首页 > 最新文献

Medical Teacher最新文献

英文 中文
Preparedness for practice and workplace support of newly qualified allied health professionals: A qualitative study. 准备实践和工作场所支持新合格联合卫生专业人员:一项定性研究。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2610395
N Brennan, S Westwood, K Mattick, A Mitchell, T Henderson, K Walker, J Tredinnick-Rowe, T Gale

Introduction: Allied health professionals (AHPs) constitute a significant part of the global healthcare workforce. It is important that AHPs are well prepared for practice to provide quality care for patients, for their personal wellbeing, and for workforce retention. In comparison to doctors, there has been strikingly limited research on AHPs preparedness for practice. The aim of this study was (1) to understand how well newly qualified AHPs were prepared for practice and (2) to investigate support in the workplace for newly qualified AHPs.

Methods: We conducted a national qualitative study involving semi-structured interviews with multiple stakeholders across the UK. Sixty interviews were conducted with 61 participants across 15 professions newly qualified registrants (NQRs), practice supervisors/employers, and policymakers. The interviews were recorded, transcribed, coded in NVivo and analysed using a thematic framework approach.

Results: NQRs were perceived to be well-prepared for their clinical practice and communication skills; however, some were not prepared for decision-making, leadership, putting theory into practice and knowledge base. Underpreparedness for management of caseloads due to workforce shortages was a notable concern. Support for NQRs in the workplace varied hugely in its availability and effectiveness, was influenced by team size, how established a team is, resources, and the policies of different employers/trusts. Support that is tailored to the needs of the individual NQR was most valued by participants.

Discussion: There were more similarities than differences between perceptions of preparedness for practice of AHPs and other health professionals (e.g. doctors). If education providers and employers can better prepare and support NQRs in the workplace (proactive support measures) then this may contribute to fewer problems associated with mental health and well-being to resolve later (reactive support measures), e.g. at individual (impaired mental health) or system level (retention). This initial scene-setting research across all AHPs has identified pertinent issues for in-depth exploration.

简介:联合卫生专业人员(AHPs)构成了全球医疗保健劳动力的重要组成部分。重要的是,ahp为实践做好充分准备,为患者提供高质量的护理,为他们的个人福祉,并为员工保留。与医生相比,关于ahp准备实践的研究非常有限。本研究的目的是(1)了解新合格的ahp是如何为实践做好准备的,(2)调查工作场所对新合格的ahp的支持。方法:我们进行了一项全国性的定性研究,涉及与英国多个利益相关者的半结构化访谈。我们对来自15个专业的新合格注册人(NQRs)、执业主管/雇主和政策制定者的61名参与者进行了60次访谈。在NVivo中记录、转录、编码访谈,并使用主题框架方法进行分析。结果:NQRs被认为对他们的临床实践和沟通技巧做好了充分的准备;然而,有些人在决策、领导、理论应用和知识基础方面没有做好准备。由于劳动力短缺,对管理工作量的准备不足是一个值得关注的问题。工作场所对NQRs的支持在可用性和有效性方面差异很大,受到团队规模、团队建立方式、资源和不同雇主/信托机构政策的影响。参与者最重视的是针对个人NQR需求量身定制的支持。讨论:在对ahp和其他卫生专业人员(如医生)的实践准备的看法上,相似之处多于差异。如果教育提供者和雇主能够在工作场所更好地准备和支持NQRs(主动支持措施),那么这可能有助于减少与心理健康和福祉相关的问题(反应性支持措施),例如在个人(心理健康受损)或系统层面(保留)。所有ahp的初步场景设置研究已经确定了需要深入探索的相关问题。
{"title":"Preparedness for practice and workplace support of newly qualified allied health professionals: A qualitative study.","authors":"N Brennan, S Westwood, K Mattick, A Mitchell, T Henderson, K Walker, J Tredinnick-Rowe, T Gale","doi":"10.1080/0142159X.2025.2610395","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2610395","url":null,"abstract":"<p><strong>Introduction: </strong>Allied health professionals (AHPs) constitute a significant part of the global healthcare workforce. It is important that AHPs are well prepared for practice to provide quality care for patients, for their personal wellbeing, and for workforce retention. In comparison to doctors, there has been strikingly limited research on AHPs preparedness for practice. The aim of this study was (1) to understand how well newly qualified AHPs were prepared for practice and (2) to investigate support in the workplace for newly qualified AHPs.</p><p><strong>Methods: </strong>We conducted a national qualitative study involving semi-structured interviews with multiple stakeholders across the UK. Sixty interviews were conducted with 61 participants across 15 professions newly qualified registrants (NQRs), practice supervisors/employers, and policymakers. The interviews were recorded, transcribed, coded in NVivo and analysed using a thematic framework approach.</p><p><strong>Results: </strong>NQRs were perceived to be well-prepared for their clinical practice and communication skills; however, some were not prepared for decision-making, leadership, putting theory into practice and knowledge base. Underpreparedness for management of caseloads due to workforce shortages was a notable concern. Support for NQRs in the workplace varied hugely in its availability and effectiveness, was influenced by team size, how established a team is, resources, and the policies of different employers/trusts. Support that is tailored to the needs of the individual NQR was most valued by participants.</p><p><strong>Discussion: </strong>There were more similarities than differences between perceptions of preparedness for practice of AHPs and other health professionals (e.g. doctors). If education providers and employers can better prepare and support NQRs in the workplace (proactive support measures) then this may contribute to fewer problems associated with mental health and well-being to resolve later (reactive support measures), e.g. at individual (impaired mental health) or system level (retention). This initial scene-setting research across all AHPs has identified pertinent issues for in-depth exploration.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-11"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145912346","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
'I know that I Am going to Be shaky': Drivers and impacts of medical educator behavior when teaching sexual and gender minority health. “我知道我会动摇”:在教授性和性别少数群体健康时医学教育者行为的驱动因素和影响。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2609723
Khoa D Duong, Shelby Spohn, Hayden Guss, Carl G Streed, Ann C Zumwalt

