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"SIMULATION"
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Simulating distributional impacts of macro-dynamics : theory and practical applications
\"Simulating Distributional Impacts of Macro-dynamics: Theory and Practical Applications is a comprehensive guide for analyzing and understanding the effects of macroeconomic shocks on income and consumption distribution, as well as for using the ADePT Simulation Module. Since real-time micro data is rarely available, the Simulation Module (part of the ADePT economic analysis software) takes advantage of historical household surveys to estimate how current or proposed macro changes might impact household and individual welfare\"--Back cover.
Simulation modeling and analysis with Arena
by
Altiok, Tayfur
,
Melamed, Benjamin
in
Arena (Computer file)
,
Computer simulation
,
Digital computer simulation
2007,2010
Simulation Modeling and Analysis with Arena is a highly readable textbook which treats the essentials of the Monte Carlo discrete-event simulation methodology, and does so in the context of a popular Arena simulation environment.\" It treats simulation modeling as an in-vitro laboratory that facilitates the understanding of complex systems and experimentation with what-if scenarios in order to estimate their performance metrics. The book contains chapters on the simulation modeling methodology and the underpinnings of discrete-event systems, as well as the relevant underlying probability, statistics, stochastic processes, input analysis, model validation and output analysis. All simulation-related concepts are illustrated in numerous Arena examples, encompassing production lines, manufacturing and inventory systems, transportation systems, and computer information systems in networked settings. · Introduces the concept of discrete event Monte Carlo simulation, the most commonly used methodology for modeling and analysis of complex systems· Covers essential workings of the popular animated simulation language, ARENA, including set-up, design parameters, input data, and output analysis, along with a wide variety of sample model applications from production lines to transportation systems· Reviews elements of statistics, probability, and stochastic processes relevant to simulation modeling* Ample end-of-chapter problems and full Solutions Manual* Includes CD with sample ARENA modeling programs
Opioid Overdose Simulation in Medical Student Education
2026
The target audience for this simulation is third-year medical students, specifically those in an emergency medicine clerkship.
This topic is critically important in emergency medicine due to the ongoing opioid epidemic, which has led to a dramatic rise in overdose cases and deaths across the United States. Overdose deaths involving opioids numbered nearly 50,000 in 2019, a nearly six-fold increase since 1999.1 Over 70% of drug overdose deaths in 2019 involved opioids. Emergency department visits for opioid overdoses rose 30% from 2016 to 2017 in all parts of the United States. 2 Emergency departments often serve as the front line in treating opioid overdoses, where rapid recognition and timely administration of Naloxone can be lifesaving. Training medical students to recognize and manage opioid overdoses is essential to prepare them for real-world scenarios, ensuring they are equipped with the skills and confidence to respond effectively in emergencies. Educating future healthcare providers on this topic could ultimately reduce opioid-related mortality and improve patient outcomes in these high-stakes situations.
By the end of the simulation session, learners will be able to: 1) accurately identify the three key clinical signs of opioid overdose (respiratory depression, pinpoint pupils, unresponsiveness), 2) identify and administer the correct dose and route of Naloxone within five minutes of recognizing an opioid overdose, 3) perform at least two basic life support (BLS) interventions, such as airway management and bag-valve mask ventilation, 4) communicate effectively with team members by providing clear instructions and patient status updates at least three times during the simulation.
In this study, high-fidelity simulation was implemented by creating a patient scenario of an opioid overdose, where students were required to recognize the symptoms and administer appropriate treatment, specifically Naloxone. The simulation was a component of the third-year emergency medicine clerkship curriculum.
Learners completed pre- and post-simulation surveys assessing confidence in recognizing and managing opioid overdose, administering Naloxone, and performing airway interventions. The surveys used 5-point Likert scales to evaluate perceived competence and simulation effectiveness.
The simulation significantly improved learners' confidence and knowledge in recognizing, managing, and treating opioid overdoses. Post-simulation surveys demonstrated marked gains across all domains of assessment, confirming the educational effectiveness of the scenario.
