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An immersive mirror: a descriptive study of peer observer and active participant experiences in simulation. 沉浸式镜子:模拟中同伴观察者和积极参与者体验的描述性研究。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-02 DOI: 10.1186/s41077-025-00395-7
Naomi Tutticci, Sandra Johnston, Joanne Ramsbotham, Karen Theobald

Background: There is limited evidence and humanistic thinking about the thoughts and reactions of peer observers during nursing simulation. An increased understanding may provide new insights and opportunities to advance therapeutic relationships and holistic care. This study explored peer observer and active participant thoughts during simulation to better understand how shared learning experiences transform and improve nursing practice.

Methods: A qualitive descriptive design generated data via peer observers and active participants' self-reported experiences from pre-registration second-year, nursing students. Responses were synthesized and analyzed using reflexive thematic analysis.

Results: From 175 peer-observer accounts, four codes were generated and synthesized into three themes: Observer self-critique and critique of others; observer empathy and affect; and observers' outsider perspective. Six codes were generated from the analysis of 234 active participant accounts analysis and synthesized into three themes: participant affect; participant cognition and participant confidence.

Conclusions: The peer observer role can experience simulation as an immersive and emotive encounter that may indicate active and deep learning is occurring. Simulation learning design should prioritize the identification of empathy experienced by observers for the participants and explicitly include it in cognitive processing undertaken during simulation debrief. Linking the experience of empathy with nursing theory in simulation is a powerful learning tool.

背景:关于护理模拟过程中同伴观察者的想法和反应的证据和人文思考有限。加深了解可能会提供新的见解和机会,以促进治疗关系和整体护理。本研究探讨了模拟过程中同伴观察者和积极参与者的想法,以更好地了解共享学习经验如何改变和改善护理实践。方法:采用定性描述设计,通过同伴观察者和积极参与者自报告的经验从预注册的二年级护理学生中获得数据。利用反身性主题分析对反应进行综合和分析。结果:从175个同伴-观察者账户中生成4个代码,并将其合成为3个主题:观察者自我批评和他人批评;观察者移情和情感;以及观察者的局外人视角。通过对234个活跃参与者账户的分析,生成6个代码,并将其综合为三个主题:参与者影响;参与者认知与参与者信心。结论:同伴观察者角色可以将模拟体验为身临其境的情感遭遇,这可能表明正在进行积极和深度的学习。模拟学习设计应优先考虑观察者对参与者共情体验的识别,并明确将其纳入模拟汇报期间进行的认知加工。将共情经验与护理理论在模拟中联系起来是一种强大的学习工具。
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引用次数: 0
Reimagining simulation for quality and safety in healthcare: connecting paradigms, methods, and communities. 为医疗保健质量和安全重新构想模拟:连接范例、方法和社区。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-30 DOI: 10.1186/s41077-025-00397-5
Victoria Brazil, Susan Eller, Komal Bajaj
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引用次数: 0
Evaluating a simulation-based interprofessional education activity on disaster preparedness and management among health professions students. 评估在卫生专业学生中开展的基于模拟的灾害准备和管理跨专业教育活动。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-28 DOI: 10.1186/s41077-025-00391-x
Sawsan Almukdad, Aya Elhage, Lily O'Hara, Banan Mukhalalati, Mohamed Izham Ibrahim, Alla El-Awaisi

Background: Simulation-based education offers a risk-free platform to prepare future health professionals for interprofessional collaboration during high-stakes emergencies. This study involved the design, implementation, and evaluation of a disaster-focused simulation to enhance interprofessional competencies among health professions students.

Methods: An interprofessional education (IPE) simulation covering the four disaster preparedness and management phases (mitigation, preparedness, response, recovery) was conducted for undergraduate health professions students. Students, assessors, and standardized patients (SPs) participated in the evaluation. Data on interprofessional competencies were collected from students using the Team's Perception of Collaborative Care Questionnaire, from assessors using the Modified McMaster-Ottawa Scale, and from SPs using the Standardized Patient Team Evaluation Instrument. Descriptive statistics were used to summarize study variables. Paired sample t-tests were conducted to compare score differences between assessors. Learning curve across cases were tested using one-way repeated measures ANOVA, and associations between global scores and demographic variables were analyzed using t-test or ANOVA, as appropriate.

Results: Thirty-three students, 13 assessors, and 8 SPs participated in the evaluation. response rates were 33.3% (students), 92.9% (assessors), and 100% (SPs). Students self-reported positive perceptions of teamwork in the activity, with over 90% agreement across all domains. Assessors' ratings for the response phase corroborated these findings, with over 80% of students scoring at or above expectations in all domains. SPs' evaluations were also high, with 70% agreeing that students demonstrated positive interprofessional practice behaviors. For the diabetic ketoacidosis case, teams' global performance scores were calculated as the mean of the two assessors' ratings. Students with prior IPE experience (M = 2.42, 95% CI: 2.24-2.60) and those who had completed a prior practice placement (M = 2.48, 95% CI: 2.30-2.65) performed significantly better than students without IPE experience (M = 2.06, 95% CI: 1.80-2.33) or a prior practice placement (M = 2.12, 95% CI: 1.86-2.37). While not statistically significant, a trend towards improved performance across cases in the response phase suggested a learning curve effect.

