SAĞLIKTA SİMÜLASYON: ACİL SERVİS

Year 2021, Volume: 1 Issue: 3, 148 - 162, 30.10.2021

Ani Diana Kuyumcu Banu Çalış Uslu

Abstract

Acil servis yönetimi, birçok karmaşıklığı barındıran temel bir hastane problemidir. Sağlık sistemleri ve tıp eğitiminde uygulanan simülasyon, sistemlere optimize edilmiş ve idealleştirilmiş bir işlev sağlamaktadır. Sağlık sistemine etkinlik, verimlilik ve eşitlik sağlar. Bu çalışmada sağlık sistemleri sorunları ve simülasyon yöntemleri tanımlanmış, simülasyonun sağlık hizmetlerine nasıl değer kattığı açıklanmış, incelenen konular zorluklar ve geleceğe bakış açılarıyla ele alınmıştır. Acil serviste kullanılan optimizasyon parametreleri sağlık sisteminin tüm alanlarında da kullanılmaktadır. Bu derlemede, mevcut simülasyon uygulamalarının acil servis yönetimindeki katkılarını ve etkili bir model geliştirmek için dikkate alınması gereken ana parametreleri vurgulamaktır. İki yüz on araştırma ve derleme makalesinde yinelenenler çıkarıldıktan sonra yüz otuz beş çalışma incelenmiştir. Ayrıca, sorunun çözümünde karşılaşılan temel sorunlar ve iyileştirilmesi gereken alanlar da tartışılmaktadır. Yapılan araştırmalara dayanarak, simülasyonun disiplinler arası bir çerçeve sağlayarak hasta bakım altyapıları ve acil servis uygulamaları için önemli bir metodoloji olduğu sonucuna varılabilir.

Keywords

Acil Servis, Sağlık, Benzetim, Optimizasyon

A REVIEW OF SIMULATION STUDIES IN HEALTHCARE: EMERGENCY SERVICE APPLICATIONS

Abstract

Managing the emergency service, including many complexities, is one of the main problems for hospitals. A simulation that is implemented health systems and medical education promote optimized and idealized function to systems. It provides effectiveness, efficiency, and equity to the health care system. In this study, the health systems problems and simulation methods were defined, how simulation adds value in healthcare clarified, challenges and issues examined by future perspectives. Optimization parameters used in the emergency department of healthcare are highlighted in all areas of the health system. In order to do those one hundred thirty-five studies were examined after removing duplicates in two hundred ten research and review articles. In addition, the main problems faced in solving the problem and areas that need to be improved are also discussed. Based on the research carried out, it can be concluded that simulation is a crucial methodology for patient care infrastructures and emergency service applications by providing an interdisciplinary framework.

Keywords

Emergency Service, Healthcare, Simulation, Optimization

References

• Abramovich, Mark N., John C. Hershey, Byron Callies, Amesh A. Adalja, Pritish K. Tosh, and Eric S. Toner. 2017. “Hospital Influenza Pandemic Stockpiling Needs: A Computer Simulation.” American Journal of Infection Control 45(3). doi: 10.1016/j.ajic.2016.10.019.
• Ahmad, Norazura, Razamin Ramli, Jafri Zulkepli Hew, Aik Howe Teo, Noraida Abdul Ghani, and Waleed Khalid Abduljabbar. 2017. “A Generic Simulation Optimization Model of Emergency Department Resource Capacity.” Journal of Engineering and Applied Sciences 12(6). doi: 10.3923/jeasci.2017.1558.1565.
• Ahsan, Kazi Badrul, M. R. Alam, Doug Gordon Morel, and M. A. Karim. 2019. “Emergency Department Resource Optimisation for Improved Performance: A Review.” Journal of Industrial Engineering International 15. doi: 10.1007/s40092-019-00335-x.
• Alanazi, Ahmad, Nannette Nicholson, and Sheila Thomas. 2017. “The Use of Simulation Training to Improve Knowledge, Skills, and Confidence Among Healthcare Students: A Systematic Review.” Internet Journal of Allied Health Sciences and Practice 15(3).
• Al-Fandi, Lawrence Moh’d, Aishah Abdullah bin Obaid, Badreyah Ismaeil Alfailakawi, Hoor Ali Alsubaiei, and Sarah Ali Khudhair. 2019. “A Simulation Study to Determine the Parameters of Medicine Inventory Policy.” Proceedings of the Estonian Academy of Sciences 68(4). doi: 10.3176/proc.2019.4.05.
• Ali, Ayman, Kori S. Zachrison, Patrick C. Eschenfeldt, Lee H. Schwamm, and Chin Hur. 2018. “Optimization of Prehospital Triage of Patients with Suspected Ischemic Stroke Results of a Mathematical Model.” Stroke 49(10). doi: 10.1161/STROKEAHA.118.022041.
• Alrabghi, A. 2020. “Simulation in Saudi Healthcare: An Empirical Study Revealing the Current Status and Future Prospects.” South African Journal of Industrial Engineering 31(2). doi: 10.7166/31-2-2307.
• Anderson, Mindi, Lori Lioce, Jamie M. Robertson, Joseph O. Lopreiato, and Desiree A. Díaz. 2021. “Toward Defining Healthcare Simulation Escape Rooms.” Simulation and Gaming 52(1). doi: 10.1177/1046878120958745.
