simulation

Simulation
  • 文章类型: Journal Article
    平衡是医疗保健系统中的一项基本挑战,需要有效的策略。本研究旨在通过提出切实可行的方法来解决这一关键问题。我们展示了平衡区域医疗保健系统以提高其效用的潜力。我们考虑一个由不同规模的多家医院组成的区域医疗保健系统,能力,服务质量,和可访问性。我们基于扇区化概念为系统定义了一个效用函数,努力在等待时间和需求等基本产出方面形成医院之间的平衡。系统的动态特性意味着这种平衡随着时间的推移而退化,需要周期性的扇区化,这就是所谓的再量化。我们的方法在将再切除作为一种动态策略中脱颖而出,使更灵活和响应适应不断变化的医疗保健需求。与以往的研究不同,基于面向系统的方法,我们的切除方案包括一些医院的定期关闭。这使我们能够提高医疗保健设施的容量和质量。此外,与其他研究相比,我们调查了整个再量化过程中需求递减的状态。为了提供经验见解,我们使用来自现实世界案例研究的数据进行模拟。我们的分析跨越多个时间段,使我们能够动态量化医疗保健系统的效用。数值结果表明,通过定义的方案,可以实现实质性的效用改进。该研究为区域医疗保健系统中平衡问题的关键挑战提出了切实可行的解决方案。
    Balancing is an essential challenge in healthcare systems that requires effective strategies. This study aims to address this crucial issue by suggesting a practical approach. We show the potential of balancing a regional healthcare system to improve its utility. We consider a regional healthcare system comprising multiple hospitals with different sizes, capacities, quality of service, and accessibility. We define a utility function for the system based on the sectorization concept, which endeavors to form a balance between hospitals in terms of essential outputs such as waiting times and demands. The dynamic nature of the system means that this balance degrades over time, necessitating periodic sectorization, which is called resectorization. Our methodology stands out for incorporating resectorization as a dynamic strategy, enabling more flexible and responsive adaptations to continuously changing healthcare needs. Unlike previous studies, based on a system-oriented approach, our resectorization scenarios include the periodic closure of some hospitals. This enables us to enhance both the capacity and quality of healthcare facilities. Furthermore, in contrast to other studies, we investigate the states of diminishing demand throughout the resectorization process. To provide empirical insights, we conduct a simulation using data from a real-world case study. Our analysis spans multiple time periods, enabling us to dynamically quantify the utility of the healthcare system. The numerical findings demonstrate that substantial utility improvements are attainable through the defined scenarios. The study suggests a practical solution to the critical challenge of balancing issues in regional healthcare systems.
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  • 文章类型: Journal Article
    背景:跟骨是最常见的骨骨折。由于细微的影像学变化,诊断通常具有挑战性,需要及时识别以防止并发症。包括距下关节炎,神经血管损伤,malunion,骨髓炎,和室综合征。治疗方法因骨折类型而异,非移位应力性骨折的非手术方法和移位或关节内骨折的手术干预。
    方法:这项研究利用了诊断成像模拟(WIDISIM)平台的智慧,紧急成像模拟,旨在评估放射科居民对独立呼叫的准备。在8小时的模拟中,对65例居民进行了不同复杂性的各种影像学检查,包括正常的研究。单身,独特的跟骨骨折病例在4年的测试中被纳入模拟范围.病例由亚专业放射科教师使用标准化分级规则进行评估,错误随后按类型分类。
    结果:在5个不同的患者中,共有1279名居民接受了5例跟骨骨折的测试。分析揭示了在所有训练年中漏诊的一致模式,主要归因于观测错误。训练进展的改善有限,因为所有训练年的平均表现水平相似。
    结论:跟骨骨折由于其频繁的细微影像学表现,对诊断提出了挑战。尤其是应力性骨折。使用WIDISIM进行的基于模拟的评估突显了放射科居民诊断跟骨骨折的熟练程度所面临的挑战。通过有针对性的教育和接触各种病例来应对这些挑战对于提高诊断准确性和减少跟骨骨折并发症至关重要。
    BACKGROUND: The calcaneus is the most commonly fractured tarsal bone. Diagnosis is often challenging due to subtle radiographic changes and requires timely identification to prevent complications, including subtalar arthritis, neurovascular injury, malunion, osteomyelitis, and compartment syndrome. Treatment varies based on fracture type, with non-surgical methods for non-displaced stress fractures and surgical interventions for displaced or intra-articular fractures.