Conclusions: Simulation-based IPE can strengthen interprofessional competencies for disaster preparedness and management, with greatest benefit when preceded by other IPE activities and clinical placements.

背景:基于模拟的教育提供了一个无风险的平台,为未来的卫生专业人员在高风险紧急情况下进行跨专业合作做好准备。本研究旨在设计、实施和评估以灾害为重点的模拟,以提高卫生专业学生的跨专业能力。方法:采用跨专业教育(IPE)模拟方法,对卫生专业本科学生进行减灾、备灾、响应、恢复四个阶段的灾害防范与管理。学生、评估员和标准化患者(SPs)参与了评估。跨专业能力的数据来自使用团队协作护理问卷的学生,使用修改麦克马斯特-渥太华量表的评估者,以及使用标准化患者团队评估工具的sp。描述性统计用于总结研究变量。配对样本t检验比较评估者之间的得分差异。使用单向重复测量方差分析检验病例之间的学习曲线,并酌情使用t检验或方差分析分析总体得分与人口统计学变量之间的关联。结果:33名学生、13名评估员、8名SPs参与了评估。回应率分别为33.3%(学生)、92.9%(评估员)和100%(服务提供者)。学生自我报告对活动中的团队合作有积极的看法,在所有领域都有超过90%的同意。评估人员对反应阶段的评分证实了这些发现,超过80%的学生在所有领域的得分都达到或超过预期。SPs的评价也很高,70%的人同意学生表现出积极的跨专业实践行为。对于糖尿病酮症酸中毒病例,团队的整体绩效得分作为两位评估者评分的平均值计算。先前有IPE经验的学生(M = 2.42, 95% CI: 2.24-2.60)和先前完成实习的学生(M = 2.48, 95% CI: 2.30-2.65)的表现明显优于没有IPE经验的学生(M = 2.06, 95% CI: 1.80-2.33)或先前的实习(M = 2.12, 95% CI: 1.86-2.37)。虽然在统计上不显著,但在反应阶段,各个病例的表现都有改善的趋势,这表明存在学习曲线效应。结论:基于模拟的IPE可以加强灾害准备和管理的跨专业能力,在其他IPE活动和临床实习之前获益最大。
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引用次数: 0
Preparing Italian residents for global medical practice: the role of internationalization in education. 准备意大利居民的全球医疗实践:国际化在教育中的作用。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-25 DOI: 10.1186/s41077-025-00394-8
Claudia Ebm, Cherrelle Smith, Manuela Milani, Mia Karamatsu, Nick Pokrajac, Bernard Dannenberg, Maurizio Cecconi
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引用次数: 0
The Advocacy-Inquiry Rubric (AIR): a standard to build debriefing and feedback skills. 倡导-调查准则(AIR):建立汇报和反馈技能的标准。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-24 DOI: 10.1186/s41077-025-00381-z
Clément Buléon, Demian Szyld, Robert Simon, Lon Setnik, Walter J Eppich, Mary Fey, James A Lipshaw, Janice C Palaganas, Jenny W Rudolph

Background: Teaching and learning debriefing and feedback skills-especially to a level of mastery-is challenging without an agreed-upon standard. There are a number of rating scales and rubrics to identify and evaluate debriefing and feedback skills that focus on an entire feedback or debriefing conversation. However, there is no rubric to assess and provide feedback on one of these conversations' most widely used microskills, the Advocacy-Inquiry technique. This study aimed to develop and preliminarily test the Advocacy-Inquiry Rubric (AIR)-a tool designed to support the teaching, coaching, and assessment of Advocacy-Inquiry, a widely used yet challenging debriefing microskill-through an international expert consensus process.

Method: Using a four-round Delphi process, we achieved expert consensus on the behavioral markers of effective and ineffective Advocacy-Inquiry techniques. Thirty-nine experts from 13 countries identified and refined a set of key behavioral anchors for each of Advocacy-Inquiry's five elements: Preview, Observation, Point of View, Inquiry, and Listen. These descriptors were embedded first in a seven-point numeric Behaviorally Anchored Rating Scale, then in a three-point emoji-based version, and finally in a teaching and learning version. The AIR underwent two rounds of usability testing and inter-rater testing of the emoji version. Using an interpretation-use argument approach, evidence was collected for AIR's validity across scoring, generalization, extrapolation, and implication.

Results: The Delphi process established descriptors for each element of Advocacy-Inquiry, categorized by proficiency level (beginner to advanced). Usability testing enhanced the AIR's graphic layout to support both numeric ratings and formative feedback. The AIR was adapted into three tailored versions: a numeric AIR for detailed evaluation and progress tracking, an emoji AIR for peer assessment, and a teaching and learning AIR. Evidence for validity was assessed, highlighting both strengths and gaps.

Conclusion: AIR is an empirical rubric based on expert-derived criteria to support teaching, coaching, and assessing Advocacy-Inquiry microskills. The AIR offers a structured framework for self-, peer-, and mentor-led feedback and assessment to enhance a core skill of facilitators. By anchoring assessments in clear behavioral descriptors, the AIR aims to improve the quality of feedback and debriefing conversations. Future work should focus on rater training, reliability testing, and exploring the AIR's impact on real-world outcomes.