Introduction: Medical educators increasingly recognize the need to improve training about the health and healthcare of sexual and gender minority (SGM) populations, yet many report uncertainty about how to address these topics in teaching. Pervasive cisheteronormativity in the medical education system necessitates intentional effort to improve SGM teaching. This study explores the drivers and impacts of medical educator behavior when teaching about SGM individuals and their health.

Methods: We conducted seven faculty educator interviews and four student focus groups (third- and fourth-year medical students, N = 18), representing experiences across the four-year medical curriculum. We used an inductive approach to identify themes about faculty behavior around SGM topics and the impacts of these behaviors on students.

Results: Faculty and students consistently value respect for SGM patients and populations. However, variability in educator comfort, local culture, and curricular complexity create inconsistent educational quality. We identified four themes: (1) SGM health education occurs through modalities beyond the formal curriculum; (2) Structural factors drive variability in SGM education; (3) Perceived importance of teaching SGM topics is tied to clinical relevance, empathy, and lived experience; and (4) Educator comfort is tied to fear of mistakes, growth mindset, and support.

Discussion: Quality of SGM teaching is driven not just by inclusion of SGM content but also by how educators engage with the information. SGM teaching quality is driven by educator perception of control in teaching about SGM health (e.g. knowledge, comfort, fear of making mistakes, extent of institutional support) and local norms about SGM inclusion in teaching. Institutional leadership can foster SGM inclusivity in medical curricula by providing intentional faculty development, supporting a growth mindset culture for educators, and providing centralized oversight of SGM content across the curriculum. These strategies promote alignment among educators and a cohesive curriculum for preparing future clinicians to care for SGM patients.

导言:医学教育工作者越来越认识到有必要改善性和性别少数群体(SGM)人群的健康和保健培训,但许多人报告不确定如何在教学中解决这些问题。医学教育系统中普遍存在的非异性恋规范需要有意识地努力改善非异性恋教学。本研究探讨医学教育工作者在教授SGM个体及其健康时行为的驱动因素和影响。方法:我们进行了7个教师教育者访谈和4个学生焦点小组(三年级和四年级医学生,N = 18),代表了四年医学课程的经验。我们使用归纳方法来确定围绕SGM主题的教师行为主题以及这些行为对学生的影响。结果:教师和学生一致重视对SGM患者和人群的尊重。然而,教育者舒适度、当地文化和课程复杂性的差异造成了教育质量的不一致。我们确定了四个主题:(1)通过正规课程之外的方式进行SGM健康教育;(2)结构性因素驱动SGM教育的变异性;(3)感知到教学SGM主题的重要性与临床相关性、同理心和生活经验有关;(4)教育安慰与对错误的恐惧、成长心态和支持有关。讨论:SGM教学的质量不仅取决于SGM内容的包含,还取决于教育者如何与信息互动。SGM教学质量受教育者对SGM健康教学的控制感(例如知识、舒适、对犯错的恐惧、机构支持程度)和关于将SGM纳入教学的当地规范所驱动。机构领导可以通过提供有意的教师发展,支持教育工作者的成长心态文化,并在整个课程中对SGM内容进行集中监督,从而促进医学课程中SGM的包容性。这些策略促进教育工作者之间的一致性和一个有凝聚力的课程,为未来的临床医生准备照顾SGM患者。
{"title":"'I know that I Am going to Be shaky': Drivers and impacts of medical educator behavior when teaching sexual and gender minority health.","authors":"Khoa D Duong, Shelby Spohn, Hayden Guss, Carl G Streed, Ann C Zumwalt","doi":"10.1080/0142159X.2025.2609723","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2609723","url":null,"abstract":"<p><strong>Introduction: </strong>Medical educators increasingly recognize the need to improve training about the health and healthcare of sexual and gender minority (SGM) populations, yet many report uncertainty about how to address these topics in teaching. Pervasive cisheteronormativity in the medical education system necessitates intentional effort to improve SGM teaching. This study explores the drivers and impacts of medical educator behavior when teaching about SGM individuals and their health.</p><p><strong>Methods: </strong>We conducted seven faculty educator interviews and four student focus groups (third- and fourth-year medical students, <i>N</i> = 18), representing experiences across the four-year medical curriculum. We used an inductive approach to identify themes about faculty behavior around SGM topics and the impacts of these behaviors on students.</p><p><strong>Results: </strong>Faculty and students consistently value respect for SGM patients and populations. However, variability in educator comfort, local culture, and curricular complexity create inconsistent educational quality. We identified four themes: (1) SGM health education occurs through modalities beyond the formal curriculum; (2) Structural factors drive variability in SGM education; (3) Perceived importance of teaching SGM topics is tied to clinical relevance, empathy, and lived experience; and (4) Educator comfort is tied to fear of mistakes, growth mindset, and support.</p><p><strong>Discussion: </strong>Quality of SGM teaching is driven not just by inclusion of SGM content but also by how educators engage with the information. SGM teaching quality is driven by educator perception of control in teaching about SGM health (e.g. knowledge, comfort, fear of making mistakes, extent of institutional support) and local norms about SGM inclusion in teaching. Institutional leadership can foster SGM inclusivity in medical curricula by providing intentional faculty development, supporting a growth mindset culture for educators, and providing centralized oversight of SGM content across the curriculum. These strategies promote alignment among educators and a cohesive curriculum for preparing future clinicians to care for SGM patients.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-11"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145918012","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
Exploring the social factors influencing the sense of belonging among medical students with disabilities. 探讨影响残障医学生归属感的社会因素。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2609726
Mikio Hayashi, Hiroko Mori, Timothy Rogers, Jennifer Arnold, Martin V Pusic, Dorothy W Tolchin