    METHODS: This study utilized the Wisdom in Diagnostic Imaging Simulation (WIDI SIM) platform, an emergency imaging simulation designed to assess radiology resident preparedness for independent call. During an 8-hour simulation, residents were tested on 65 cases across various imaging modalities of varying complexity, including normal studies. A single, unique case of calcaneal fracture was included within the simulation in four separate years of testing. Cases were assessed using a standardized grading rubric by subspecialty radiology faculty, with errors subsequently classified by type.
    RESULTS: A total of 1279 residents were tested in five separate years on the findings of calcaneal fractures of 5 different patients. Analysis revealed a consistent pattern of missed diagnoses across all training years, primarily attributed to observational errors. There was limited improvement with training progression as all training years exhibited similar average performance levels.
    CONCLUSIONS: Calcaneal fractures pose a diagnostic challenge due to their frequent subtle radiographic findings, especially in stress fractures. Simulation-based evaluations using WIDI SIM highlighted challenges in radiology residents\' proficiency in diagnosing calcaneal fractures. Addressing these challenges through targeted education and exposure to diverse cases is essential to improve diagnostic accuracy and reduce complications with calcaneal fractures.
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  • 文章类型: Journal Article
    背景:模拟医学不再仅仅是一种现代趋势,已经成为世界上许多国家医务人员和学生教育和培训的标准部分。它的有效性和益处已经得到承认,其必要性反映在欧洲委员会和妇产科学院的建议中。
    目的:我们工作的目的是绘制捷克共和国大型妇产科模拟训练的现状,包括可用的设备,教学环境条件和人力资源,并找出在本科和研究生教育中使用个人教学方法的程度。
    方法:我们使用问卷收集了信息,该问卷侧重于部门可用的设备,教学环境条件,人力资源,以及在本科和研究生培训中使用的模拟方法的类型,以及提供的课程范围。
    结论:我们的发现是,捷克共和国的大型妇产科设施齐全,为他们提供良好的教学环境,并且能够使用目前大部分的仿真教学方法。另一方面,除了阴道分娩手术,目前只提供少数其他模拟课程。调查数据进一步用于讨论在捷克共和国开发该领域模拟训练的可能性。
    BACKGROUND: Simulation medicine is no longer just a modern trend and has become a standard part of education and training of the medical staff and students in many countries around the world. Its validity and benefits have been acknowledged and its necessity is reflected in the recommendations of the European Board and College of Obstetrics and Gynaecology.
    OBJECTIVE: The aim of our work was to map the current state of simulation training at large obstetrics and gynaecology departments in the Czech Republic including the equipment available, teaching environment conditions and human resources and to find out to what extent individual teaching methods are being used in undergraduate and postgraduate education.
    METHODS: We have collected the information using a questionnaire which focused on the equipment available to the departments, teaching environment conditions, human resources, and types of simulation methods being used in undergraduate and postgraduate training as well as the spectrum of courses being offered.
    CONCLUSIONS: Our finding is that large obstetrics and gynaecology departments in the Czech Republic are well equipped, have good teaching environments available to them, and are able to use most of the current simulation teaching methods. On the other hand, except for an operative vaginal birth course, only a small number of other simulation courses are currently being offered. Data from the survey are further used to discuss the possibilities of developing simulation training in this field in the Czech Republic.
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  • 文章类型: Journal Article
    目的:建立非线性混合效应群体药代动力学和药效学(PK-PD)模型,该模型描述了红细胞中甲氨蝶呤聚谷氨酸的浓度变化(带有“n”数量的谷氨酸,代表PK成分)以及这与类风湿关节炎(RA)的改良28关节疾病活动评分(DAS-28-3)的关系,代表PD组件。
    方法:现有的PK模型与来自117名RA患者的研究的数据拟合。使用Monolix2021R2中的随机近似期望最大化算法进行群体PK-PD参数的估计。该模型用于对负荷剂量方案进行蒙特卡罗模拟(50mg皮下注射甲氨蝶呤作为负荷剂量,然后每周口服20mg甲氨蝶呤)与标准给药方案(每周口服10mg甲氨蝶呤2周,然后每周口服20mg甲氨蝶呤)。
    结果:每增加40nmol/L的ery-MTX-PG3-5总浓度与DAS-28-3减少1个单位相关。对甲氨蝶呤治疗反应的显著协变量效应包括在前4周内使用泼尼松龙(当其他变量不变时,阳性使用与DAS-28-3减少25%相关)和患者年龄(当其他变量不变时,年龄每增加10年与DAS-28-3增加3.4%相关)。与标准方案相比,4次甲氨蝶呤负荷剂量导致获得良好/中等反应的患者百分比更高(第4周:87.6%vs.39.8%;第10周:64.7%与57.0%)。
    结论:负荷剂量方案在甲氨蝶呤治疗4周后更有可能达到更高的MTX-PG浓度和更好的治疗反应。
    OBJECTIVE: To develop a non-linear mixed-effects population pharmacokinetic and pharmacodynamic (PK-PD) model describing the change in the concentration of methotrexate polyglutamates in erythrocytes (ery-MTX-PGn with \"n\" number of glutamate, representing PK component) and how this relates to modified 28-joint Disease Activity Score incorporating erythrocyte sedimentation rate (DAS-28-3) for rheumatoid arthritis (RA), representing PD component.