背景:教授和学习汇报和反馈技能——尤其是达到精通的程度——没有一个商定的标准是具有挑战性的。有许多等级量表和标准来识别和评估汇报和反馈技能,这些技能集中在整个反馈或汇报对话上。然而,对于这些对话中最广泛使用的微技能之一——倡导-询问技术,没有一个标准来评估和提供反馈。本研究旨在通过国际专家共识过程,开发并初步测试倡导探究准则(AIR)——一种旨在支持倡导探究的教学、指导和评估的工具,倡导探究是一种广泛使用但具有挑战性的述职微技能。方法:采用四轮德尔菲法,对有效和无效的倡导询问技术的行为标志达成专家共识。来自13个国家的39位专家为“倡导探究”的五个要素(预览、观察、观点、探究和倾听)确定并完善了一套关键的行为锚。这些描述符首先被嵌入到一个7分的数字行为锚定量表中,然后是一个3分的表情符号版本,最后是一个教学和学习版本。AIR对表情符号版本进行了两轮可用性测试和评分者间测试。使用解释-使用论证方法,收集了AIR在评分、概括、外推和暗示方面的有效性的证据。结果:德尔菲过程为倡导-探究的每个要素建立了描述符,并按熟练程度(初级到高级)分类。可用性测试增强了AIR的图形布局,以支持数字评级和形成性反馈。AIR被改编成三个量身定制的版本:用于详细评估和进度跟踪的数字AIR,用于同行评估的表情符号AIR,以及教学和学习AIR。评估了有效性证据,突出了优势和差距。结论:AIR是一个基于专家衍生标准的经验准则,用于支持教学、指导和评估倡导探究微技能。AIR为自我、同伴和导师主导的反馈和评估提供了一个结构化的框架,以提高促进者的核心技能。通过将评估固定在明确的行为描述符中,AIR旨在提高反馈和汇报对话的质量。未来的工作应该集中在评分者的训练、可靠性测试和探索AIR对现实世界结果的影响。
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引用次数: 0
Training communication skills in a multiuser medical virtual reality simulation: a qualitative, observational study. 在多用户医疗虚拟现实模拟中训练沟通技巧:一项定性观察研究。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-24 DOI: 10.1186/s41077-025-00386-8
Lotte Cools, Rani Van Schoors, Fien Depaepe, Eline Dancet, Nicolas Delvaux

Background: Simulation-based education is a well-established training technique in medical curricula, also for communication skills. Virtual reality (VR) technology can enhance this form of experience-based learning. How VR interacts with training communication skills for interpersonal and interprofessional medical encounters is, however, unclear. This study investigates how VR influences communication skills and behaviors in patient-student and team encounters in medical undergraduate simulations, in order to make recommendations for VR simulation-based communication skills training (CST).

Methods: We conducted a study with 22 third-year medical students completing a dyadic VR simulation (Smart Collaboration Tutor software). We coded communication skills and behaviors for team and patient-student communication in videorecorded VR simulations. We then analyzed communication patterns and finally developed themes for VR-mediated CST.

Results: Our findings revealed that students preferred the core communication skill of asking questions, informing, and thinking aloud as process communication skills in a VR simulation. Nonverbal and paraverbal behaviors were used with unclear intent. VR negatively impacted the focus of attention and flow of simulation-based communication skills training.

Discussion: Dyadic VR simulations tend to emphasize team and task-oriented communication. Its value for patient-student and relation-oriented communication is unclear. VR influenced conversational turn-taking by altering visual and auditory perceptions. Cognitive load was enhanced, potentially diverting attention from communication goals and observational focus.

Conclusion: Multiuser VR simulation shows certain possibilities for CST in medical undergraduate simulations. Recommendations on the contextual design of VR simulations, however, need to be taken into account to safeguard the focus of attention and flow of CST.