• Arnold, Jennifer L., Frederic Rick D. McKenzie, Jane Lindsay Miller, and Mary E. Mancini. 2018. “The Many Faces of Patient-Centered Simulation: Implications for Researchers.” Simulation in Healthcare : Journal of the Society for Simulation in Healthcare 13(3S Suppl 1). doi: 10.1097/SIH.0000000000000312.
• Atalan, Abdulkadir, and Cem Cağrı Dönmez. 2020. “Optimizing Experimental Simulation Design for the Emergency Departments.” Brazilian Journal of Operations & Production Management 17(4). doi: 10.14488/bjopm.2020.026.
• Bae, Juyeon, Juhee Lee, Yeonsoo Jang, and Yoonju Lee. 2019. “Development of Simulation Education Debriefing Protocol with Faculty Guide for Enhancement Clinical Reasoning.” BMC Medical Education 19(1). doi: 10.1186/s12909-019-1633-8.
• Banerjee, Rajib, Pulakesh Roy, Surajeet Das, and Manash K. Paul. 2020. “A Hybrid Model Integrating Warm Heat and Ultraviolet Germicidal Irradiation Might Efficiently Disinfect Respirators and Personal Protective Equipment.” American Journal of Infection Control. doi: 10.1016/j.ajic.2020.07.022.
• Bassok, Daphna, Anna J. Markowtiz, Daniel Player, and Michelle Zagardo. 2017. “Working Paper: Do Parents Know " High Quality " Preschool When They See It?” EdPolicyWorks Working Paper Series (54).
• Bedoya-Valencia, Leonardo, and Emre Kirac. 2016. “Evaluating Alternative Resource Allocation in an Emergency Department Using Discrete Event Simulation.” Simulation 92(12). doi: 10.1177/0037549716673150.
• Benrhmach, Ghassane, Khalil Namir, and Jamal Bouyaghroumni. 2020. “Modelling and Simulating the Novel Coronavirus with Implications of Asymptomatic Carriers.” International Journal of Differential Equations 2020. doi: 10.1155/2020/5487147.
• Bruballa, Eva, Alvaro Wong, Francisco Epelde, Dolores Rexachs, and Emilio Luque. 2016. “A Model to Predict Length of Stay in a Hospital Emergency Department and Enable Planning for Non-Critical Patients Admission.” International Journal of Integrated Care 16(6). doi: 10.5334/ijic.2967.
• Burda, Zdzislaw. 2020. “Modelling Excess Mortality in Covid-19-like Epidemics.” Entropy 22(11). doi: 10.3390/e22111236.
• Buschiazzo, M., J. Mula, and F. Campuzano-Bolarin. 2020. “Simulation Optimization for the Inventory Management of Healthcare Supplies.” International Journal of Simulation Modelling 19(2). doi: 10.2507/IJSIMM19-2-514.
• Chang, Huan Cheng, Mei Chin Wang, Hung Chang Liao, and Ya Huei Wang. 2019. “The Application of GSCM in Eliminating Healthcare Waste: Hospital EDC as an Example.” International Journal of Environmental Research and Public Health 16(21). doi: 10.3390/ijerph16214087.
• Chatterjee, Kaustuv, Kaushik Chatterjee, Arun Kumar, and Subramanian Shankar. 2020. “Healthcare Impact of COVID-19 Epidemic in India: A Stochastic Mathematical Model.” Medical Journal Armed Forces India 76(2). doi: 10.1016/j.mjafi.2020.03.022.
• Chavis, John, Amy L. Cochran, Keith E. Kocher, Valerie N. Washington, and Gabriel Zayas-Caban. 2016. “A Simulation Model of Patient Flow through the Emergency Department to Determine the Impact of a Short Stay Unit on Hospital Congestion.” in Proceedings - Winter Simulation Conference. Vol. 0.
• Chen, Wenjie, Hainan Guo, and Kwok Leung Tsui. 2020a. “A New Medical Staff Allocation via Simulation Optimisation for an Emergency Department in Hong Kong.” International Journal of Production Research 58(19). doi: 10.1080/00207543.2019.1665201.
• Chen, Wenjie, Hainan Guo, and Kwok Leung Tsui. 2020b. “An Adaptive Gaussian Process-Based Search for Stochastically Constrained Optimization via Simulation.” IEEE Transactions on Automation Science and Engineering. doi: 10.1109/TASE.2020.3016489.
• Cheng, Qinglu, Stuart A. Kinner, Xing J. Lee, Kathryn J. Snow, and Nicholas Graves. 2018. “Cost-Utility Analysis of Low-Intensity Case Management to Increase Contact with Health Services among Ex-Prisoners in Australia.” BMJ Open 8(8). doi: 10.1136/bmjopen-2018-023082.
• Cimellaro, Gian Paolo, Marzia Malavisi, and Stephen Mahin. 2017. “Using Discrete Event Simulation Models to Evaluate Resilience of an Emergency Department.” Journal of Earthquake Engineering 21(2). doi: 10.1080/13632469.2016.1172373.
• Cimellaro, Gian Paolo, and Marta Piqué. 2016. “Resilience of a Hospital Emergency Department under Seismic Event.” Advances in Structural Engineering 19(5). doi: 10.1177/1369433216630441.