    METHODS: An existing PK model was fitted to data from a study consisting of 117 RA patients. The estimation of population PK-PD parameters was performed using stochastic approximation expectation maximisation algorithm in Monolix 2021R2. The model was used to perform Monte Carlo simulations of a loading dose regimen (50mg subcutaneous methotrexate as loading doses, then 20mg weekly oral methotrexate) compared to a standard dosing regimen (10mg weekly oral methotrexate for 2 weeks, then 20mg weekly oral methotrexate).
    RESULTS: Every 40 nmol/L increase in ery-MTX-PG3-5 total concentration correlated with 1-unit reduction in DAS-28-3. Significant covariate effects on the therapeutic response of methotrexate included the use of prednisolone in the first 4 weeks (positive use correlated with 25% reduction in DAS-28-3 when other variables were constant) and patient age (every 10-year increase in age correlated with 3.4% increase in DAS-28-3 when other variables were constant). 4 methotrexate loading doses led to a higher percentage of patients achieving a good/moderate response compared to the standard regimen (Week 4: 87.6% vs. 39.8%; Week 10: 64.7% vs. 57.0%).
    CONCLUSIONS: A loading dose regimen was more likely to achieve higher ery-MTX-PG concentration and better therapeutic response after 4 weeks of methotrexate treatment.
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  • 文章类型: Journal Article
    如果具有抗疟疾杂合优势的突变基因,例如,血红蛋白S(HbS)基因,是在一个小部落中介绍的,基因(等位基因)频率(fgene)增加,直到达到稳定状态值(feq),疟疾和镰状细胞病的总死亡率最低。这是平衡多态性的经典例子,称为疟疾假说。在之前的计算机模拟研究中,假设现实的初始条件,已经表明,feq大约是14%,远低于在非洲某些地区观察到的基因,24%。似乎疟疾假说,本身,无法解释如此高的基因,除非假设疟疾和HbS基因可以提供针对其他疾病的保护。使用蒙特卡罗模拟,目前的研究是为了研究五种情况对feq的影响。研究的情景包括其他疾病死亡率的不同组合以及疟疾和HbS基因对疾病的可能保护程度。考虑到其他导致人口死亡的疾病,几代人的fgene变化率更陡。feq是HbS基因赋予的针对其他疾病的保护量的增加功能。疟疾对其他疾病的保护作用,然而,变量-取决于HbS基因对其他疾病的保护量,它可能会增加或减少feq。如果疟疾和HbS基因对其他疾病提供1.5倍和三倍的保护,分别,feq约为24%,非洲某些部落报告的数量。在某些情况下,达到的feq甚至更高。
    If a mutated gene with heterozygous advantage against malaria, e.g., hemoglobin S (HbS) gene, is introduced in a small tribe, the gene (allele) frequency (fgene) increases until it reaches a steady state value (feq) where the total mortality from malaria and sickle cell disease is a minimum. This is a classic example of balanced-polymorphism named malaria hypothesis. In a previous in silico study, assuming realistic initial conditions, it has been shown that the feq is around 14%, far less than the fgene observed in certain parts of Africa, 24%. It seems that the malaria hypothesis, per se, could not explain such a high fgene, unless it is assumed that malaria and HbS gene can provide protection against other diseases. Using Monte-Carlo simulation, the current study was conducted to examine the effect on feq of five scenarios was examined. The studied scenarios consisted of different combinations of mortality of other diseases and the possible amounts of protections conferred by malaria and HbS gene against the diseases. Taking into account other diseases causing mortality in the population makes the fgene rate of change steeper over generations. feq is an increasing function of the amount of protection conferred by HbS gene against other diseases. The effect of protection provided by malaria against other diseases on feq, is however, variable-depending on the amount of protection conferred by HbS gene against other diseases, it may increase or decrease feq. If malaria and HbS gene provide protections of 1.5-fold and threefold against other diseases, respectively, the feq is around 24%, the amount reported in certain tribes of Africa. Under certain scenarios, the feq attained is even higher.