背景:基于模拟的教育是医学课程中一种行之有效的培训技术,也是一种沟通技巧的培训技术。虚拟现实(VR)技术可以增强这种基于体验的学习形式。然而,VR如何与培训人际和跨专业医疗接触的沟通技巧相互作用尚不清楚。本研究旨在探讨虚拟现实对医学本科模拟实验中医患、团队接触中沟通技巧和行为的影响,为基于虚拟现实模拟实验的沟通技巧训练提供建议。方法:我们对22名完成二元虚拟现实模拟(智能协作导师软件)的三年级医学生进行了研究。我们将团队和患者与学生之间的沟通技巧和行为编码为视频录制的VR模拟。然后,我们分析了通信模式,并最终开发了vr介导的CST主题。结果:我们的研究结果表明,在VR模拟中,学生更喜欢提问、告知和大声思考等核心沟通技巧作为过程沟通技巧。非语言和准语言行为的使用意图不明确。VR对基于模拟的沟通技巧训练的注意力集中和流程产生负面影响。讨论:二元虚拟现实模拟倾向于强调团队和面向任务的沟通。它对于病人-学生和以关系为导向的交流的价值尚不清楚。VR通过改变视觉和听觉感知来影响会话的轮流进行。认知负荷增加,潜在地转移了人们对沟通目标和观察焦点的注意力。结论:多用户VR模拟显示了CST在医学本科模拟中的一定可能性。然而,需要考虑有关VR模拟情境设计的建议,以保障CST的关注焦点和流动。
{"title":"Training communication skills in a multiuser medical virtual reality simulation: a qualitative, observational study.","authors":"Lotte Cools, Rani Van Schoors, Fien Depaepe, Eline Dancet, Nicolas Delvaux","doi":"10.1186/s41077-025-00386-8","DOIUrl":"10.1186/s41077-025-00386-8","url":null,"abstract":"<p><strong>Background: </strong>Simulation-based education is a well-established training technique in medical curricula, also for communication skills. Virtual reality (VR) technology can enhance this form of experience-based learning. How VR interacts with training communication skills for interpersonal and interprofessional medical encounters is, however, unclear. This study investigates how VR influences communication skills and behaviors in patient-student and team encounters in medical undergraduate simulations, in order to make recommendations for VR simulation-based communication skills training (CST).</p><p><strong>Methods: </strong>We conducted a study with 22 third-year medical students completing a dyadic VR simulation (Smart Collaboration Tutor software). We coded communication skills and behaviors for team and patient-student communication in videorecorded VR simulations. We then analyzed communication patterns and finally developed themes for VR-mediated CST.</p><p><strong>Results: </strong>Our findings revealed that students preferred the core communication skill of asking questions, informing, and thinking aloud as process communication skills in a VR simulation. Nonverbal and paraverbal behaviors were used with unclear intent. VR negatively impacted the focus of attention and flow of simulation-based communication skills training.</p><p><strong>Discussion: </strong>Dyadic VR simulations tend to emphasize team and task-oriented communication. Its value for patient-student and relation-oriented communication is unclear. VR influenced conversational turn-taking by altering visual and auditory perceptions. Cognitive load was enhanced, potentially diverting attention from communication goals and observational focus.</p><p><strong>Conclusion: </strong>Multiuser VR simulation shows certain possibilities for CST in medical undergraduate simulations. Recommendations on the contextual design of VR simulations, however, need to be taken into account to safeguard the focus of attention and flow of CST.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"59"},"PeriodicalIF":4.7,"publicationDate":"2025-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12642034/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145598040","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
Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content. 人工智能检测工具和人类准确识别不同形式的人工智能生成的书面内容的能力。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-22 DOI: 10.1186/s41077-025-00396-6
Adam Cheng, Yiqun Lin, Gabriel Reedy, Christine Joseph, Samantha Wirkowski, Viviane Mallette, Vikhashni Nagesh, David Krieser, Aaron Calhoun

Background: The increasing use of artificial intelligence (AI) by scholars presents a pressing challenge to healthcare publishing. While legitimate use can potentially accelerate scholarship, unethical approaches also exist, leading to factually inaccurate and biased text that may degrade scholarship. Numerous online AI detection tools exist that provide a percentage score of AI use. These can assist authors and editors in navigating this landscape. In this study, we compared the scores from three AI detection tools (ZeroGPT, PhraslyAI, and Grammarly AI Detector) across five plausible conditions of AI use and evaluated them against human assessments.

Methods: Thirty open access articles published in the journals Advances in Simulation and Simulation in Healthcare prior to 2022 were selected, and the article introductions were extracted. Five experimental conditions were examined, including: (1) 100% human written; (2) human written, light AI editing; (3) human written, heavy AI editing; (4) AI written text from human content; and (5) 100% AI written from article title. The resulting materials were assessed by three open-access AI detection tools and five blinded human raters. Results were summarized descriptively and compared using repeated measures analysis of variance (ANOVA), intraclass correlation coefficients (ICC), and Bland-Altman plots.

Results: The three AI detection tools were able to differentiate between the five test conditions (p < 0.001 for all), but varied significantly in absolute score, with ICC ranging from 0.57 to 0.95, raising concerns regarding overall reliability of these tools. Human scoring was far less consistent, with an overall accuracy of 19%, indistinguishable from chance.

Conclusion: While existing AI detection tools can meaningfully distinguish plausible AI use conditions, reliability across these tools is variable. Human scoring accuracy is uniformly low. Use of AI detection tools by scholars and journal editors may assist in determining potentially unethical use but they should not be relied upon alone at this time.