Introduction: Medical universities have become more aware of disability inclusion, and have begun taking cognizance of the importance of a supportive environment for students with disabilities. Faculty members can mitigate challenges to legitimacy and belonging by creating safe learning environments built on openness, humility, and actively valuing each learner. However, the factors contributing to these students' sense of belonging in medical university settings remain under-explored. To address this issue, the present study examines social factors influencing the sense of belonging for medical students with disabilities.

Methods: A qualitative phenomenological study using organizational paradox theory was conducted with 25 Japanese faculty members who have interacted with disabled medical students. Data were collected through face-to-face online semi-structured interviews and analyzed using thematic analysis from a social constructivism orientation.

Results: Faculty members believed that verbalizing appreciation for medical students with disabilities should be public and include the entire student body, feeling that this would enhance community perception and help disabled students feel a sense of belonging. They felt that disabled students' personalities and experiences before entering medical university may have already influenced their sense of belonging, potentially being a barrier in the specific medical university environment. Faculty members understood that the information network established when supporting students with disabilities also promotes a community-wide sense of belonging. The requirement for achieving certain technical standards required by physician training programs could also make some students with disabilities feel stigmatized and alienated.

Discussion: Japanese faculty members articulated a tension between the organization and the individual as a paradox encompassing various social factors, and that collaboration between both the disabled medical students involved and the medical students and faculty surrounding them is necessary to foster a general sense of belonging. The findings suggest that medical university faculty can play an active role in creating more inclusive environments.

导言:医科大学越来越意识到残疾包容,并开始认识到为残疾学生提供支持性环境的重要性。教职员工可以通过在开放、谦逊和积极重视每个学习者的基础上创造安全的学习环境,减轻对合法性和归属感的挑战。然而,促成这些学生在医科大学环境中的归属感的因素仍未得到充分探讨。为解决这一问题,本研究探讨了影响残障医学生归属感的社会因素。方法:采用组织悖论理论对25名与残疾医学生互动的日本教师进行定性现象学研究。通过面对面的在线半结构化访谈收集数据,并采用社会建构主义取向的主题分析方法进行分析。结果:教师认为,对残疾医学生的赞赏应该是公开的,包括整个学生群体,认为这将增强社区认知,并帮助残疾学生获得归属感。他们认为残疾学生在进入医科大学之前的性格和经历可能已经影响了他们的归属感,这可能成为他们在医科大学特定环境中的障碍。教职员明白,在支援残障学生时建立的资讯网络,也能促进整个社区的归属感。医生培训项目要求达到一定的技术标准,这也可能使一些残疾学生感到被歧视和疏远。讨论:日本教职员工明确指出,组织和个人之间的紧张关系是一种包含各种社会因素的悖论,参与其中的残疾医学生与周围医学生和教职员工之间的合作对于培养普遍的归属感是必要的。研究结果表明,医科大学教师可以在创造更具包容性的环境方面发挥积极作用。
{"title":"Exploring the social factors influencing the sense of belonging among medical students with disabilities.","authors":"Mikio Hayashi, Hiroko Mori, Timothy Rogers, Jennifer Arnold, Martin V Pusic, Dorothy W Tolchin","doi":"10.1080/0142159X.2025.2609726","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2609726","url":null,"abstract":"<p><strong>Introduction: </strong>Medical universities have become more aware of disability inclusion, and have begun taking cognizance of the importance of a supportive environment for students with disabilities. Faculty members can mitigate challenges to legitimacy and belonging by creating safe learning environments built on openness, humility, and actively valuing each learner. However, the factors contributing to these students' sense of belonging in medical university settings remain under-explored. To address this issue, the present study examines social factors influencing the sense of belonging for medical students with disabilities.</p><p><strong>Methods: </strong>A qualitative phenomenological study using organizational paradox theory was conducted with 25 Japanese faculty members who have interacted with disabled medical students. Data were collected through face-to-face online semi-structured interviews and analyzed using thematic analysis from a social constructivism orientation.</p><p><strong>Results: </strong>Faculty members believed that verbalizing appreciation for medical students with disabilities should be public and include the entire student body, feeling that this would enhance community perception and help disabled students feel a sense of belonging. They felt that disabled students' personalities and experiences before entering medical university may have already influenced their sense of belonging, potentially being a barrier in the specific medical university environment. Faculty members understood that the information network established when supporting students with disabilities also promotes a community-wide sense of belonging. The requirement for achieving certain technical standards required by physician training programs could also make some students with disabilities feel stigmatized and alienated.</p><p><strong>Discussion: </strong>Japanese faculty members articulated a tension between the organization and the individual as a paradox encompassing various social factors, and that collaboration between both the disabled medical students involved and the medical students and faculty surrounding them is necessary to foster a general sense of belonging. The findings suggest that medical university faculty can play an active role in creating more inclusive environments.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-11"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145917858","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
Uneven effects of accreditation on medical students' learning outcomes: A quasi-experimental study across learning domains and institutional contexts. 认可对医学生学习成果的不均衡影响:跨学习领域和机构背景的准实验研究。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2609743
Hongbin Wu, Yue Zhao, Mengchun Yi, Ana Xie

Introduction: Accreditation is widely used to ensure quality in medical education; however, its effects on student learning outcomes across various domains and institutional contexts remains unclear. This study examines whether and how accreditation influences value-added learning outcomes among Chinese medical students.

