Bente Hamre Larsen, Dagrunn Nåden Dyrstad, Helle K Falkenberg, Peter Dieckmann, Marianne Storm
{"title":"Simulation training for holistic and systematic health needs assessments of older adults: a qualitative study.","authors":"Bente Hamre Larsen, Dagrunn Nåden Dyrstad, Helle K Falkenberg, Peter Dieckmann, Marianne Storm","doi":"10.1186/s41077-025-00388-6","DOIUrl":"10.1186/s41077-025-00388-6","url":null,"abstract":"<p><strong>Background: </strong>As more people age, healthcare professionals require skills in using tools for interprofessional, holistic health needs assessments to support aging in place. While simulation training is recognized to build professional skills, its application in training interprofessional teams by using tools to holistically assess and plan care for older adults at home remains limited.</p><p><strong>Aim: </strong>To explore healthcare professionals' perceptions of interprofessional simulation training in assessing the holistic health needs of older adults living at home (i.e., physical, cognitive, mental, sensory, behavioral, and social) and their views on appropriate measures.</p><p><strong>Method: </strong>A qualitative, exploratory study with five simulation training sessions focused on assessing health needs in older adults living at home. The simulation included 11 participants (nurses, physical therapists, and occupational therapists). The simulation sessions comprised introduction, briefing, scenario with role play, and debriefing, and were conducted in a home-like laboratory. The introduction prepared participants through e-modules. The briefing covered information about the scenario, participant roles, and tools to assess physical, cognitive, mental, sensory, behavioral, and social health needs. Participants chose either an active or an observer role in a scenario involving a health needs assessment in an older adult's home. This was followed by debriefing during which participants shared their experiences. The debriefing transcripts served as the study data and were analyzed using thematic analysis.</p><p><strong>Results: </strong>Participants reported that the tools to assess health needs provided systematic and holistic insight on the health of a simulated older adult. They perceived that interprofessional collaboration supported both the assessment process and engagement with the older adult. Participants perceived that assessment scores informed decisions about necessary measures and could enhance older adults' awareness of their functional abilities, potentially stimulating health-promoting actions. Participants perceived the simulation training as useful and realistic, and both the active and observer roles gave valuable experiences.</p><p><strong>Conclusion: </strong>Interprofessional simulation training enabled healthcare professionals to practice holistic assessment and identify the health needs of older adult. They perceived that such assessments could inform appropriate measures and promote health. The participants reported the simulation training to be authentic and meaningful.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"64"},"PeriodicalIF":4.7,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12673685/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145662701","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}
{"title":"An immersive mirror: a descriptive study of peer observer and active participant experiences in simulation.","authors":"Naomi Tutticci, Sandra Johnston, Joanne Ramsbotham, Karen Theobald","doi":"10.1186/s41077-025-00395-7","DOIUrl":"10.1186/s41077-025-00395-7","url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusions: </strong>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.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":" ","pages":"1"},"PeriodicalIF":4.7,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12777330/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145662710","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}
{"title":"Reimagining simulation for quality and safety in healthcare: connecting paradigms, methods, and communities.","authors":"Victoria Brazil, Susan Eller, Komal Bajaj","doi":"10.1186/s41077-025-00397-5","DOIUrl":"10.1186/s41077-025-00397-5","url":null,"abstract":"","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"63"},"PeriodicalIF":4.7,"publicationDate":"2025-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12667094/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145650066","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}
Sawsan Almukdad, Aya Elhage, Lily O'Hara, Banan Mukhalalati, Mohamed Izham Ibrahim, Alla El-Awaisi
{"title":"Evaluating a simulation-based interprofessional education activity on disaster preparedness and management among health professions students.","authors":"Sawsan Almukdad, Aya Elhage, Lily O'Hara, Banan Mukhalalati, Mohamed Izham Ibrahim, Alla El-Awaisi","doi":"10.1186/s41077-025-00391-x","DOIUrl":"10.1186/s41077-025-00391-x","url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusions: </strong>Simulation-based IPE can strengthen interprofessional competencies for disaster preparedness and management, with greatest benefit when preceded by other IPE activities and clinical placements.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"62"},"PeriodicalIF":4.7,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12664206/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145643515","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}
Claudia Ebm, Cherrelle Smith, Manuela Milani, Mia Karamatsu, Nick Pokrajac, Bernard Dannenberg, Maurizio Cecconi
{"title":"Preparing Italian residents for global medical practice: the role of internationalization in education.","authors":"Claudia Ebm, Cherrelle Smith, Manuela Milani, Mia Karamatsu, Nick Pokrajac, Bernard Dannenberg, Maurizio Cecconi","doi":"10.1186/s41077-025-00394-8","DOIUrl":"10.1186/s41077-025-00394-8","url":null,"abstract":"<p><p>BACKGROUND: As medical education becomes increasingly global, there is a need to prepare residents for culturally diverse clinical environments. Key questions remain about how best to define, measure, and demonstrate the achieved benefits of international education initiatives, particularly regarding intercultural competence and global adaptability for healthcare professionals. This study addresses this gap by assessing a hybrid educational model that combines international faculty mobility with simulation-based learning. METHODS: We implemented the Paediatric EmergenSIMs Pathway, where visiting U.S. faculty led high-fidelity pediatric emergency simulations and culture-focused lectures, followed by debriefings. A cross-sectional mixed-methods design was used, including post-course surveys, interviews, and a separate faculty survey. Quantitative data were analyzed descriptively; qualitative data underwent thematic analysis. RESULTS: Thirty-five participants (70% response rate) completed the survey. Residents reported learnings of cultural awareness (M = 4.72, 95% CI [4.66–4.78]) and cultural competency (M = 4.65, 95% CI [4.54–4.75]), with slightly lower but still positive learnings in cultural sensitivity (M = 4.08, 95% CI [3.93–4.23]). Qualitative feedback confirmed that international faculty and simulations broadened cultural perspectives and fostered social skills; faculty noted mutual learning and challenges in sustaining partnerships. CONCLUSIONS: Integrating international faculty and simulation-based education fostered intercultural competence, reflective practice, and professional growth. The hybrid format enabled safe, experiential learning and mutual exchange. These findings highlight the need for standardized frameworks to assess intercultural learning linked to faculty mobility and to inform future global medical curricula. </p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"61"},"PeriodicalIF":3.6,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12645667/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145607754","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}
Clément Buléon, Demian Szyld, Robert Simon, Lon Setnik, Walter J Eppich, Mary Fey, James A Lipshaw, Janice C Palaganas, Jenny W Rudolph
{"title":"The Advocacy-Inquiry Rubric (AIR): a standard to build debriefing and feedback skills.","authors":"Clément Buléon, Demian Szyld, Robert Simon, Lon Setnik, Walter J Eppich, Mary Fey, James A Lipshaw, Janice C Palaganas, Jenny W Rudolph","doi":"10.1186/s41077-025-00381-z","DOIUrl":"10.1186/s41077-025-00381-z","url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Method: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":72108,"journal":{"name":"Advances in simulation (London, England)","volume":"10 1","pages":"60"},"PeriodicalIF":3.6,"publicationDate":"2025-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12645724/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145598001","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}
Lotte Cools, Rani Van Schoors, Fien Depaepe, Eline Dancet, Nicolas Delvaux
{"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}
Adam Cheng, Yiqun Lin, Gabriel Reedy, Christine Joseph, Samantha Wirkowski, Viviane Mallette, Vikhashni Nagesh, David Krieser, Aaron Calhoun
{"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}
{"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}
Steven Bordonaro, Christopher Negro, Karl Neubecker, Eric C Nemec, Suzanne J Rose
{"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}