背景:越来越多的学者使用人工智能(AI)对医疗保健出版提出了紧迫的挑战。虽然合法使用可以潜在地加速学术研究,但不道德的方法也存在,导致事实不准确和有偏见的文本可能会降低学术研究。有许多在线人工智能检测工具可以提供人工智能使用的百分比分数。这些可以帮助作者和编辑导航这一景观。在这项研究中,我们比较了三种人工智能检测工具(ZeroGPT、PhraslyAI和Grammarly AI Detector)在五种可能的人工智能使用条件下的得分,并将它们与人类的评估进行了比较。方法:选取2022年前发表在《Advances in Simulation》和《Simulation in Healthcare》期刊上的开放获取文章30篇,提取文章介绍。研究了五种实验条件,包括:(1)100%人工书写;(2)人工书写,轻AI编辑;(3)人工编写,人工智能大量编辑;(4)人工智能文字来源于人类内容;(5) 100%人工智能从文章标题中编写。所得材料由三种开放获取的人工智能检测工具和五名盲法人类评分员进行评估。对结果进行描述性总结,并使用重复测量方差分析(ANOVA)、类内相关系数(ICC)和Bland-Altman图进行比较。结果:三种人工智能检测工具能够区分五种测试条件(p结论:虽然现有的人工智能检测工具可以有意义地区分合理的人工智能使用条件,但这些工具的可靠性是可变的。人类评分的准确率普遍较低。学者和期刊编辑使用人工智能检测工具可能有助于确定潜在的不道德使用,但目前不应单独依赖它们。
{"title":"Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content.","authors":"Adam Cheng, Yiqun Lin, Gabriel Reedy, Christine Joseph, Samantha Wirkowski, Viviane Mallette, Vikhashni Nagesh, David Krieser, Aaron Calhoun","doi":"10.1186/s41077-025-00396-6","DOIUrl":"10.1186/s41077-025-00396-6","url":null,"abstract":"<p><strong>Background: </strong>The increasing use of artificial intelligence (AI) by scholars presents a pressing challenge to healthcare publishing. While legitimate use can potentially accelerate scholarship, unethical approaches also exist, leading to factually inaccurate and biased text that may degrade scholarship. Numerous online AI detection tools exist that provide a percentage score of AI use. These can assist authors and editors in navigating this landscape. In this study, we compared the scores from three AI detection tools (ZeroGPT, PhraslyAI, and Grammarly AI Detector) across five plausible conditions of AI use and evaluated them against human assessments.</p><p><strong>Methods: </strong>Thirty open access articles published in the journals Advances in Simulation and Simulation in Healthcare prior to 2022 were selected, and the article introductions were extracted. Five experimental conditions were examined, including: (1) 100% human written; (2) human written, light AI editing; (3) human written, heavy AI editing; (4) AI written text from human content; and (5) 100% AI written from article title. The resulting materials were assessed by three open-access AI detection tools and five blinded human raters. Results were summarized descriptively and compared using repeated measures analysis of variance (ANOVA), intraclass correlation coefficients (ICC), and Bland-Altman plots.</p><p><strong>Results: </strong>The three AI detection tools were able to differentiate between the five test conditions (p < 0.001 for all), but varied significantly in absolute score, with ICC ranging from 0.57 to 0.95, raising concerns regarding overall reliability of these tools. Human scoring was far less consistent, with an overall accuracy of 19%, indistinguishable from chance.</p><p><strong>Conclusion: </strong>While existing AI detection tools can meaningfully distinguish plausible AI use conditions, reliability across these tools is variable. Human scoring accuracy is uniformly low. Use of AI detection tools by scholars and journal editors may assist in determining potentially unethical use but they should not be relied upon alone at this time.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":" ","pages":"66"},"PeriodicalIF":4.7,"publicationDate":"2025-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12752165/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145574975","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
Demographic biases in AI-generated simulated patient cohorts: a comparative analysis against census benchmarks. 人工智能生成的模拟患者队列中的人口统计学偏差:与人口普查基准的比较分析。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-18 DOI: 10.1186/s41077-025-00385-9
Miriam Veenhuizen, Andrew O'Malley

Background: Generative artificial intelligence models are being introduced as low-cost tools for creating simulated patient cohorts in undergraduate medical education. Their educational value, however, depends on the extent to which the synthetic populations mirror real-world demographic diversity. We therefore assessed whether two commonly deployed large language models produce patient profiles that reflect the current age, sex, and ethnic composition of the UK.

Methods: GPT-3.5-turbo-0125 and GPT-4-mini-2024-07-18 were each prompted, without demographic steering, to generate 250 UK-based 'patients'. Age was returned directly by the model; sex and ethnicity were inferred from given and family names using a validated census-derived classifier. Observed frequencies for each demographic variable were compared with England and Wales 2021 census expectations by chi-square goodness-of-fit tests.

Results: Both cohorts diverged significantly from census benchmarks (p < 0.0001 for every variable). Age distributions showed an absence of very young and older individuals, with certain middle-aged groups overrepresented (GPT-3.5: χ2(17) = 1310.4, p < 0.0001; GPT4mini: χ2(17) = 1866.1, p < 0.0001). Neither model produced patients younger than 25 years; GPT-3.5 generated no one older than 47 years and GPT-4-mini no one older than 56 years. Gender proportions also differed markedly, skewing heavily toward males (GPT-3.5: χ2(1) = 23.84, p < 0.0001; GPT4mini: χ2(1) = 191.7, p < 0.0001). Male patients constituted 64.7% and 92.8% of the two cohorts. Name diversity was limited: GPT-3.5 yielded 104 unique first-last-name combinations, whereas GPT-4-mini produced only nine. Ethnic profiles were similarly imbalanced, featuring overrepresentation of some groups and complete absence of others (χ2(10) = 42.19, p < 0.0001).