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  • 文章类型: Editorial
    Minecraft是一款以其无限的创作潜力而闻名的游戏,允许玩家构建精致的结构,探索广阔的风景,遇到各种各样的生物和场景,都在一个受控的,虚拟环境。同样,我们的梦想是由潜意识构建的,使用记忆的“块”,情感,在清醒的生活中积累的感官体验。这篇社论强调了在睡眠中创造的梦想世界与我们在Minecraft中探索的虚拟景观之间的复杂关系,强调这两个领域是如何从我们潜意识的基石构建的。它强调梦作为现实生活中事件的模拟器的作用,特别是在减轻潜在风险方面,就像Minecraft允许玩家在其像素化的宇宙中进行无风险的探索和解决问题。此外,这篇社论旨在阐明梦在记忆巩固中的功能,情绪处理,和大脑发育,同时展示创造力和想象力在增强我们的心理健康和对现实的理解方面的重要性。
    Minecraft is a game known for its limitless potential for creation, allowing players to construct elaborate structures, explore vast landscapes, and encounter a variety of creatures and scenarios, all within a controlled, virtual environment. Similarly, our dreams are constructed by the subconscious mind, using the \"blocks\" of memories, emotions, and sensory experiences accumulated during waking life. This editorial highlights the intricate relationship between the dream worlds created in sleep and the virtual landscapes we explore in Minecraft, highlighting how both territories are constructed from the building blocks of our subconscious mind. It emphasizes the role of dreams as simulators for real-life events, particularly in mitigating potential risks, much like Minecraft allows players to engage in risk-free exploration and problem-solving within its pixelated universe. In addition, this editorial aims to illuminate the functions of dreams in memory consolidation, emotional processing, and brain development while showcasing the importance of creativity and imagination in enhancing our mental health and understanding of reality.
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  • 文章类型: Journal Article
    背景:在分娩和分娩手术室的关键事件中,对于团队成员来说,关键是要了解指定的领导者。视觉和语言线索已被用来指定各种医疗保健环境中的领导;然而,先前的研究表明,使用视觉线索进行角色指定的结果好坏参半。
    方法:本研究的目的是探索在产科急诊模拟培训中使用红色手术帽作为领导的视觉提示。我们使用混合方法设计来分析基于模拟的教育视频和汇报笔录。
    结果:宣布领导的参与者比例与那些戴上红帽子的人。参与者更有可能使用红色外科手术蓬松帽子在视觉上宣布领导才能,而不是口头宣布领导才能。大多数参与者表示,观察红帽子以检测手术室中的领导比领导使用口头声明通知其他领导的人更有效。
    结论:我们的研究结果表明,在模拟环境中,使用红色手术蓬松帽的视觉线索来提高参与者对产科关键事件期间手术团队沟通的感知。
    BACKGROUND: During a critical event in the labor and delivery operating room, it is crucial for team members responding to the situation to be aware of the designated leaders. Visual and verbal cues have been utilized to designate leadership in various healthcare settings; however, previous research has indicated mixed results using visual cues for role designation.
    METHODS: The purpose of this study was to explore the use of the red surgical hat as a visual cue of leadership during obstetric emergency simulation training. We used a mixed-methods design to analyze simulation-based education video and debriefing transcripts.
    RESULTS: There was a statistically significant difference in the proportion of participants who declared leadership vs. those who donned the red hat. Participants were more likely to visually declare leadership utilizing a red surgical bouffant hat than to verbally declare leadership. Most participants indicated that observing the red hat to detect leadership in the operating room was more effective than when leaders used a verbal declaration to inform others who was leading.
    CONCLUSIONS: Our findings suggest that utilizing a visual cue of leadership with the red surgical bouffant hat improves participant perceptions of communication of the surgical team during an obstetrical critical event in a simulation environment.