Overall, the educational content was highly effective. The significant increase in students' confidence and knowledge regarding the recognition and treatment of opioid overdoses demonstrates that the hands-on, high-fidelity simulation successfully met its objectives. By immersing students in a realistic scenario and allowing them to practice administering Naloxone, the simulation prepared them to handle real-life cases with greater confidence and competence.From its implementation, we learned that simulation-based education is a powerful tool for teaching critical skills in emergency medicine, particularly for life-threatening situations like opioid overdose. The overwhelmingly positive feedback from students further reinforced that they found the simulation valuable and informative.
Opioid overdose recognition and treatment, emergency medicine education, high-fidelity simulation, Naloxone administration, recognition of overdose symptoms, treatment of opioid overdose, clinical confidence, patient-simulated experience, opioid epidemic, mu-opioid receptor antagonism, knowledge and confidence assessed via pre- and post-simulation surveys.
Journal Article
Gamification in learning and education : enjoy learning like gaming
by
Kim, Sangkyun, author
,
Song, Kibong, author
,
Lockee, Barbara B., author
in
Simulation games in education.
,
Education Simulation methods.
2018
\"This book explores the theoretical foundations of gamification in learning and education. It has become increasingly difficult to engage and motivate students. Gamification not only makes learning interesting, but also allows game players to solve problems and learn lessons through repeated attempts and failures. This \"positive failure\" can motivate students to attempt a difficult mission. Chapters in this volume cover topics such as the definition and characteristics of gamification, gamification in learning and education, theories, research on gamification, framework, strategy, and cases.\"--Publisher's description.
Simulation plow’s body in SolidWorks by geometric data
2025
This article discusses the problem of finding the optimal design using SolidWorks simulation. A number of solutions to the problem using simulation are proposed. Flexible and rigid computational models for solving the problem are described; the disadvantages and advantages of the plow’s body are indicated when calculating automated SolidWorks modeling programs.
Journal Article
The universe in a box : simulations and the quest to code the cosmos
by
Pontzen, Andrew, author
in
Cosmology Computer simulation.
,
Cosmologie Simulation par ordinateur.
,
SCIENCE / Physics / Astrophysics.
2023
\"How scientists are using simulations to recreate the universe, revealing the hidden nature of reality Cosmology is a tricky science--no one can make their own stars, planets, or galaxies to test its theories. But over the last few decades a new kind of physics has emerged to fill the gap between theory and experimentation. Harnessing the power of modern supercomputers, cosmologists have built simulations that offer profound insights into the deep history of our universe, allowing centuries-old ideas to be tested for the first time. Today, physicists are translating their ideas and equations into code, finding that there is just as much to be learned from computers as from laboratories. In The Universe in a Box, cosmologist Andrew Pontzen explains how physicists model the universe's most exotic phenomena, from black holes and colliding galaxies to dark matter and quantum entanglement, enabling them to study the evolution of virtual worlds and to shed new light on our reality. Simulations don't just allow experimentation with the cosmos; they are also essential to myriad disciplines like weather forecasting, epidemiology, neuroscience, financial planning, airplane design, and special effects for summer blockbusters. Crafting these simulations involves tough compromises and expert knowledge. Simulation is itself a whole new branch of science, one that we are only just beginning to appreciate and understand. The story of simulations is the thrilling history of how we arrived at our current knowledge of the world around us, and provides a sneak peek at what we may discover next\"-- Publisher's description.
Abdominal Pain and Vaginal Discharge: An Eye-Opening Simulation Case about Human Trafficking
2025
The aim of this simulation case is to educate medical students, interns, junior residents, senior residents, nurses, and faculty on how to identify victims of human trafficking in the healthcare setting. This scenario is adaptable for emergency medicine, outpatient clinic settings, and prehospital settings, including EMS personnel as learners.