Methods: Using a quasi-experimental design, we analyzed data from the 2019 to 2020 China Medical Student Survey (CMSS), which was linked to national accreditation records. Final-year students from institutions accredited between the two survey waves were classified as the treatment group; those from non-accredited institutions served as controls. Value-added learning outcomes were measured as self-assessed growth across four domains: science and scholarship, clinical practice, health and society, and professionalism. Propensity score matching and difference-in-differences (PSM-DID) estimation were applied. Guided by goal-setting theory, we interpret heterogeneity in accreditation effects across learning domains and institutional contexts.

Results: Accreditation significantly improved learning outcomes in clinical practice (β = 0.275, p = 0.049), but had no significant effects in other domains. Subgroup analyses revealed stronger effects in non-elite universities and medical schools embedded within comprehensive universities, whereas limited or negative effects were observed in elite universities and free-standing medical colleges.

Discussion: The effects of accreditation varies unevenly across different learning domains and institutional contexts. Guided by goal-setting theory, our findings suggest that institutional response depends on the perceived difficulty, observability, and relevance of accreditation goals.

简介:认证被广泛用于保证医学教育的质量;然而,它对不同领域和机构背景下的学生学习成果的影响尚不清楚。本研究探讨认证是否及如何影响中国医学生的增值学习成果。方法:采用准实验设计,分析2019 - 2020年中国医学生调查(CMSS)数据,该数据与国家认证记录相关联。来自两轮调查之间认可的院校的应届毕业生被归类为实验组;来自非认可机构的人员作为对照。增值学习成果是通过四个领域的自我评估增长来衡量的:科学与学术、临床实践、健康与社会以及专业精神。采用倾向得分匹配和差中差(PSM-DID)估计。在目标设定理论的指导下,我们解释了跨学习领域和制度背景下认证效果的异质性。结果:认证显著提高了临床实践的学习效果(β = 0.275, p = 0.049),但在其他领域无显著影响。亚组分析显示,非精英大学和综合性大学医学院的影响较强,而精英大学和独立医学院的影响有限或为负。讨论:在不同的学习领域和机构背景下,认证的影响是不均匀的。在目标设定理论的指导下,我们的研究结果表明,机构的反应取决于认证目标的感知难度、可观察性和相关性。
{"title":"Uneven effects of accreditation on medical students' learning outcomes: A quasi-experimental study across learning domains and institutional contexts.","authors":"Hongbin Wu, Yue Zhao, Mengchun Yi, Ana Xie","doi":"10.1080/0142159X.2025.2609743","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2609743","url":null,"abstract":"<p><strong>Introduction: </strong>Accreditation is widely used to ensure quality in medical education; however, its effects on student learning outcomes across various domains and institutional contexts remains unclear. This study examines whether and how accreditation influences value-added learning outcomes among Chinese medical students.</p><p><strong>Methods: </strong>Using a quasi-experimental design, we analyzed data from the 2019 to 2020 China Medical Student Survey (CMSS), which was linked to national accreditation records. Final-year students from institutions accredited between the two survey waves were classified as the treatment group; those from non-accredited institutions served as controls. Value-added learning outcomes were measured as self-assessed growth across four domains: science and scholarship, clinical practice, health and society, and professionalism. Propensity score matching and difference-in-differences (PSM-DID) estimation were applied. Guided by goal-setting theory, we interpret heterogeneity in accreditation effects across learning domains and institutional contexts.</p><p><strong>Results: </strong>Accreditation significantly improved learning outcomes in clinical practice (<math><mrow><mi>β</mi></mrow></math> = 0.275, <i>p</i> = 0.049), but had no significant effects in other domains. Subgroup analyses revealed stronger effects in non-elite universities and medical schools embedded within comprehensive universities, whereas limited or negative effects were observed in elite universities and free-standing medical colleges.</p><p><strong>Discussion: </strong>The effects of accreditation varies unevenly across different learning domains and institutional contexts. Guided by goal-setting theory, our findings suggest that institutional response depends on the perceived difficulty, observability, and relevance of accreditation goals.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-11"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145912283","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
Comparing different retrieval practice strategies using virtual patients: A stratified randomized trial. 使用虚拟病人比较不同的检索实践策略:一项分层随机试验。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2607517
Renan Gianotto-Oliveira, Naomi Steenhof, Dario Cecilio-Fernandes

Objectives: This study evaluated the effectiveness of three retrieval practice strategies: re-solving virtual patient (VP) cases, answering multiple-choice questions (MCQs), and answering short answer questions (SAQs), on long-term memory retention of medical students using a VP simulation platform.

Methods: Eighty fifth-year medical students participated in a stratified randomized trial conducted in three phases. In the initial learning phase, participants completed a 14-item baseline test (seven MCQs and seven SAQs) to assess prior knowledge and enable stratified randomization. They then engaged with two clinical cases using the Paciente 360® VP platform. One week later, participants were randomly assigned to one of three retrieval practice conditions: re-solving the original VP cases, answering 24 related MCQs, or answering 24 related SAQs. Six weeks after the intervention, participants completed a 40-item retention test (20 MCQs and 20 SAQs), which included both previously encountered and novel questions to assess long-term retention and transfer of learning.