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  • 文章类型: Journal Article
    背景:心肺复苏(CPR)模拟培训是有效的,但由于学生人数众多且学习效果仍然很小,因此主动练习时间有限。在观察过程中提高学习能力,有人提倡使用观察者工具(OT)。目的是评估OT在CPR模拟训练中提高医学生学习成果的价值。
    方法:这种前瞻性,随机研究在医学生的CPR培训期间进行。研讨会的目标是识别无意识,没有呼吸,呼救,心脏按摩和除颤。在二元组中练习的学生被随机分配使用OT(即,总结CPR技能和逐步行动的检查表)(OT+)或不(OT-)观察他人时。在训练结束时,评估人员使用OT检查表(主要结局)评估了dyad的整体表现.非技术技能(NTS)胸部按压质量,还记录了知识和技能的感知改进以及知识得分(MCQ)。
    结果:包括学生二元组(OT+:n=40和OT-:n=41)。训练结束后,两组之间的全球表现相似:OT+:24[23-25]和OT-:23[21-24](25个),p=0.052。然而,更好地学习呼吸评估和心脏按摩性能,以及更好的知识分数,在OT+组中发现。NTS或感知到的知识和技能改善没有显着差异。OT组满意度较高。
    结论:在CPR模拟中使用OT对医学生的整体表现没有任何教学益处。然而,发现了几个重要次要结局的潜在获益.需要进一步的研究来证实这些积极的结果。
    BACKGROUND: Simulation training in cardiopulmonary resuscitation (CPR) is effective but active practice time is limited given the large number of students and the learning effect size remains small. To improve learning during observation, the use of an observer tool (OT) has been advocated. The aim was to assess the value of OT to improve medical students\' learning outcomes during CPR simulation training.
    METHODS: This prospective, randomized study took place during CPR training of medical students. The workshop targeted recognition of unconsciousness, absence of breathing, call for help, cardiac massage and defibrillation. Students practicing in dyads were randomized to use an OT (i.e., a checklist summarizing CPR skills and step-by-step actions) (OT +) or not (OT-) when observing others. At the end of the training, the global performance of the dyad was assessed by an evaluator using the OT checklist (primary outcome). The non-technical skills (NTS), chest compression quality, perceived improvement in knowledge and skills and knowledge score (MCQ) were also recorded.
    RESULTS: The student dyads were included (OT + : n = 40 and OT-: n = 41). Immediately after training, the global performance was similar between the two groups: OT + : 24 [23-25] and OT-: 23 [21-24] (out of 25), p = 0.052. However, better learning of breathing assessment and cardiac massage performance, as well as a better knowledge score, were found in the OT + group. No significant difference was observed for NTS or perceived improvement in knowledge and skills. Satisfaction was higher in the OT- group.
    CONCLUSIONS: The use of an OT during CPR simulation did not show any pedagogical benefit on the global performance of medical students. However, a potential benefit was found for several important secondary outcomes. Further studies are needed to confirm these positive results.
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  • 文章类型: Editorial
    尚未建立提供区域麻醉培训的最有效方法和展示能力的最佳方法。临床能力,根据德雷福斯和德雷福斯词典,使用当前的培训方法似乎无法实现。应该从音乐世界中吸取教训,国际象棋,和体育。现代技能培训计划应建立在明确和详细的理解基础上,并测量各种因素,例如感知,注意,精神运动和视觉空间功能,和运动学,再加上定量,准确,和可靠的性能测量。
    The most effective way of delivering regional anaesthesia training and the best means of demonstrating competency have not been established. Clinical competency, based on the Dreyfus and Dreyfus lexicon, appears unachievable using current training approaches. Lessons should be taken from the worlds of music, chess, and sports. Modern skills training programmes should be built on an explicit and detailed understanding with measurement of a variety of factors such as perception, attention, psychomotor and visuospatial function, and kinesthetics, coupled with quantitative, accurate, and reliable measurement of performance.
