learning modules. E-learning designers should develop clear goals relevant to their learners, engage in thoughtful selection of the learning platform, incorporate interactive modules and provide opportunities for learners to continue their learning beyond the module. Asynchronous e-learning modules allows health professions educators to both to reach more learners and to provide flexibility for learning. Although they can be combined with a flipped classroom approaches, this article focuses on best practices for creating modules that can be used as a stand-alone method for conveying important information for health professions learners.

异步电子学习模块为卫生专业学习者传授重要概念提供了一种有效的方式。医学教育工作者应采用最佳实践来设计、开发、实施和不断改进电子学习模块。E-learning设计者应该制定与学习者相关的明确目标,认真选择学习平台,融入互动模块,并为学习者提供在模块之外继续学习的机会。异步电子学习模块使卫生专业教育工作者能够接触到更多的学习者,并为学习提供灵活性。虽然它们可以与翻转课堂方法相结合,但本文侧重于创建模块的最佳实践,这些模块可以作为一种独立的方法,用于向卫生专业学习者传达重要信息。
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引用次数: 0
Course directors' reflections on educational design choices for incorporating near-peer teaching into clinical skills teaching. 课程主任对将近同伴教学纳入临床技能教学的教育设计选择的思考。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-07-15 DOI: 10.1080/0142159X.2025.2522239
Roman Hari, Sören Huwendiek, Leander Alt, Diana H J M Dolmans, Renée E Stalmeijer

Purpose: Near-peer teaching (NPT) is widely used to substitute faculty in undergraduate clinical skills training. However, little is known about which educational design choices are made when incorporating NPT, prompting the following research questions: What were course directors' design choices when incorporating near-peers into clinical skills courses? And, what were the reasons for these design choices?

Materials and methods: This descriptive qualitative study carried out 25 semi-structured interviews with course directors from 12 countries who had recently published on NPT, complemented by other, recognized NPT experts. Reflexive thematic analysis of the transcribed interviews combined inductive and deductive approaches. Cognitive Apprenticeship informed the deductive analysis.

Results: Course directors appointed near-peers to teach standardisable skills to small groups of beginners in courses without patients - complemented by faculty supervision. Some directors involved near-peers in co-designing education, co-assessments, or co-facilitating transition to clinical practice. Course directors justified their choices based on near-peers' limited content expertise, but also their adherence to teaching scripts, cognitive congruence with students, social proximity, digital/technical literacy and low costs.

Conclusions: Course directors' design choices were mainly inspired by working around near-peers' limitations. Some courses capitalised on near-peers' unique perspectives, extending near-peer roles to co-designing education and co-facilitating transitions to practice.

目的:近同伴教学在大学生临床技能培训中被广泛采用。然而,很少有人知道,当纳入NPT时,哪些教育设计选择,这促使了以下研究问题:当将近同龄人纳入临床技能课程时,课程主任的设计选择是什么?这些设计选择的原因是什么?材料和方法:这项描述性定性研究对来自12个国家的课程主任进行了25次半结构化访谈,这些课程主任最近发表了关于不扩散核武器的文章,并得到了其他公认的不扩散核武器专家的补充。归纳与演绎相结合的访谈笔录反思性主题分析。认知学徒为演绎分析提供了依据。结果:课程主任任命了“近乎同行”的人,在没有病人的课程中向一小群初学者教授标准化技能,并辅以教师监督。一些主任在共同设计教育、共同评估或共同促进向临床实践的过渡方面涉及近同龄人。课程主管为自己的选择做出了合理的解释,不仅考虑了同龄人在内容方面的专业知识有限,还考虑了他们对教学脚本的坚持、与学生的认知一致性、社交距离、数字/技术素养以及低成本。结论:课程主任的设计选择主要是受到同事限制的启发。一些课程利用了近同伴的独特视角,将近同伴角色扩展到共同设计教育和共同促进向实践的过渡。
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引用次数: 0
A timely blueprint: Bhutan's experience as a guide for expanding medical education in the Philippines. 及时的蓝图:不丹作为菲律宾扩大医学教育指南的经验。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-07-24 DOI: 10.1080/0142159X.2025.2536147
Richard Ian Mark T Necosia, Joanne Vivien B Necosia
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引用次数: 0
Including the public as meaningful others in professional identity formation. 将公众作为有意义的他人纳入职业认同的形成。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-08-06 DOI: 10.1080/0142159X.2025.2542840
Masashi Ikuno
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引用次数: 0
Proceed with caution: Conceptualizing the risk of artificial intelligence scribes in medical education. 谨慎行事:概念化医学教育中人工智能抄写员的风险。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-05-01 DOI: 10.1080/0142159X.2025.2497889
Chris Gilchrist, Mark Goldszmidt
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引用次数: 0
Leader-follower dynamics in medical training: A dual mobile eye-tracking analysis of teacher-student gaze patterns. 医学训练中的领导者-追随者动态:师生注视模式的双移动眼动追踪分析。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-06-16 DOI: 10.1080/0142159X.2025.2517719
Dogus Darici, Lion Sieg, Hendrik Eismann, Jan Karsten