• Crema, Maria, and Chiara Verbano. 2019. “Simulation Modelling and Lean Management in Healthcare: First Evidences and Research Agenda.” Total Quality Management and Business Excellence. Çalış, B. (2016). Agent-Based Simulation Model for Profit Maximization. Journal of Management and Information Science, 4(1), 26-33.
• Dale-Tam, Jennifer, and Kelly McBride. 2019. “My Throat Is Itchy! An In-Situ Simulation for Interprofessional Healthcare Education.” Cureus. doi: 10.7759/cureus.4366.
• Dalgiç, Özden O., Osman Y. Özaltin, William A. Ciccotelli, and Fatih S. Erenay. 2017. “Deriving Effective Vaccine Allocation Strategies for Pandemic Influenza: Comparison of an Agent-Based Simulation and a Compartmental Model.” PLoS ONE 12(2). doi: 10.1371/journal.pone.0172261.
• Dehghani, Mahsa, Nazila Moftian, Peyman Rezaei-Hachesu, and Taha Samad-Soltani. 2017. “A Step-by-Step Framework on Discrete Events Simulation in Emergency Department; A Systematic Review.” Bulletin of Emergency and Trauma 5(2).
• Demirbilek, Mustafa, Juergen Branke, and Arne K. Strauss. 2019. “Home Healthcare Routing and Scheduling of Multiple Nurses in a Dynamic Environment.” Flexible Services and Manufacturing Journal. doi: 10.1007/s10696-019-09350-x.
• Ding, Wandi, and Glenn F. Webb. 2017. “Optimal Control Applied to Community-Acquired Methicillin-Resistant Staphylococcus Aureus in Hospitals.” Journal of Biological Dynamics 11. doi: 10.1080/17513758.2016.1151564.
• Dios, Manuel, Jose M. Molina-Pariente, Victor Fernandez-Viagas, Jose L. Andrade-Pineda, and Jose M. Framinan. 2015. “A Decision Support System for Operating Room Scheduling.” Computers and Industrial Engineering 88. doi: 10.1016/j.cie.2015.08.001.
• Dong, Chaoyan, John L. Szarek, and Trent Reed. 2020. “The Flipped Classroom and Simulation: A Primer for Simulation Educators.” Medical Science Educator 30(4).
• Engels, Dirk, Peter J. Hotez, Camilla Ducker, Margaret Gyapong, Amaya L. Bustinduy, William E. Secor, Wendy Harrison, Sally Theobald, Rachael Thomson, Victoria Gamba, Makia C. Masong, Patrick Lammie, Kreeneshni Govender, Pamela S. Mbabazi, and Mwelecele N. Malecela. 2020. “Integration of Prevention and Control Measures for Female Genital Schistosomiasis, Hiv and Cervical Cancer.” Bulletin of the World Health Organization 98(9). doi: 10.2471/BLT.20.252270.
• Erdemir, Ahmet, Lealem Mulugeta, Joy P. Ku, Andrew Drach, Marc Horner, Tina M. Morrison, Grace C. Y. Peng, Rajanikanth Vadigepalli, William W. Lytton, and Jerry G. Myers. 2020. “Credible Practice of Modeling and Simulation in Healthcare: Ten Rules from a Multidisciplinary Perspective.” Journal of Translational Medicine 18(1).
• Feldman, Sue S., Ferhat D. Zengul, Bunyamin Ozaydin, Victoria Brazil, Leslie Hayes, and Benjamin Schooley. 2019. “Introduction to ‘Health Informatics, Healthcare Quality and Safety, and Healthcare Simulation: The New Triad to Advance Healthcare Operations.’” Health Systems 8(3).
• Ferreira, Letícia Ali Figueiredo, Igor Leão dos Santos, Ana Carla De Souza Gomes dos Santos, and Augusto Da Cunha Reis. 2020. “Discrete Event Simulation for Problem Solving in the Context of an Emergency Department.” Independent Journal of Management & Production 11(5). doi: 10.14807/ijmp.v11i5.1286.
• Ghoman, Simran K., Siddhi D. Patel, Maria Cutumisu, Patrick von Hauff, Thomas Jeffery, Matthew R. G. Brown, and Georg M. Schmölzer. 2020. “Serious Games, a Game Changer in Teaching Neonatal Resuscitation? A Review.” Archives of Disease in Childhood: Fetal and Neonatal Edition 105(1).
• Gomes, Andreia Macedo, Pedro Senna Vieira, and Augusto da Cunha Reis. 2017. “Simulation of Operational Processes in Hospital Emergency Units as Lean Healthcare Tool.” Independent Journal of Management & Production 8(5). doi: 10.14807/ijmp.v8i5.607.
• Guo, Hainan, Haobin Gu, Yu Zhou, and Jiaxuan Peng. 2020. “A Data-Driven Multi-Fidelity Simulation Optimization for Medical Staff Configuration at an Emergency Department in Hong Kong.” Flexible Services and Manufacturing Journal. doi: 10.1007/s10696-020-09395-3.
• Hailemariam, Desta Ashebir. 2016. “Modeling of Admission Control and Patient Transfer Decisions in Multi-Hospital Systems.” ProQuest LLC.
• Harwayne-Gidansky, Ilana, Rahul Panesar, and Tensing Maa. 2020. “Recent Advances in Simulation for Pediatric Critical Care Medicine.” Current Pediatrics Reports 8(4). doi: 10.1007/s40124-020-00226-5.