Conclusions: In their default state, the evaluated models create synthetic patient pools that exclude younger, older, female and most minority-ethnic representations. Such demographically narrow outputs threaten to normalise biased clinical expectations and may undermine efforts to prepare students for equitable practice. Baseline auditing of model behaviour is therefore essential, providing a benchmark against which prompt-engineering or data-curation strategies can be evaluated before generative systems are integrated into formal curricula.

背景:在本科医学教育中,生成式人工智能模型正作为低成本工具被引入,用于创建模拟患者队列。然而,它们的教育价值取决于合成人口在多大程度上反映了现实世界的人口多样性。因此,我们评估了两种常用的大型语言模型是否能产生反映英国当前年龄、性别和种族构成的患者概况。方法:在没有人口统计学指导的情况下,分别提示GPT-3.5-turbo-0125和GPT-4-mini-2024-07-18产生250名英国“患者”。年龄由模型直接返回;性别和种族是通过一个有效的人口普查分类器从名字和姓氏中推断出来的。每个人口统计变量的观察频率通过卡方拟合优度检验与英格兰和威尔士2021年人口普查预期进行了比较。结论:在其默认状态下,评估模型创建了排除年轻人、老年人、女性和大多数少数民族代表的合成患者池。这种人口统计学上狭窄的产出有可能使有偏见的临床期望正常化,并可能破坏为学生公平实践做准备的努力。因此,模型行为的基线审计是必不可少的,它提供了一个基准,在生成系统集成到正式课程之前,可以根据该基准评估快速工程或数据管理策略。
{"title":"Demographic biases in AI-generated simulated patient cohorts: a comparative analysis against census benchmarks.","authors":"Miriam Veenhuizen, Andrew O'Malley","doi":"10.1186/s41077-025-00385-9","DOIUrl":"10.1186/s41077-025-00385-9","url":null,"abstract":"<p><strong>Background: </strong>Generative artificial intelligence models are being introduced as low-cost tools for creating simulated patient cohorts in undergraduate medical education. Their educational value, however, depends on the extent to which the synthetic populations mirror real-world demographic diversity. We therefore assessed whether two commonly deployed large language models produce patient profiles that reflect the current age, sex, and ethnic composition of the UK.</p><p><strong>Methods: </strong>GPT-3.5-turbo-0125 and GPT-4-mini-2024-07-18 were each prompted, without demographic steering, to generate 250 UK-based 'patients'. Age was returned directly by the model; sex and ethnicity were inferred from given and family names using a validated census-derived classifier. Observed frequencies for each demographic variable were compared with England and Wales 2021 census expectations by chi-square goodness-of-fit tests.</p><p><strong>Results: </strong>Both cohorts diverged significantly from census benchmarks (p < 0.0001 for every variable). Age distributions showed an absence of very young and older individuals, with certain middle-aged groups overrepresented (GPT-3.5: χ2(17) = 1310.4, p < 0.0001; GPT4mini: χ2(17) = 1866.1, p < 0.0001). Neither model produced patients younger than 25 years; GPT-3.5 generated no one older than 47 years and GPT-4-mini no one older than 56 years. Gender proportions also differed markedly, skewing heavily toward males (GPT-3.5: χ2(1) = 23.84, p < 0.0001; GPT4mini: χ2(1) = 191.7, p < 0.0001). Male patients constituted 64.7% and 92.8% of the two cohorts. Name diversity was limited: GPT-3.5 yielded 104 unique first-last-name combinations, whereas GPT-4-mini produced only nine. Ethnic profiles were similarly imbalanced, featuring overrepresentation of some groups and complete absence of others (χ2(10) = 42.19, p < 0.0001).</p><p><strong>Conclusions: </strong>In their default state, the evaluated models create synthetic patient pools that exclude younger, older, female and most minority-ethnic representations. Such demographically narrow outputs threaten to normalise biased clinical expectations and may undermine efforts to prepare students for equitable practice. Baseline auditing of model behaviour is therefore essential, providing a benchmark against which prompt-engineering or data-curation strategies can be evaluated before generative systems are integrated into formal curricula.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"58"},"PeriodicalIF":4.7,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12625206/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145552096","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
Efficacy of publicly accessible tourniquets: a systematic review of layperson performance utilizing simulation models. 公共可及止血带的功效:利用模拟模型对外行人的表现进行系统回顾。
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-18 DOI: 10.1186/s41077-025-00390-y
Steven Bordonaro, Christopher Negro, Karl Neubecker, Eric C Nemec, Suzanne J Rose

Background: A large portion of preventable deaths is a result of uncontrolled bleeding due to a delay in medical intervention. While publicly accessible tourniquets raise the concern of incorrect application by laypeople, tourniquets have proven efficacy and can be effectively applied by bystanders. This systematic review aims to identify if tourniquets applied by laypeople using a basic manikin or tourniquet trainer extremity with little to no training can effectively control bleeding.