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  • 文章类型: Journal Article
    目的:腹腔镜胆囊切除术是一种常见的手术,有严重并发症的风险。术中胆道造影(IOC)可以通过明确胆道树的解剖结构和检测胆总管损伤来减轻这些风险。然而,掌握国际奥委会的解释主要是通过经验,研究表明,即使是专业的外科医生也经常与这项技能作斗争。由于没有正式的课程供外科住院医师学习国际奥委会的解释,我们开发了基于感知学习(PL)的培训模块,旨在提高外科住院医师的IOC解释技能。
    方法:使用基于PL原则的在线培训模块,评估手术住院医师识别IOC特征并提供临床建议的能力。本研究分为两个阶段。第一阶段涉及通过国际奥委会在线口译模块培训的居民的前/后评估,测量其IOC图像识别和临床管理准确性(正确响应的百分比),响应时间和信心。在第二阶段,我们探讨了将基于模拟器的国际奥委会培训与在线解释模块相结合对第一阶段使用的相同措施的影响(精度,响应时间,和信心)。
    方法:本研究在芝加哥的拉什大学医学院进行。参与者由每个研究生年(PGY)的外科住院医师组成。居民通过Rush\的手术模拟中心在计划的每月轮换期间参加了这项研究。
    结果:共有23名手术患者参加了第一阶段。大多数(95.7%)认为该模块很有用。居民对国际奥委会口译各个方面的信心水平大大提高,例如识别完整的IOC和检测异常发现。从培训前(平均准确率68.1+/-17.3%)到培训后(平均准确率82.3+/-10.4%,p<0.001)。此外,他们每个问题的响应时间从25+/-12秒显著减少到17+/-12秒(p<0.001)。在第二阶段,我们将程序模拟器训练与在线解释模块相结合。第一年的20名居民参加了培训,88%的人认为培训很有帮助。与对照组相比,训练组在IOC解释的各个方面均表现出明显的信心改善,观察到与临床管理问题相关的准确性改善不显着。两组反应时间都减少了,随着训练组显示出更实质性的,虽然不重要,reduction.
    结论:这项研究证明了基于PL的培训模块在提高外科住院医师IOC解释技能方面的有效性。该模块,被大多数参与者发现有帮助,显著提高了临床管理的准确性,信心水平,减少响应时间。结合基于模拟器的培训进一步加强了这些改进,强调我们的方法可能解决在外科教育中缺乏国际奥委会解释的正式课程的问题。
    OBJECTIVE: Laparoscopic cholecystectomy is a commonly performed surgery with risk of serious complications. Intraoperative cholangiography (IOC) can mitigate these risks by clarifying the anatomy of the biliary tree and detecting common bile duct injuries. However, mastering IOC interpretation is largely through experience, and studies have shown that even expert surgeons often struggle with this skill. Since no formal curriculum exists for surgical residents to learn IOC interpretation, we developed a perceptual learning (PL)-based training module aimed at improving surgical residents\' IOC interpretation skills.
    METHODS: Surgical residents were assessed on their ability to identify IOC characteristics and provide clinical recommendations using an online training module based on PL principles. This research had 2 phases. The first phase involved pre/post assessments of residents trained via the online IOC interpretation module, measuring their IOC image recognition and clinical management accuracy (percentage of correct responses), response time and confidence. During the second phase, we explored the impact of combining simulator-based IOC training with the online interpretation module on same measures as used in the first phase (accuracy, response time, and confidence).
    METHODS: The study was conducted at Rush University Medical College in Chicago. The participants consisted of surgical residents from each postgraduate year (PGY). Residents participated in this study during their scheduled monthly rotation through Rush\'s surgical simulation center.
    RESULTS: Total 23 surgical residents participated in the first phase. A majority (95.7%) found the module helpful. Residents significantly increased confidence levels in various aspects of IOC interpretation, such as identifying complete IOCs and detecting abnormal findings. Their accuracy in making clinical management decisions significantly improved from pretraining (mean accuracy 68.1 +/- 17.3%) to post-training (mean accuracy 82.3 +/- 10.4%, p < 0.001). Furthermore, their response time per question decreased significantly from 25 +/- 12 seconds to 17 +/- 12 seconds (p < 0.001). In the second phase, we combined procedural simulator training with the online interpretation module. The 20, first year residents participated and 88% found the training helpful. The training group exhibited significant confidence improvements compared to the control group in various aspects of IOC interpretation with observed nonsignificant accuracy improvements related to clinical management questions. Both groups demonstrated reduced response times, with the training group showing a more substantial, though nonsignificant, reduction.
    CONCLUSIONS: This study demonstrated the effectiveness of a PL-based training module for improving aspects of surgical residents\' IOC interpretation skills. The module, found helpful by a majority of participants, led to significant enhancements in clinical management accuracy, confidence levels, and decreased response time. Incorporating simulator-based training further reinforced these improvements, highlighting the potential of our approach to address the lack of formal curriculum for IOC interpretation in surgical education.
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