• Hasan, Khalid, Khandakar Ahmed, Kamanashis Biswas, Md Saiful Islam, A. S. M. Kayes, and S. M. Riazul Islam. 2020. “Control Plane Optimisation for an SDN-Based Wban Framework to Support Healthcare Applications.” Sensors (Switzerland) 20(15). doi: 10.3390/s20154200.
• Hazwani, Tarek R., Zahra al Hassan, Ahlam al Zahrani, and Ayham al Badawi. 2021. “A Simulation-Based Program for Preparedness for COVID-19 at a Pediatric Tertiary Hospital in Saudi Arabia.” Cureus. doi: 10.7759/cureus.13131.
• He, Yue, Bochi Cai, and Meng Wang. 2016. “Research on Optimization of Registration Procedure in Emergency Department Based on System Simulation.” in Procedia Computer Science. Vol. 91.
• Hippe, Daniel S., Rachel A. Umoren, Alex McGee, Sherri L. Bucher, and Brian W. Bresnahan. 2020. “A Targeted Systematic Review of Cost Analyses for Implementation of Simulation-Based Education in Healthcare.” SAGE Open Medicine 8. doi: 10.1177/2050312120913451.
• Huang, Linjie. 2019. “The Influence of Margin Trading and Short Selling on the Price Efficiency of China’s Stock Market—Based on Portfolio Perspective.” American Journal of Industrial and Business Management 09(01). doi: 10.4236/ajibm.2019.91004.
• Husebø, Sissel Eikeland, Minna Silvennoinen, Eerika Rosqvist, and Italo Masiello. 2018. “Status of Nordic Research on Simulation-Based Learning in Healthcare: An Integrative Review.” Advances in Simulation 3(1). doi: 10.1186/s41077-018-0071-8.
• Ilk, Noyan, Guangzhi Shang, and Paulo Goes. 2020. “Improving Customer Routing in Contact Centers: An Automated Triage Design Based on Text Analytics.” Journal of Operations Management 66(5). doi: 10.1002/joom.1084.
• Iwata, Kentaro, and Chisato Miyakoshi. 2020. “A Simulation on Potential Secondary Spread of Novel Coronavirus in an Exported Country Using a Stochastic Epidemic SEIR Model.” Journal of Clinical Medicine 9(4). doi: 10.3390/jcm9040944.
• Jiménez-Rodríguez, Diana, and Oscar Arrogante. 2020. “Simulated Video Consultations as a Learning Tool in Undergraduate Nursing: Students’ Perceptions.” Healthcare 8(3). doi: 10.3390/healthcare8030280.
• Johnsen, Hege M., Mariann Fossum, Pirashanthie Vivekananda-Schmidt, Ann Fruhling, and Åshild Slettebø. 2018. “Nursing Students’ Perceptions of a Video-Based Serious Game’s Educational Value: A Pilot Study.” Nurse Education Today 62. doi: 10.1016/j.nedt.2017.12.022.
• Johnston, M. J., P. Samaranayake, A. Dadich, and J. A. Fitzgerald. 2020. “Modelling Radiology Department Operation Using Discrete Event Simulation.” in 18th World IMACS Congress and MODSIM 2009 - International Congress on Modelling and Simulation: Interfacing Modelling and Simulation with Mathematical and Computational Sciences, Proceedings.
• Karadogan, D. S. & Karadayi-Usta, S. 2021. Küresel Salgın Döneminde Değişen Sürdürülebilir Tedarik Zinciri Yönetimi Uygulamaları, Fenerbahce University Design, Architecture and Engineering, 1(2), 88-95.
• Kang, Chang Wook, Muhammad Imran, Muhammad Omair, Waqas Ahmed, Misbah Ullah, and Biswajit Sarkar. 2019. “Stochastic-Petri Net Modeling and Optimization for Outdoor Patients in Building Sustainable Healthcare System Considering Staff Absenteeism.” Mathematics 7(6). doi: 10.3390/math7060499.
• Kaptan, Kubilay. 2014. “An Organizational Metamodel for Hospital Emergency Departments.” Disaster Medicine and Public Health Preparedness 8(5).
• Kaya, Onur, Aydin Teymourifar, and Gurkan Ozturk. 2020. “Analysis of Different Public Policies through Simulation to Increase Total Social Utility in a Healthcare System.” Socio-Economic Planning Sciences 70. doi: 10.1016/j.seps.2019.100742.
• Kelle, P., Woosley, J., & Schneider, H. (2012). Pharmaceutical supply chain specifics and inventory solutions for a hospital case. Operations Research for Health Care, 1(2-3), 54-63.
• Kim, Young Ju, and Jee Hye Yoo. 2020. “The Utilization of Debriefing for Simulation in Healthcare: A Literature Review.” Nurse Education in Practice 43.
• Kroer, Line Ravnskjær, Karoline Foverskov, Charlotte Vilhelmsen, Aske Skouboe Hansen, and Jesper Larsen. 2018. “Planning and Scheduling Operating Rooms for Elective and Emergency Surgeries with Uncertain Duration.” Operations Research for Health Care 19. doi: 10.1016/j.orhc.2018.03.006.