Results: Participants in the SAQ condition demonstrated a statistically significant improvement in performance over time, while those in the re-solving the virtual case and MCQ conditions maintained their knowledge levels. No significant differences were observed between performance on repeated versus novel questions or between MCQs and SAQs.

Conclusions: Retrieval practice using VP simulations supports knowledge retention, with SAQs yielding the greatest improvement from baseline. Comparable performance on repeated and novel questions suggests that retrieval practice may also promote transfer of learning to new clinical scenarios.

目的:本研究评估三种检索练习策略:重新解决虚拟病人(VP)案例、回答选择题(mcq)和回答简答题(saq)在VP模拟平台上对医学生长期记忆保留的效果。方法:85名五年级医学生参加了一项分层随机试验,分三个阶段进行。在最初的学习阶段,参与者完成了14项基线测试(7个mcq和7个saq),以评估先验知识并进行分层随机化。然后,他们使用Paciente 360®VP平台与两个临床病例进行了接触。一周后,参与者被随机分配到三种检索练习条件中的一种:重新解决最初的VP案例,回答24个相关的mcq,或回答24个相关的saq。干预六周后,参与者完成了40项记忆测试(20个mcq和20个saq),其中包括以前遇到的和新的问题,以评估长期记忆和学习转移。结果:随着时间的推移,SAQ条件下的参与者表现出统计学上显著的进步,而解决虚拟案例和MCQ条件下的参与者则保持了他们的知识水平。在重复问题和新问题上的表现,以及mcq和saq之间的表现没有显著差异。结论:使用VP模拟的检索实践支持知识保留,saq从基线产生最大的改进。在重复问题和新问题上的比较表现表明,检索练习也可能促进学习转移到新的临床场景。
{"title":"Comparing different retrieval practice strategies using virtual patients: A stratified randomized trial.","authors":"Renan Gianotto-Oliveira, Naomi Steenhof, Dario Cecilio-Fernandes","doi":"10.1080/0142159X.2025.2607517","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2607517","url":null,"abstract":"<p><strong>Objectives: </strong>This study evaluated the effectiveness of three retrieval practice strategies: re-solving virtual patient (VP) cases, answering multiple-choice questions (MCQs), and answering short answer questions (SAQs), on long-term memory retention of medical students using a VP simulation platform.</p><p><strong>Methods: </strong>Eighty fifth-year medical students participated in a stratified randomized trial conducted in three phases. In the initial learning phase, participants completed a 14-item baseline test (seven MCQs and seven SAQs) to assess prior knowledge and enable stratified randomization. They then engaged with two clinical cases using the Paciente 360<sup>®</sup> VP platform. One week later, participants were randomly assigned to one of three retrieval practice conditions: re-solving the original VP cases, answering 24 related MCQs, or answering 24 related SAQs. Six weeks after the intervention, participants completed a 40-item retention test (20 MCQs and 20 SAQs), which included both previously encountered and novel questions to assess long-term retention and transfer of learning.</p><p><strong>Results: </strong>Participants in the SAQ condition demonstrated a statistically significant improvement in performance over time, while those in the re-solving the virtual case and MCQ conditions maintained their knowledge levels. No significant differences were observed between performance on repeated versus novel questions or between MCQs and SAQs.</p><p><strong>Conclusions: </strong>Retrieval practice using VP simulations supports knowledge retention, with SAQs yielding the greatest improvement from baseline. Comparable performance on repeated and novel questions suggests that retrieval practice may also promote transfer of learning to new clinical scenarios.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-8"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145917874","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
Broadening an understanding of learners who think differently in medical education. 拓宽对医学教育中思维不同的学习者的理解。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-07 DOI: 10.1080/0142159X.2025.2606065
R B Hays, D Hartman, P Heggarty, J Harte
{"title":"Broadening an understanding of learners who think differently in medical education.","authors":"R B Hays, D Hartman, P Heggarty, J Harte","doi":"10.1080/0142159X.2025.2606065","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2606065","url":null,"abstract":"","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-4"},"PeriodicalIF":3.3,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145912339","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
Variables impacting the likelihood of successful remediation during residency training. 在住院医师培训期间影响成功补救可能性的变量。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-04 DOI: 10.1080/0142159X.2025.2604242
Aleksandra Mineyko, Lea Harper, Erin Weir, Melinda Davis, Kevin McLaughlin

Introduction: Factors influencing successful remediation in postgraduate medical education remain largely unexplored. This study aims to investigate the variables associated with remediation outcomes.

Methods: This was a retrospective cohort study of all residents who underwent remediation from July 1, 2012 - June 30, 2024 at the University of Calgary Cumming School of Medicine Postgraduate Medical Education. Multilevel mixed-effects logistic regression was used to identify outcome variables associated with remediation success.

Results: The most common CanMEDS roles remediated were Professional (52.7%), Communicator (51.1%), and Medical Expert (45.1%). Reduced odds of successful remediation were seen when the remediation plan included the Medical Expert Role (Odds Ratio (OR) 0.35 [0.14, 0.82], p = 0.016); and an increasing number of successful prior remediations (OR 0.58 [0.35, 0.95], p = 0.029).

Discussion: Remediation rates in postgraduate medical education are rising. Difficulties in the Medical Expert role are associated with lower remediation success and persistent issues that lead to recurrent remediations predict poor outcomes. Support should target core competencies, provide compassionate exit strategies for recurring struggles, and prioritize early intervention research.