Background: In medical training, learning typically involves individuals interacting asymmetrically: instructors who explain and demonstrate and learners who follow these instructions. However, there are also moments when learners lead the interaction, for example by pointing out unclear connections. This shifting 'dance of leadership' manifests in measurable patterns of visual attention, whose impact on learning is not well understood.

Methods: Using dual mobile eye-tracking methodology, we explored the joint eye movements of 29 teacher-student pairs (mean age = 24 years ± 3; 16 females) during a simulated sonography training in an OR environment. Using diagonal cross-recurrence analysis, we computed the gaze lag time for one person to couple the other's gaze pattern, which we used as a proxy for leader-follower behaviors. Afterward, we quantified the relative frequency of leading behaviors across distinct regions within the training environment and examined their relationship to learning performance metrics.

Results: We found that leader-follower behavior varied substantially. Teachers consistently led attention on the sonography monitor, showing tight coupling and minimal variation, reflecting its role as the procedural core. Students more frequently initiated gaze toward anatomical references and during interpersonal interactions. Importantly, only teacher-led guidance toward anatomical references was positively correlated with learning outcomes (r = .50, p < .01).

Conclusions: This study reveals that visual leadership during sonography training follows a two-tiered structure: instructor-dominated domains for technical execution and learner-engaged zones for exploration and social interaction. These insights about leader-follower dynamics could be used for targeted analysis and adaptation of clinical teaching situations.

背景:在医学培训中,学习通常涉及个人不对称的互动:教师解释和示范,学习者遵循这些指示。然而,也有学习者引导互动的时刻,例如指出不明确的联系。这种“领导力之舞”的转变体现在视觉注意力的可测量模式上,其对学习的影响尚未得到很好的理解。方法:采用双动眼动追踪方法,对29对师生(平均年龄24岁±3岁;16名女性)在手术室环境中进行模拟超声训练。通过对角交叉递归分析,我们计算了一个人对另一个人注视模式的注视滞后时间,并将其作为领导-追随者行为的代理。之后,我们量化了训练环境中不同区域的领导行为的相对频率,并检查了它们与学习绩效指标的关系。结果:我们发现领导者和追随者的行为差异很大。教师始终将注意力集中在超声监护仪上,表现出紧密的耦合和最小的变化,反映了超声监护仪作为程序核心的作用。学生更频繁地在解剖学参考文献和人际交往中发起凝视。重要的是,只有教师主导的解剖学参考文献指导与学习成果呈正相关(r = 0.50, p < 0.01)。结论:本研究揭示超声训练中的视觉领导遵循两层结构:教师主导的技术执行区域和学习者参与的探索和社会互动区域。这些关于领导者-追随者动态的见解可以用于有针对性的分析和适应临床教学情况。
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引用次数: 0
A comparison of the psychometric properties of GPT-4 versus human novice and expert authors of clinically complex MCQs in a mock examination of Australian medical students. 在澳大利亚医科学生模拟考试中,GPT-4与人类临床复杂mcq新手和专家作者的心理测量特性比较。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-06-12 DOI: 10.1080/0142159X.2025.2513418
Hannah Wu, Daniel Lee, Toby Zerner, Stefan Court-Kowalski, Peter Devitt, Edward Palmer

Purpose: Creating clinically complex Multiple Choice Questions (MCQs) for medical assessment can be time-consuming . Large language models such as GPT-4, a type of generative artificial intelligence (AI), are a potential MCQ design tool. Evaluating the psychometric properties of AI-generated MCQs is essential to ensuring quality.