• Kumar, Adarsh, Deepak Kumar Sharma, Anand Nayyar, Saurabh Singh, and Byungun Yoon. 2020. “Lightweight Proof of Game (LPoG): A Proof of Work (PoW)’s Extended Lightweight Consensus Algorithm for Wearable Kidneys.” Sensors (Switzerland) 20(10). doi: 10.3390/s20102868.
• Kumar, Adarsh, Kriti Sharma, Harvinder Singh, Sagar Gupta Naugriya, Sukhpal Singh Gill, and Rajkumar Buyya. 2021. “A Drone-Based Networked System and Methods for Combating Coronavirus Disease (COVID-19) Pandemic.” Future Generation Computer Systems 115. doi: 10.1016/j.future.2020.08.046.
• Kuo, Yong Hong, Omar Rado, Benedetta Lupia, Janny M. Y. Leung, and Colin A. Graham. 2016. “Improving the Efficiency of a Hospital Emergency Department: A Simulation Study with Indirectly Imputed Service-Time Distributions.” Flexible Services and Manufacturing Journal 28(1–2). doi: 10.1007/s10696-014-9198-7.
• Kurahashi, Setsuya. 2019. “An Infectious Disease Medical Policy Simulation and Gaming.” in Proceedings - IEEE International Research Conference on Smart Computing and Systems Engineering, SCSE 2019.
• Kurahashi, Setsuya. 2020. “A Health Policy Simulation and Gaming Model of Ebola Haemorrhagic Fever and Zika Fever.” in Springer Proceedings in Complexity.
• Lalmazloumian, Morteza. 2017. “Robust Optimization Framework to Operating Room Planning and Scheduling in Stochastic Environment.”
• Lalmazloumian, Morteza, M. Fazle Baki, and Majid Ahmadi. 2016. “Standard Transformation Formulation Framework for Robust Optimization Technique with Application on Healthcare Delivery Systems.” in Proceedings of the International Conference on Industrial Engineering and Operations Management.
• Leaven, Laquanda, Kamal Ahmmad, and Demesha Peebles. 2017. “Inventory Management Applications for Healthcare Supply Chains.” International Journal of Supply Chain Management 6(3).
• Leaven, Laquanda T. 2015. “Improving Hospital Laboratory Performance: Implications for Healthcare Managers.” Hospital Topics 93(2).
• LeBlanc, Vicki R., Tanja Manser, Matthew B. Weinger, David Musson, Jared Kutzin, and Steven K. Howard. 2011. “The Study of Factors Affecting Human and Systems Performance in Healthcare Using Simulation.” Simulation in Healthcare 6(7 SUPPL.). doi: 10.1097/SIH.0b013e318229f5c8.
• Lelardeux, Catherine Pons, Michel Galaup, David Panzoli, Pierre Lagarrigue, and Jean Pierre Jessel. 2018. “A Method to Design a Multi-Player Educational Scenario to Make Interdisciplinary Teams Experiment Risk Management Situation in a Digital Collaborative Learning Game: A Case of Study in Healthcare.” International Journal of Engineering Pedagogy 8(2). doi: 10.3991/ijep.v8i2.8140.
• Li, Guangzhen, Shengluo Yang, Zhigang Xu, Junyi Wang, Zhaohui Ren, and Guobing Li. 2020. “Resource Allocation Methodology Based on Object-Oriented Discrete Event Simulation: A Production Logistics System Case Study.” CIRP Journal of Manufacturing Science and Technology 31.
• Lim, Morgan E., Andrew Worster, Ron Goeree, and Jean Éric Tarride. 2013. “Simulating an Emergency Department: The Importance of Modeling the Interactions between Physicians and Delegates in a Discrete Event Simulation.” BMC Medical Informatics and Decision Making 13(1). doi: 10.1186/1472-6947-13-59.
• Lineberry, Matthew, Parvati Dev, H. Chad Lane, and Thomas B. Talbot. 2018. “Learner-Adaptive Educational Technology for Simulation in Healthcare: Foundations and Opportunities.” Simulation in Healthcare : Journal of the Society for Simulation in Healthcare 13(3S Suppl 1). doi: 10.1097/SIH.0000000000000274.
• Liu, Zhengchun. 2017. “Modeling and Simulation for Healthcare Operations Management Using High Performance Computing and Agent-Based Model.” Journal of Computer Science and Technology 17(1).
• Liu, Zhengchun, Francisco Epelde, Dolores Rexachs, and Emilio Luque. 2016. “A Bottom-up Simulation Method to Quantitatively Predict Integrated Care System Performance.” International Journal of Integrated Care 16(6). doi: 10.5334/ijic.2693.
• Lloyd, Adam, Alistair Dewar, Simon Edgar, Dave Caesar, Paul Gowens, and Gareth Clegg. 2017. “How to Implement Live Video Recording in the Clinical Environment: A Practical Guide for Clinical Services.” International Journal of Clinical Practice 71(6). doi: 10.1111/ijcp.12951.
• Mahdy, Zaleha Abdullah, Muhammad Maaya, Ixora Kamisan Atan, Azlan Helmy Abd Samat, Mohd Hisham Isa, and Ismail Mohd Saiboon. 2020. “Simulation in Healthcare in the Realm of Education 4.0.” Sains Malaysiana 49(8). doi: 10.17576/jsm-2020-4908-21.