导读:影响研究生医学教育中成功的补习的因素在很大程度上是未知的。本研究旨在探讨与修复结果相关的变量。方法:这是一项回顾性队列研究,研究对象是2012年7月1日至2024年6月30日在卡尔加里大学卡明医学院研究生医学教育学院接受修复的所有居民。使用多水平混合效应逻辑回归来确定与修复成功相关的结果变量。结果:被修复最多的CanMEDS角色是专业人员(52.7%)、沟通者(51.1%)和医学专家(45.1%)。当修复计划中包含医学专家角色时,成功修复的几率降低(优势比(OR) 0.35 [0.14, 0.82], p = 0.016);先前成功修复的数量增加(OR 0.58 [0.35, 0.95], p = 0.029)。讨论:研究生医学教育的补习率正在上升。医学专家角色的困难与较低的补救成功率有关,而导致反复补救的持续问题预示着不良结果。支持应针对核心竞争力,为反复出现的斗争提供富有同情心的退出策略,并优先考虑早期干预研究。
{"title":"Variables impacting the likelihood of successful remediation during residency training.","authors":"Aleksandra Mineyko, Lea Harper, Erin Weir, Melinda Davis, Kevin McLaughlin","doi":"10.1080/0142159X.2025.2604242","DOIUrl":"https://doi.org/10.1080/0142159X.2025.2604242","url":null,"abstract":"<p><strong>Introduction: </strong>Factors influencing successful remediation in postgraduate medical education remain largely unexplored. This study aims to investigate the variables associated with remediation outcomes.</p><p><strong>Methods: </strong>This was a retrospective cohort study of all residents who underwent remediation from July 1, 2012 - June 30, 2024 at the University of Calgary Cumming School of Medicine Postgraduate Medical Education. Multilevel mixed-effects logistic regression was used to identify outcome variables associated with remediation success.</p><p><strong>Results: </strong>The most common CanMEDS roles remediated were Professional (52.7%), Communicator (51.1%), and Medical Expert (45.1%). Reduced odds of successful remediation were seen when the remediation plan included the Medical Expert Role (Odds Ratio (OR) 0.35 [0.14, 0.82], <i>p</i> = 0.016); and an increasing number of successful prior remediations (OR 0.58 [0.35, 0.95], <i>p</i> = 0.029).</p><p><strong>Discussion: </strong>Remediation rates in postgraduate medical education are rising. Difficulties in the Medical Expert role are associated with lower remediation success and persistent issues that lead to recurrent remediations predict poor outcomes. Support should target core competencies, provide compassionate exit strategies for recurring struggles, and prioritize early intervention research.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"1-8"},"PeriodicalIF":3.3,"publicationDate":"2026-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145900818","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
Introducing a data-driven learning progress dashboard for programmatic assessment. 引入数据驱动的学习进度仪表板,用于程序化评估。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-04-09 DOI: 10.1080/0142159X.2025.2489086
Olivia Ng, Zheng-Wei Lee, Dong Haur Phua, Li Li, Hannah Joo Min Lim, Jowe Chu, Jennifer Cleland

Programmatic Assessment (PA) relies on the integration of diverse data sources to deliver holistic feedback that supports student learning. However, the complexity and volume of assessment data can hinder efficient tracking and interpretation, challenging the implementation of PA's principles. To address these challenges, we developed the Learning Progress Dashboard (LPD) - a bespoke technological-enhanced solution and infrastructure designed for medical students. Built with an user-centric approach, the dashboard integrates previously siloed data systems, offering tailored interfaces for both students and faculty to facilitate data-informed learning strategies. Key lessons were the importance of breaking down data silos, fostering interdisciplinary collaboration, and employing gradual change management strategies to balance innovation with user acceptance.

程序性评估(PA)依赖于不同数据源的整合,以提供支持学生学习的整体反馈。然而,评估数据的复杂性和数量可能会阻碍有效的跟踪和解释,对PA原则的实施提出挑战。为了应对这些挑战,我们开发了学习进度仪表板(LPD),这是一种为医科学生设计的定制技术增强解决方案和基础设施。仪表板采用以用户为中心的方法构建,集成了以前孤立的数据系统,为学生和教师提供量身定制的界面,以促进数据知情的学习策略。关键的经验教训是打破数据孤岛、促进跨学科合作以及采用渐进的变革管理策略来平衡创新与用户接受度的重要性。
{"title":"Introducing a data-driven learning progress dashboard for programmatic assessment.","authors":"Olivia Ng, Zheng-Wei Lee, Dong Haur Phua, Li Li, Hannah Joo Min Lim, Jowe Chu, Jennifer Cleland","doi":"10.1080/0142159X.2025.2489086","DOIUrl":"10.1080/0142159X.2025.2489086","url":null,"abstract":"<p><p>Programmatic Assessment (PA) relies on the integration of diverse data sources to deliver holistic feedback that supports student learning. However, the complexity and volume of assessment data can hinder efficient tracking and interpretation, challenging the implementation of PA's principles. To address these challenges, we developed the Learning Progress Dashboard (LPD) - a bespoke technological-enhanced solution and infrastructure designed for medical students. Built with an user-centric approach, the dashboard integrates previously siloed data systems, offering tailored interfaces for both students and faculty to facilitate data-informed learning strategies. Key lessons were the importance of breaking down data silos, fostering interdisciplinary collaboration, and employing gradual change management strategies to balance innovation with user acceptance.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"18-20"},"PeriodicalIF":3.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143811120","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
Bytes versus brains: A comparative study of AI-generated feedback and human tutor feedback in medical education. 字节与大脑:医学教育中人工智能反馈与人类导师反馈的比较研究。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-06-18 DOI: 10.1080/0142159X.2025.2519639
Majid Ali, Ihab Harbieh, Khawaja Husnain Haider

Introduction: Timely, high-quality feedback is vital in medical education but increasingly difficult due to rising student numbers and limited faculty. Artificial intelligence (AI) tools offer scalable solutions, yet limited research compares their effectiveness with traditional tutor feedback. This study examined the comparative effectiveness of AI-generated feedback versus human tutor feedback within the medical curriculum.