Methods: The authors used EBSCOHost to simultaneously search the following databases: Cumulated Index in Nursing and Allied Health Literature (CINAHL) Ultimate, Academic Search Premier, Cochrane Central Register of Controlled Trials, Cochrane Database of Systematic Reviews, and Medical Literature Analysis and Retrieval System Online (MEDLINE) with Full Text. Boolean search strategy included tourniquet AND (layperson OR laypeople) AND ((bleeding AND control) OR (hemorrhage AND control) OR "stop the bleed") NOT surgery. The search was limited to January 1, 2013, to August 31, 2023. Inclusion criteria were layperson participants in peer-reviewed randomized controlled or clinical trials, available in English, that assessed at least one outcome measure related to the efficacy of tourniquet application in a simulated context. Articles including duplicate data and those regarding tourniquet use/efficacy in settings other than prehospital care or bleeding control were excluded. Two independent reviewers selected studies according to prespecified inclusion and exclusion criteria. Risk of bias was assessed using the Cochrane RoB 2 tool.

Results: The initial search identified 83 studies, with 10 retained for inclusion in this review. Two different windlass rod tourniquets and one ratcheting strap tourniquet performed the best in terms of successful application by laypeople. Completing formal bleeding control training increased the average application success rate compared to no prior training. The Layperson Audiovisual Assist Tourniquet was the only audiovisual point-of-care aid that significantly increased the rate of successful applications. Just-in-Time visual cards also increased success rates significantly, showing comparable benefits to manufacturer instructions.

Conclusion: Although some laypeople can successfully place tourniquets without prior training, successful placement rates can be improved with point-of-care aids and formal bleeding control training using a basic manikin or tourniquet trainer extremity.

背景:很大一部分可预防的死亡是由于医疗干预延误而导致出血失控的结果。虽然公众可获得的止血带引起了外行人不正确使用的担忧,但止血带已经被证明是有效的,并且可以由旁观者有效地使用。本系统综述旨在确定外行人使用基本人体模型或止血带训练器进行的止血带是否可以有效地控制出血。方法:作者使用EBSCOHost同时检索以下数据库:护理与相关健康文献累积索引(CINAHL) Ultimate、学术检索Premier、Cochrane对照试验中央注册库、Cochrane系统评价数据库和医学文献分析与检索系统(MEDLINE)全文数据库。布尔搜索策略包括止血带和(外行人或外行人)和((出血和控制)或(出血和控制)或“止血”),而不是手术。搜索范围限于2013年1月1日至2023年8月31日。纳入标准是同行评议的随机对照或临床试验的外行参与者,可获得英文版本,评估至少一项与模拟环境中止血带应用效果相关的结果测量。包括重复数据的文章和关于院前护理或出血控制以外环境中止血带使用/疗效的文章被排除在外。两名独立审稿人根据预先指定的纳入和排除标准选择研究。使用Cochrane RoB 2工具评估偏倚风险。结果:最初的检索确定了83项研究,其中10项保留纳入本综述。两种不同的卷绕杆止血带和一种棘轮带止血带在外行人成功应用方面表现最好。完成正规的出血控制培训与没有事先培训相比,增加了平均应用成功率。外行人视听辅助止血带是唯一的视听护理点辅助,显着增加了成功率的应用。即时可视化卡片也显著提高了成功率,显示出与制造商说明相当的好处。结论:虽然一些外行人可以在没有事先训练的情况下成功放置止血带,但使用基本的人体模型或止血带训练器进行即时护理辅助和正式的出血控制训练可以提高放置成功率。
{"title":"Efficacy of publicly accessible tourniquets: a systematic review of layperson performance utilizing simulation models.","authors":"Steven Bordonaro, Christopher Negro, Karl Neubecker, Eric C Nemec, Suzanne J Rose","doi":"10.1186/s41077-025-00390-y","DOIUrl":"10.1186/s41077-025-00390-y","url":null,"abstract":"<p><strong>Background: </strong>A large portion of preventable deaths is a result of uncontrolled bleeding due to a delay in medical intervention. While publicly accessible tourniquets raise the concern of incorrect application by laypeople, tourniquets have proven efficacy and can be effectively applied by bystanders. This systematic review aims to identify if tourniquets applied by laypeople using a basic manikin or tourniquet trainer extremity with little to no training can effectively control bleeding.</p><p><strong>Methods: </strong>The authors used EBSCOHost to simultaneously search the following databases: Cumulated Index in Nursing and Allied Health Literature (CINAHL) Ultimate, Academic Search Premier, Cochrane Central Register of Controlled Trials, Cochrane Database of Systematic Reviews, and Medical Literature Analysis and Retrieval System Online (MEDLINE) with Full Text. Boolean search strategy included tourniquet AND (layperson OR laypeople) AND ((bleeding AND control) OR (hemorrhage AND control) OR \"stop the bleed\") NOT surgery. The search was limited to January 1, 2013, to August 31, 2023. Inclusion criteria were layperson participants in peer-reviewed randomized controlled or clinical trials, available in English, that assessed at least one outcome measure related to the efficacy of tourniquet application in a simulated context. Articles including duplicate data and those regarding tourniquet use/efficacy in settings other than prehospital care or bleeding control were excluded. Two independent reviewers selected studies according to prespecified inclusion and exclusion criteria. Risk of bias was assessed using the Cochrane RoB 2 tool.</p><p><strong>Results: </strong>The initial search identified 83 studies, with 10 retained for inclusion in this review. Two different windlass rod tourniquets and one ratcheting strap tourniquet performed the best in terms of successful application by laypeople. Completing formal bleeding control training increased the average application success rate compared to no prior training. The Layperson Audiovisual Assist Tourniquet was the only audiovisual point-of-care aid that significantly increased the rate of successful applications. Just-in-Time visual cards also increased success rates significantly, showing comparable benefits to manufacturer instructions.</p><p><strong>Conclusion: </strong>Although some laypeople can successfully place tourniquets without prior training, successful placement rates can be improved with point-of-care aids and formal bleeding control training using a basic manikin or tourniquet trainer extremity.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"57"},"PeriodicalIF":4.7,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12625582/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145552045","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
Frequency of team simulation and reduction in maternal deaths following Safer Births Bundle of Care implementation-a prospective observational study. 一项前瞻性观察研究:团队模拟的频率和安全分娩护理包实施后孕产妇死亡的减少
IF 4.7 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-11-14 DOI: 10.1186/s41077-025-00387-7
Kjetil Torgeirsen, Benjamin Kamala, Estomih Mduma, Florence Salvatory Kalabamu, Robert Moshiro, Doris Østergaard, Jan Terje Kvaløy, Hege Langli Ersdal