• Malavisi, M., G. P. Cimellaro, V. Terzic, and S. Mahin. 2015. “Hospital Emergency Response Network for Mass Casualty Incidents.” in Structures Congress 2015 - Proceedings of the 2015 Structures Congress.
• Marshall, Deborah A., Luiza R. Grazziotin, Dean A. Regier, Sarah Wordsworth, James Buchanan, Kathryn Phillips, and Maarten Ijzerman. 2020. “Addressing Challenges of Economic Evaluation in Precision Medicine Using Dynamic Simulation Modeling.” Value in Health 23(5). doi: 10.1016/j.jval.2020.01.016.
• Mayorga, Lía, Clara García Samartino, Gabriel Flores, Sofía Masuelli, María Victoria Sánchez, Luis S. Mayorga, and Cristián Gabriel Sánchez. 2020. “Detection and Isolation of Asymptomatic Individuals Can Make the Difference in COVID-19 Epidemic Management.” MedRxiv.
• McLeod, Bob. 2010. “Agent Based Modeling of ‘Crowdinforming’ as a Means of Load Balancing at Emergency Departments.” Online Journal of Public Health Informatics 2(3). doi: 10.5210/ojphi.v2i3.3225.
• Mielczarek, Bożena, and Jacek Zabawa. 2018. “Healthcare Demand Simulation Model.” in Proceedings - European Council for Modelling and Simulation, ECMS.
• Milazzo, L., J. L. Bown, A. Eberst, G. Phillips, and J. W. Crawford. 2011. “Modelling of Healthcare Associated Infections: A Study on the Dynamics of Pathogen Transmission by Using an Individual-Based Approach.” Computer Methods and Programs in Biomedicine 104(2). doi: 10.1016/j.cmpb.2011.02.002.
• Motola, Ivette, Luke A. Devine, Hyun Soo Chung, John E. Sullivan, and S. Barry Issenberg. 2013. “Simulation in Healthcare Education: A Best Evidence Practical Guide. AMEE Guide No. 82.” Medical Teacher 35(10). doi: 10.3109/0142159X.2013.818632.
• Nazir, Shah, Sulaiman Khan, Habib Ullah Khan, Shaukat Ali, Ivan Garcia-Magarino, Rodziah Binti Atan, and Muhammad Nawaz. 2020. “A Comprehensive Analysis of Healthcare Big Data Management, Analytics and Scientific Programming.” IEEE Access 8. doi: 10.1109/ACCESS.2020.2995572.
• Nuamah, Joseph K., Karthik Adapa, and Lukasz Mazur. 2020. “Electronic Health Records (EHR) Simulation-Based Training: A Scoping Review Protocol.” BMJ Open 10(8). doi: 10.1136/bmjopen-2020-036884.
• O’Donovan, Róisín, and Eilish McAuliffe. 2020. “A Systematic Review Exploring the Content and Outcomes of Interventions to Improve Psychological Safety, Speaking up and Voice Behaviour.” BMC Health Services Research 20(1).
• Park, Christine S., Louise Clark, Grace Gephardt, Jamie M. Robertson, Jane Miller, Dayna K. Downing, Bee Leng Sabrina Koh, Kellie D. Bryant, David Grant, Dinker R. Pai, Jesika S. Gavilanes, Edgar Israel Herrera Bastida, Li Li, Keith Littlewood, Eliana Escudero, Michelle Ann Kelly, Debra Nestel, and Jan Joost Rethans. 2020. “Manifesto for Healthcare Simulation Practice.” BMJ Simulation and Technology Enhanced Learning 6(6).
• Paul, Prabasaj, Rachel B. Slayton, Alexander J. Kallen, Maroya S. Walters, and John A. Jernigan. 2020. “Modeling Regional Transmission and Containment of a Healthcare-Associated Multidrug-Resistant Organism.” Clinical Infectious Diseases 70(3). doi: 10.1093/cid/ciz248.
• Pawlowski, John B., David M. Feinstein, and Shalin G. Gala. 2018. “Developments in the Transition from Animal Use to Simulation-Based Biomedical Education.” Simulation in Healthcare 13(6). doi: 10.1097/SIH.0000000000000310.
• Persson, Johanna. 2017. “A Review of the Design and Development Processes of Simulation for Training in Healthcare – A Technology-Centered versus a Human-Centered Perspective.” Applied Ergonomics 58.
• Porphyre, Thibaud, Karl M. Rich, and Harriet K. Auty. 2018. “Assessing the Economic Impact of Vaccine Availability When Controlling Foot and Mouth Disease Outbreaks.” Frontiers in Veterinary Science 5(MAR). doi: 10.3389/fvets.2018.00047.
• Prabhakaran, Harishankar. 2020. “Spread of the Novel Coronavirus (SARS-CoV-2): Modeling and Simulation of Control Strategies.” MedRxiv.
• Rajakumari, K., and M. Madhunisha. 2020. “Intelligent and Convolutional-Neural-Network Based Smart Hospital and Patient Scheduling System.” in 2020 International Conference on Computer Communication and Informatics, ICCCI 2020.
• Raman, Savithri, Leodoro J. Labrague, Judie Arulappan, Jansi Natarajan, Anandhi Amirtharaj, and Devakirubai Jacob. 2019. “Traditional Clinical Training Combined with High-Fidelity Simulation-Based Activities Improves Clinical Competency and Knowledge among Nursing Students on a Maternity Nursing Course.” Nursing Forum 54(3). doi: 10.1111/nuf.12351.