Human trafficking is a profound violation of human rights and a pressing local, national, and global health problem. Victims are reduced to objects for commerce, fueling a $150 billion-dollar industry and representing the second largest source of income for organized crime.1,2,3,4 Globally, an estimated 40.3 million people are victims of modern slavery, with more than 70% being women and girls, and one in four victims being children under the age of 18.3,4 While once perceived as a mostly international problem, prevalence estimates now show 5.4 victims per 1,000 people across the world, with 1.3 victims per 1,000 in the United States for forced labor.4Healthcare providers are among the few professionals likely to encounter victims. Multiple studies show that 28-88% of victims sought medical care while being trafficked.6-9 These victims are most likely to seek medical care from emergency departments (63.3%), Planned Parenthood clinics (29.6%), private practices (22.5%), urgent care clinics (21.4%), women's health clinics (19.4%), and neighborhood clinics (19.4%).8 Despite this, only a small fraction of emergency physicians report receiving formal training on human trafficking. This highlights the critical need for enhanced education in emergency medicine, where providers are frequently the first point of contact for victims.
At the conclusion of this case, learners should be able to: 1) review red flags of identifying victims of human trafficking in healthcare settings, 2) identify common indicators and injuries associated with human trafficking, 3) demonstrate a trauma-informed care approach when interviewing potential victims, 4) list and provide patients with national resources for human trafficking,5) understand federal and state mandatory reporting laws and the role of the healthcare provider, 6) determine best treatment options in patients with limited healthcare access, including counseling on empiric treatment of sexually transmitted infection (STI), 7) review management options for an undesired pregnancy according to local institutional policies and state laws for the senior case.
This simulation was designed to assess and improve the level of knowledge on identifying victims of human trafficking in the healthcare setting. This session was conducted using standardized patients portraying both the patient and father/trafficker, a faculty member in the nursing role, and a second faculty member in the control booth. The control booth faculty adjusted the displayed vitals, facilitated case progression, and could call in as registration if needed to progress the case. Each case included approximately four to five learners. A pre-brief was provided to the residents prior to the start of the case, explaining the expectations for interacting with standardized patients (SPs) and emphasizing the importance of safety and professionalism. After each scenario concluded, a post-simulation debriefing was held focusing on the presentation, differential diagnosis, physical exam findings, and management of the targeted social and medical issues. This case scenario can also be adapted for use as an oral board examination case.
The authors performed a knowledge assessment of the case using both pre-simulation and post-simulation surveys designed specifically for this project. These surveys measured participants' knowledge of human trafficking prior to training and their knowledge after the session. Facilitators also provided informal feedback to the scenario developers after the case was piloted. These evaluations were reviewed after implementation. This case was trialed with emergency medicine residents across all training levels (PGY-1 through PGY-4).
Linear mixed models were used to compare pre-session to post-session knowledge of human trafficking, with means reported as descriptive statistics and Cohen's standardized difference (d) used as a measure of effect size. For ordinal questions, a chi-square test compared pre- and post-session responses. Residents' post-session perceptions of effectiveness were analyzed using frequency distributions. Statistical analyses were conducted using SPSS v29. Open-ended feedback responses were analyzed qualitatively using content analysis, with each author independently reviewing and categorizing key themes.Participants reported gaining a deeper understanding of the complexities of human trafficking and greater confidence in their ability to recognize and intervene. A total of 29 residents participated across all four years of training (PGY-1 = 9, PGY-2 = 4, PGY-3 = 11, PGY-4 = 5; 51% female). Only 24% reported prior training, while 94% believed they would benefit from training on human trafficking. Knowledge scores improved significantly (Pre: 59.2 → Post: 65.1; Cohen's d = 0.39, p < .05). Self-reported comfort recognizing victims increased from 35% to 64% (p < .05), and comfort managing victims increased from 28% to 69% (p < .05), with no differences by PGY level or gender. On the post-survey, 100% of participants agreed the simulation enhanced their knowledge.Qualitative comments were gathered digitally through a QR code linked to Smartsheet as part of the standard process for resident didactic feedback. Resident responses were provided to case authors without any identifying information, except for PGY year. Prompts for qualitative comments were open-ended response questions of feedback for presenters and their most valuable learning points. Qualitative feedback (n = 27) emphasized increased awareness, the Human Trafficking Hotline as a valuable resource, and strategies for investigating concerns and providing medical management. Many also suggested smaller groups, additional pre-simulation training, and clearer integration of social work. Overall, residents highlighted that this simulation not only improved their base of knowledge but also provided practical tools to support victims in real-world clinical settings.