Background: Safer Births Bundle of Care (SBBC) is a continuous quality improvement (CQI) program, implemented in 30 facilities in Tanzania, resulting in a 75% reduction in maternal deaths. Simulation training was introduced as a component of the CQI efforts, targeting individual and team skills, focusing on identified clinical needs.

Objective: The aim of this study was to describe the frequency of documented simulation sessions and the number of recurrent participants and associations with changes in maternal death.

Methods: SBBC was a stepped-wedge cluster randomised implementation study in 30 facilities in 5 regions of Tanzania from 2020 through 2023. The SimBegin® facilitator training program was introduced to train facilitators and support implementation of a training cascade. Fifteen selected healthcare workers were trained in three levels of SimBegin® to become facilitators (level 1) and mentors (level 2). Eight were trained to become instructors (level 3). In total, 90 local facilitators were trained to review local clinical data, run simulation sessions, and document in logbooks. Clinical data were collected from patient files by independent data collectors and looped back to the facilities on a weekly basis. Training interventions were planned, conducted, and evaluated based on identified gaps. Output measures were the frequency of simulation sessions, the number of recurring participants, and maternal death within 7 days postpartum the following month.

Results: Overall, 281,165 parturient women were included in this study. The SBBC implementation period was 24-32 months, and 1280 simulation sessions were documented. Maternal deaths declined from 240/100,000 births in the baseline to 60/100,000 after the start of SBBC. There was an association between the frequency of simulation sessions and the reduction in maternal deaths (23% reduction per each unit increase on the log scale, P = 0.0018), and between the number of recurring participants and the reduction in maternal deaths (16% reduction per each unit increase on the log scale, P = 0.0006).

Conclusion: This study documents a significant and clinically relevant association between the frequency of and participation in simulation sessions and the reduction of maternal deaths the following month.

Trial registration: SBBC main protocol ISRCTN Registry: ISRCTN30541755. Prospectively registered 12.10.2020.

背景:安全分娩一揽子护理(SBBC)是一项持续质量改进(CQI)方案,在坦桑尼亚的30个设施中实施,使孕产妇死亡率降低了75%。模拟训练作为CQI工作的一个组成部分被引入,以个人和团队技能为目标,专注于确定的临床需求。目的:本研究的目的是描述记录模拟会议的频率和复发参与者的数量以及与产妇死亡变化的关联。方法:SBBC是一项阶梯楔形聚类随机实施研究,于2020年至2023年在坦桑尼亚5个地区的30个设施中进行。引入SimBegin®引导员培训计划,以培训引导员并支持培训级联的实施。15名选定的卫生保健工作者接受了三个级别的SimBegin®培训,成为促进者(1级)和导师(2级)。其中8人被培训为教官(3级)。总共有90名当地辅导员接受了培训,以审查当地临床数据,进行模拟会议,并记录在日志中。临床数据由独立的数据收集人员从患者档案中收集,并每周循环传回各机构。培训干预措施是根据确定的差距进行计划、实施和评估的。输出测量是模拟会话的频率、重复参与者的数量以及下个月产后7天内的产妇死亡率。结果:本研究共纳入281165名产妇。SBBC实施周期为24-32个月,记录了1280次模拟会话。产妇死亡率从基线时的240/100 000下降到开始实行SBBC后的60/100 000。模拟会议的频率与产妇死亡率的降低之间存在关联(对数尺度上每增加一个单位减少23%,P = 0.0018),重复参与者的数量与产妇死亡率的降低之间存在关联(对数尺度上每增加一个单位减少16%,P = 0.0006)。结论:本研究记录了模拟会议的频率和参与与降低产妇死亡率之间的显著和临床相关的关联。试验注册:SBBC主协议ISRCTN注册中心:ISRCTN30541755。预期注册日期为2020年10月12日。
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引用次数: 0
期刊
Advances in simulation (London, England)
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