• Regnante, Jeanne M., Nicole Richie, Lola Fashoyin-Aje, ..., and Moon S. Chen. 2020. “Operational Strategies in US Cancer Centers of Excellence That Support the Successful Accrual of Racial and Ethnic Minorities in Clinical Trials.” Contemporary Clinical Trials Communications 17. doi: 10.1016/j.conctc.2020.100532.
• Ren, Yifan, Michael Phan, Phillip Luong, Jamin Wu, Daniel Shell, Christen D. Barras, Hong Kuan Kok, Moe Burney, Bahman Tahayori, Huey Ming Seah, Julian Maingard, Kevin Zhou, Anthony Lamanna, Ashu Jhamb, Vincent Thijs, Duncan Mark Brooks, and Hamed Asadi. 2020. “Geographic Service Delivery for Endovascular Clot Retrieval: Using Discrete Event Simulation to Optimize Resources.” World Neurosurgery 141. doi: 10.1016/j.wneu.2020.05.168.
• Ribeiro, RA, EN Baungratz, G. Vaccaro, PS Schmitz, AK Fernandes, V. Colpani, and M. Falavigna. 2016. “Factors Influencing Door-To-Doctor Time In An Emergency Department: Discrete Event Simulation Model.” Value in Health 19(7). doi: 10.1016/j.jval.2016.09.1597.
• Rollins, Christina, Emily Bailey, Jacqueline Gregoire, and Tim Milner. 2018. “Clinical Simulation Learning for Small-Bowel Feeding Tube Insertion.” Nutrition in Clinical Practice 33(2).
• Römmele, C., T. Neidel, J. Heins, S. Heider, V. Otten, A. Ebigbo, T. Weber, M. Müller, O. Spring, G. Braun, M. Wittmann, J. Schoenfelder, A. R. Heller, H. Messmann, and J. O. Brunner. 2020. “Bed Capacity Management in Times of the COVID-19 Pandemic: A Simulation-Based Prognosis of Normal and Intensive Care Beds Using the Descriptive Data of the University Hospital Augsburg.” Anaesthesist 69(10). doi: 10.1007/s00101-020-00830-6.
• Roy, Sumanta, Shanmugam Prasanna Venkatesan, and Mark Goh. 2020. “Healthcare Services: A Systematic Review of Patient-Centric Logistics Issues Using Simulation.” Journal of the Operational Research Society. doi: 10.1080/01605682.2020.1790306.
• Rysava, Kristyna, and Michael Tildesley. 2019. “Cost-Effectiveness Analysis of One Health Surveillance Strategies for Rabies Control.” Online Journal of Public Health Informatics 11(1). doi: 10.5210/ojphi.v11i1.9783.
• Salleh, Syed, Praveen Thokala, Alan Brennan, Ruby Hughes, and Andrew Booth. 2017. “Simulation Modelling in Healthcare: An Umbrella Review of Systematic Literature Reviews.” PharmacoEconomics 35(9).
• Salman, Omar Hussein, Mohammed Imad Aal-Nouman, and Zahraa K. Taha. 2020. “Reducing Waiting Time for Remote Patients in Telemedicine with Considering Treated Patients in Emergency Department Based on Body Sensors Technologies and Hybrid Computational Algorithms: Toward Scalable and Efficient Real Time Healthcare Monitoring System.” Journal of Biomedical Informatics 112. doi: 10.1016/j.jbi.2020.103592.
• Salmon, Andrew, Sebastian Rachuba, Simon Briscoe, and Martin Pitt. 2018. “A Structured Literature Review of Simulation Modelling Applied to Emergency Departments: Current Patterns and Emerging Trends.” Operations Research for Health Care 19.
• Sánchez-Romero, Luz Maria, Joanne Penko, Pamela G. Coxson, Alicia Fernández, Antoinette Mason, Andrew E. Moran, Leticia Ávila-Burgos, Michelle Odden, Simón Barquera, and Kirsten Bibbins-Domingo. 2016. “Projected Impact of Mexico’s Sugar-Sweetened Beverage Tax Policy on Diabetes and Cardiovascular Disease: A Modeling Study.” PLoS Medicine 13(11). doi: 10.1371/journal.pmed.1002158.
• Schaumann, Davide, Nirit Putievsky Pilosof, Michal Gath-Morad, and Yehuda E. Kalay. 2020. “Simulating the Impact of Facility Design on Operations: A Study in an Internal Medicine Ward.” Facilities 38(7–8). doi: 10.1108/F-10-2018-0132.
• Shepherd, Irwyn, and Trish Burton. 2019. “A Conceptual Framework for Simulation in Healthcare Education — The Need.” Nurse Education Today 76. doi: 10.1016/j.nedt.2019.01.033. Shin, Seung Yeob, Yuriy Brun, Hari Balasubramanian, Philip L. Henneman, and Leon J. Osterweil. 2018. “Discrete-Event Simulation and Integer Linear Programming for Constraint-Aware Resource Scheduling.” IEEE Transactions on Systems, Man, and Cybernetics: Systems 48(9). doi: 10.1109/TSMC.2017.2681623.