Simulation-based training on human trafficking in emergency medicine is a vital tool for preparing providers to recognize and respond to these complex cases. By engaging in highly interactive, standardized patient scenarios, learners can practice recognizing subtle red flags, applying trauma-informed communication, and balancing confidentiality with mandated reporting requirements. The debriefing sessions allow further reflection, knowledge integration, and discussion of best practices. Although standardized patients may be cost-prohibitive, faculty can serve as role players to reduce barriers to implementation. Through such training, healthcare providers enhance preparedness, empathy, and effectiveness in addressing the needs of trafficking survivors and contribute to broader efforts to combat exploitation.
Medical simulation, emergency medicine, human trafficking, sex trafficking, sexually transmitted diseases, abuse, non-accidental trauma, domestic abuse.
Journal Article
The unofficial guide to growing plants in Minecraft
by
Tower, Eric J., author
in
Growth (Plants) Simulation games Juvenile literature.
,
Minecraft (Game) Simulation games Juvenile literature.
,
Growth (Plants) Simulation games.
2019
Mining is, of course, important in Minecraft, but growing and caring for the world's plants may be even more important. Without wood, you can't make tools or weapons, and without other plants such as wheat or carrots, you can't make food or breed animals. This book shows Minecraft fans more about the plants in the game and how they compare to plants in the real world. Through colorful illustrations, they'll learn how to grow, care for, and use the game's plants to survive and prosper.
Stabilization of Cardiogenic Shock for Critical Care Transport, a Simulation
2025
This simulation is designed for critical care transport providers but can be easily adapted for the inpatient setting. It is applicable to an interdisciplinary team including nurses, respiratory therapists, medical students, emergency medicine residents, and emergency medicine attendings.
Cardiogenic shock carries an incredibly high burden of morbidity and mortality. Acute myocardial infarction accounts for 81% of cardiogenic shock patients and is a common indication for transfer to a tertiary care facility.1 Hypotension due to cardiogenic shock is often refractory to volume resuscitation and often requires pharmacologic intervention. Additionally, the resultant end organ dysfunction frequently requires advanced ventilatory support.1-6 This simulation aims to educate critical care transport providers on the best practices for management of the cardiogenic shock patients requiring resuscitation and intubation prior to transport.
By the end of this simulation session, learners will be able to: 1) recognize the need for intubation in an unstable patient in cardiogenic shock who requires transport, 2) appropriately titrate bi-Level non-invasive ventilatory support (BiPAP) to optimize oxygenation and ventilation in preparation for intubation, 3) choose appropriate vasoactive medications to support the hemodynamics of a patient in cardiogenic shock, 4) perform rapid sequence intubation using appropriate induction and paralytic agents and dosing for a patient in cardiogenic shock, 5) choose appropriate initial lung-protective ventilator settings, and 6) implement an adequate analgesia and sedation plan for transport of an intubated patient in cardiogenic shock.
This session was conducted using high-fidelity simulation, allowing learners to manage a patient in cardiogenic shock and respiratory distress requiring intubation. Each session was followed by a debriefing and discussion.
Qualitative feedback provided by participants during the discussion session was utilized to adjust the simulation between each session. In addition, participants were surveyed using a five-point Likert scale (strongly disagree to strongly agree) on if the simulation met their professional and educational needs, its efficacy and appropriateness for Level, and whether it would change future practice.
A total of 36 learners, including 20 physicians and 16 nurses, participated in the simulation over a total of nine sessions. Twenty out of the thirty-six participants completed the survey (both RNs and MDs) and 100% responded \"strongly agree\" to all four prompts (top response out of a five Likert scale). Feedback provided by participants was used after each session to adjust the simulation. Changes implemented included the addition of a nurse confederate, greater emphasis on management and titration of non-invasive ventilation for optimal preoxygenation, and initiation of post intubation sedation and analgesia.
Cardiogenic shock is a common cause of mortality, often requires transport, and is particularly challenging to manage. This simulation was overall effective at educating learners on the resuscitation of cardiogenic shock, including appropriate use of vasopressors and ventilatory support.
Cardiogenic shock, hypoxic respiratory failure, vasopressor management, airway management, intubation, non-invasive positive pressure ventilation management, ventilatory management, emergency medicine, critical care transport medicine.
Journal Article