Methods: A 120-item mock examination was constructed, containing 40 human-generated MCQs at novice item-writer level, 40 at expert level, and 40 AI-generated MCQs. int. All examination items underwent panel review to ensure they tested higher order cognitive skills and met a minimum acceptable standard. The online mock examination was administered to Australian medical students, who were blinded to each item's author.

Results: 234 medical students completed the examination. Analysis showed acceptable reliability (Cronbach's 0.836). There were no differences in item difficulty or discrimination between AI, Novice, and Expert items. The mean item difficulty was 'easy' and mean item discrimination 'fair' across all groups. AI items had lower distractor efficiency (39%) compared to Novice items (55%, p = 0.035), but no difference to Expert items (48%, p = 0.382).

Conclusions: The psychometric properties of AI-generated MCQs are comparable to human-generated MCQs at both novice and expert level. Item quality can be improved across all author groups. AI-generated items should undergo human review to enhance distractor efficiency.

目的:为医学评估创建临床复杂的选择题(mcq)可能很耗时。像GPT-4这样的大型语言模型是一种潜在的MCQ设计工具,它是一种生成式人工智能(AI)。评估人工智能生成的mcq的心理测量特性对于确保质量至关重要。方法:构建了一个120题的模拟考试,其中包括40个人工生成的新手级mcq、40个专家级mcq和40个人工智能生成的mcq。int。所有的考试项目都经过了小组审查,以确保它们测试了更高层次的认知技能,并达到了最低可接受标准。在线模拟考试是对澳大利亚医科学生进行的,他们不知道每个项目的作者。结果:234名医学生完成考试。分析显示可接受信度(Cronbach's 0.836)。AI、新手和专家道具在难度或区别上没有差别。所有小组的平均项目难度为“容易”,平均项目歧视为“公平”。AI道具的干扰效率(39%)低于新手道具(55%,p = 0.035),但与专家道具(48%,p = 0.382)没有差别。结论:在新手和专家水平上,人工智能生成的mcq的心理测量特性与人工生成的mcq相当。项目质量可以在所有作者组中得到改善。人工智能生成的物品应该经过人工审查,以提高分心效率。
{"title":"A comparison of the psychometric properties of GPT-4 versus human novice and expert authors of clinically complex MCQs in a mock examination of Australian medical students.","authors":"Hannah Wu, Daniel Lee, Toby Zerner, Stefan Court-Kowalski, Peter Devitt, Edward Palmer","doi":"10.1080/0142159X.2025.2513418","DOIUrl":"10.1080/0142159X.2025.2513418","url":null,"abstract":"<p><strong>Purpose: </strong>Creating clinically complex Multiple Choice Questions (MCQs) for medical assessment can be time-consuming . Large language models such as GPT-4, a type of generative artificial intelligence (AI), are a potential MCQ design tool. Evaluating the psychometric properties of AI-generated MCQs is essential to ensuring quality.</p><p><strong>Methods: </strong>A 120-item mock examination was constructed, containing 40 human-generated MCQs at novice item-writer level, 40 at expert level, and 40 AI-generated MCQs. int. All examination items underwent panel review to ensure they tested higher order cognitive skills and met a minimum acceptable standard. The online mock examination was administered to Australian medical students, who were blinded to each item's author.</p><p><strong>Results: </strong>234 medical students completed the examination. Analysis showed acceptable reliability (Cronbach's 0.836). There were no differences in item difficulty or discrimination between AI, Novice, and Expert items. The mean item difficulty was 'easy' and mean item discrimination 'fair' across all groups. AI items had lower distractor efficiency (39%) compared to Novice items (55%, <i>p</i> = 0.035), but no difference to Expert items (48%, <i>p</i> = 0.382).</p><p><strong>Conclusions: </strong>The psychometric properties of AI-generated MCQs are comparable to human-generated MCQs at both novice and expert level. Item quality can be improved across all author groups. AI-generated items should undergo human review to enhance distractor efficiency.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"74-84"},"PeriodicalIF":3.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144275261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Let us in: How AI opens doors for non-native English scholars. 让我们进来:人工智能如何为非英语母语的学者打开大门。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-08-07 DOI: 10.1080/0142159X.2025.2542839
Jun Jie Lim
{"title":"Let us in: How AI opens doors for non-native English scholars.","authors":"Jun Jie Lim","doi":"10.1080/0142159X.2025.2542839","DOIUrl":"10.1080/0142159X.2025.2542839","url":null,"abstract":"","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"167-168"},"PeriodicalIF":3.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144794841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Medical Teacher
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