Methods: Second-year medical students (n = 108) received two sets of feedback on a written assignment, one from their tutor and one unedited response from ChatGPT. Students assessed each feedback using a structured online questionnaire focused on key feedback quality criteria.

Results: Eighty-five students (79%) completed the evaluation. Tutor feedback was rated significantly higher in clarity and understandability (p < 0.001), relevance (p < 0.001), actionability (p = 0.009), comprehensiveness (p = 0.001), accuracy and reliability (p = 0.003), and overall usefulness (p < 0.001). However, 62.3% of students indicated that both pieces of feedback complemented each other. Open-ended responses aligned with these quantitative findings.  .

Conclusion: Human tutors currently provide superior feedback in terms of clarity, relevance, and accuracy. Nonetheless, AI-generated feedback shows promise as a complementary tool. A hybrid feedback model integrating AI and human input could enhance the scalability and richness of feedback in medical education.

引言:及时、高质量的反馈在医学教育中至关重要,但由于学生人数的增加和师资力量的有限,反馈越来越困难。人工智能(AI)工具提供了可扩展的解决方案,但很少有研究将其有效性与传统的导师反馈进行比较。本研究考察了在医学课程中人工智能生成的反馈与人类导师反馈的比较有效性。方法:二年级医学生(n = 108)收到两组书面作业反馈,一组来自他们的导师,一组来自ChatGPT的未经编辑的回复。学生们使用结构化的在线问卷来评估每个反馈,重点关注关键反馈的质量标准。结果:85名学生(79%)完成了评估。导师反馈在清晰度和可理解性(p < 0.001)、相关性(p < 0.001)、可操作性(p = 0.009)、全面性(p = 0.001)、准确性和可靠性(p = 0.003)和总体有用性(p < 0.001)方面的评分显著较高。然而,62.3%的学生表示两种反馈是相辅相成的。开放式回答与这些定量调查结果一致。。结论:人类导师目前在清晰性、相关性和准确性方面提供了更好的反馈。尽管如此,人工智能生成的反馈显示出作为一种补充工具的前景。结合人工智能和人工输入的混合反馈模型可以增强医学教育反馈的可扩展性和丰富性。
{"title":"Bytes versus brains: A comparative study of AI-generated feedback and human tutor feedback in medical education.","authors":"Majid Ali, Ihab Harbieh, Khawaja Husnain Haider","doi":"10.1080/0142159X.2025.2519639","DOIUrl":"10.1080/0142159X.2025.2519639","url":null,"abstract":"<p><strong>Introduction: </strong>Timely, high-quality feedback is vital in medical education but increasingly difficult due to rising student numbers and limited faculty. Artificial intelligence (AI) tools offer scalable solutions, yet limited research compares their effectiveness with traditional tutor feedback. This study examined the comparative effectiveness of AI-generated feedback versus human tutor feedback within the medical curriculum.</p><p><strong>Methods: </strong>Second-year medical students (n = 108) received two sets of feedback on a written assignment, one from their tutor and one unedited response from ChatGPT. Students assessed each feedback using a structured online questionnaire focused on key feedback quality criteria.</p><p><strong>Results: </strong>Eighty-five students (79%) completed the evaluation. Tutor feedback was rated significantly higher in clarity and understandability (p < 0.001), relevance (p < 0.001), actionability (p = 0.009), comprehensiveness (p = 0.001), accuracy and reliability (p = 0.003), and overall usefulness (p < 0.001). However, 62.3% of students indicated that both pieces of feedback complemented each other. Open-ended responses aligned with these quantitative findings.  .</p><p><strong>Conclusion: </strong>Human tutors currently provide superior feedback in terms of clarity, relevance, and accuracy. Nonetheless, AI-generated feedback shows promise as a complementary tool. A hybrid feedback model integrating AI and human input could enhance the scalability and richness of feedback in medical education.</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"131-141"},"PeriodicalIF":3.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144317453","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
Harnessing predictive analytics to support high-risk learners in a one-year certification program in emergency medicine (CPEM) in Pakistan. 利用预测分析技术在巴基斯坦开展为期一年的急诊医学认证项目,为高风险学习者提供支持。
IF 3.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 Epub Date: 2025-06-18 DOI: 10.1080/0142159X.2025.2519645
Saima Ali, Syed Ghazanfar Saleem, Priya Arumuganathan, Sama Mukhtar, Adeel Khatri, Megan Rybarczyk

Introduction: Predictive analytics and Machine Learning (PAML) are gaining traction in health professions education (HPE). Their utilization includes, but is not limited to, guiding student enrollment, identifying at-risk learners, enhancing educational decisions, and allocating proper resources through data-driven insights. This study explored the use of PAML to identify at-risk learners in a one-year Certification Program in Emergency Medicine (CPEM) at the Indus Hospital and Health Network (IHHN), Pakistan with the aim of providing targeted educational support for improved outcome.

Methodology: By leveraging data from prior CPEM cohorts (2018-2022, n = 91), regression tree and linear regression machine learning models were compared to predict the final examination performance of the CPEM 2023 learner cohort (n = 26). The models were prospectively applied to identify at-risk learners (n = 14/26). Extra learning support (ELS) was offered as an inclusive measure to everyone, not just the ones flagged by the models and was accepted by ten learners. Data were analyzed for model accuracy and the impact of the educational intervention.

Results: Both models showed high accuracy (regression tree: Area Under the Receiver Operating Characteristic (ROC) Curve (AUC)= 0.89; linear regression: AUC= 0.88), though the regression tree model demonstrated slightly better sensitivity and specificity. The models altogether predicted unsatisfactory performance for 14 learners scheduled to sit for the 2023 final examination. Following targeted intervention, eight learners showed improvement in their final scores. Regression tree model was comparatively better in making predictions; however, both models had their limitation.

Conclusion: The study demonstrated the feasibility and utility of using PAML to identify at-risk learners and tailor support strategies for enhancing educational outcome in low-resource settings. This additional support can augment expert judgement and ensure equitable educational practices. However, model limitations and ethical concerns, such as algorithmic bias, overfitting, and data imbalance, must be actively addressed in high-stakes assessments.[Box: see text].

导读:预测分析和机器学习(PAML)在卫生专业教育(HPE)中越来越受欢迎。它们的使用包括但不限于指导学生入学,识别有风险的学习者,加强教育决策,并通过数据驱动的见解分配适当的资源。本研究探索了PAML在巴基斯坦印度河医院和卫生网络(IHHN)为期一年的急诊医学认证项目(CPEM)中识别高危学习者的使用,目的是为改善结果提供有针对性的教育支持。方法:通过利用先前CPEM队列(2018-2022,n = 91)的数据,比较回归树和线性回归机器学习模型来预测CPEM 2023学习者队列(n = 26)的期末考试表现。这些模型被前瞻性地用于识别有风险的学习者(n = 14/26)。额外的学习支持(ELS)作为一种包容性的措施提供给每个人,而不仅仅是那些被模型标记并被十个学习者接受的人。分析了模型的准确性和教育干预的影响。结果:两种模型均具有较高的准确率(回归树:受试者工作特征曲线下面积(Area Under Receiver Operating Characteristic Curve, AUC)= 0.89;线性回归:AUC= 0.88),但回归树模型的敏感性和特异性略好。这些模型总共预测了14名计划参加2023年期末考试的学生的表现不理想。经过有针对性的干预,8名学习者的最终成绩有所提高。回归树模型预测效果较好;然而,这两种模式都有其局限性。结论:本研究证明了使用PAML识别风险学习者和定制支持策略以提高低资源环境下教育成果的可行性和实用性。这种额外的支持可以增强专家的判断,并确保公平的教育实践。然而,在高风险评估中,必须积极解决模型限制和伦理问题,如算法偏差、过度拟合和数据失衡。[方框:见文本]。
{"title":"Harnessing predictive analytics to support high-risk learners in a one-year certification program in emergency medicine (CPEM) in Pakistan.","authors":"Saima Ali, Syed Ghazanfar Saleem, Priya Arumuganathan, Sama Mukhtar, Adeel Khatri, Megan Rybarczyk","doi":"10.1080/0142159X.2025.2519645","DOIUrl":"10.1080/0142159X.2025.2519645","url":null,"abstract":"<p><strong>Introduction: </strong>Predictive analytics and Machine Learning (PAML) are gaining traction in health professions education (HPE). Their utilization includes, but is not limited to, guiding student enrollment, identifying at-risk learners, enhancing educational decisions, and allocating proper resources through data-driven insights. This study explored the use of PAML to identify at-risk learners in a one-year Certification Program in Emergency Medicine (CPEM) at the Indus Hospital and Health Network (IHHN), Pakistan with the aim of providing targeted educational support for improved outcome.</p><p><strong>Methodology: </strong>By leveraging data from prior CPEM cohorts (2018-2022, <i>n</i> = 91), regression tree and linear regression machine learning models were compared to predict the final examination performance of the CPEM 2023 learner cohort (<i>n</i> = 26). The models were prospectively applied to identify at-risk learners (<i>n</i> = 14/26). Extra learning support (ELS) was offered as an inclusive measure to everyone, not just the ones flagged by the models and was accepted by ten learners. Data were analyzed for model accuracy and the impact of the educational intervention.</p><p><strong>Results: </strong>Both models showed high accuracy (regression tree: Area Under the Receiver Operating Characteristic (ROC) Curve (AUC)= 0.89; linear regression: AUC= 0.88), though the regression tree model demonstrated slightly better sensitivity and specificity. The models altogether predicted unsatisfactory performance for 14 learners scheduled to sit for the 2023 final examination. Following targeted intervention, eight learners showed improvement in their final scores. Regression tree model was comparatively better in making predictions; however, both models had their limitation.</p><p><strong>Conclusion: </strong>The study demonstrated the feasibility and utility of using PAML to identify at-risk learners and tailor support strategies for enhancing educational outcome in low-resource settings. This additional support can augment expert judgement and ensure equitable educational practices. However, model limitations and ethical concerns, such as algorithmic bias, overfitting, and data imbalance, must be actively addressed in high-stakes assessments.[Box: see text].</p>","PeriodicalId":18643,"journal":{"name":"Medical Teacher","volume":" ","pages":"142-149"},"PeriodicalIF":3.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144317454","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
期刊
Medical Teacher
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1