• Shrime, Mark G., Katherine R. Iverson, Rachel Yorlets, Sanam Roder-DeWan, Anna D. Gage, Hannah Leslie, and Address Malata. 2019. “Predicted Effect of Regionalised Delivery Care on Neonatal Mortality, Utilisation, Financial Risk, and Patient Utility in Malawi: An Agent-Based Modelling Analysis.” The Lancet Global Health 7(7). doi: 10.1016/S2214-109X(19)30170-6.
• Stretton, Todd, Thomas Cochrane, and Vickel Narayan. 2018. “Exploring Mobile Mixed Reality in Healthcare Higher Education: A Systematic Review.” Research in Learning Technology 26. doi: 10.25304/rlt.v26.2131.
• Sureshkumar, Venkatasamy, Ruhul Amin, V. R. Vijaykumar, and S. Raja Sekar. 2019. “Robust Secure Communication Protocol for Smart Healthcare System with FPGA Implementation.” Future Generation Computer Systems 100. doi: 10.1016/j.future.2019.05.058.
• Syahrir, Irwan, Suparno, and Iwan Vanany. 2015. “Healthcare and Disaster Supply Chain: Literature Review and Future Research.” Procedia Manufacturing 4. doi: 10.1016/j.promfg.2015.11.007.
• Şen, E., Körük, E., Serper, N., & Çalış Uslu, B. (2019). Big Data Analytics and Simulation for Better Strategic Management. Journal of Current Research on Engineering, Science and Technology, 5(2), 1-12.
• Taboada, Manel, Eduardo Cabrera, Emilio Luque, Francisco Epelde, and M. Luisa Iglesias. 2013. “Modeling, Simulation and Optimization of Resources Management in Hospital Emergency Departments Using the Agent-Based Approach.” in Advances in Computational Modeling Research: Theory, Developments and Applications.
• Thoma, Brent, Victoria Brazil, Jesse Spurr, Janice Palaganas, Walter Eppich, Vincent Grant, and Adam Cheng. 2018. “Establishing a Virtual Community of Practice in Simulation: The Value of Social Media.” Simulation in Healthcare 13(2). doi: 10.1097/SIH.0000000000000284.
• Tilbrook, Ackland, Trudy Dwyer, Kerry Reid-Searl, and Judi A. Parson. 2017. “A Review of the Literature – The Use of Interactive Puppet Simulation in Nursing Education and Children’s Healthcare.” Nurse Education in Practice 22.
• Uslu, Banu Çalış, Ertuğ Okay, and Erkan Dursun. 2020. “Analysis of Factors Affecting IoT-Based Smart Hospital Design.” Journal of Cloud Computing 9(1). doi: 10.1186/s13677-020-00215-5. Uslu, B. Ç., & Fırat, S. Ü. O. (2019). A comprehensive study on Internet of Things based on Key Artificial Intelligence Technologies and Industry 4.0. In Advanced Metaheuristic Methods in Big Data Retrieval and Analytics (pp. 1-26). IGI Global.
• USLU, B. Ç. (2020). CAPABILITY MODEL AND COMPETENCE MEASURING FOR SMART HOSPITAL SYSTEM: AN ANALYSIS FOR TURKEY. International Journal of Health Services Research and Policy, 5(1), 41-50.
• Valipoor, Shabboo, Mohsen Hatami, Hesamedin Hakimjavadi, Elif Akçalı, Wendy A. Swan, and Giuliano de Portu. 2020. “Data-Driven Design Strategies to Address Crowding and Boarding in an Emergency Department: A Discrete-Event Simulation Study.” Health Environments Research and Design Journal. doi: 10.1177/1937586720969933.
• Wan, Wai Hin, and Angie Ho Yan Lam. 2019. “The Effectiveness of Virtual Reality-Based Simulation in Health Professions Education Relating to Mental Illness: A Literature Review.” Health 11(06). doi: 10.4236/health.2019.116054.
• Welsch, Lauren A., Johanna Hoch, Rebecca Deal Poston, V. Andrea Parodi, and Muge Akpinar-Elci. 2018. “Interprofessional Education Involving Didactic TeamSTEPPS® and Interactive Healthcare Simulation: A Systematic Review.” Journal of Interprofessional Care 32(6). doi: 10.1080/13561820.2018.1472069.
• Wilbanks, Bryan A., and Edwin N. Aroke. 2020. “Using Clinical Simulations to Train Healthcare Professionals to Use Electronic Health Records: A Literature Review.” Computers, Informatics, Nursing : CIN 38(11). doi: 10.1097/CIN.0000000000000631.
• Yang, Kum Khiong, Sean Shao Wei Lam, Joyce M. W. Low, and Marcus Eng Hock Ong. 2016. “Managing Emergency Department Crowding through Improved Triaging and Resource Allocation.” Operations Research for Health Care 10. doi: 10.1016/j.orhc.2016.05.001.
• Yang, Ying Ying, Ying Ying Yang, Ying Ying Yang, Ying Ying Yang, Ling Yu Yang, Ling Yu Yang, Fa Yauh Lee, Fa Yauh Lee, and Shinn Jang Hwang. 2019. “DAA-Based IIT Simulation Model Enhances the Interprofessional Collaboration and Team Efficiency Competency of Health Professionals.” Journal of the Chinese Medical Association 82(3). doi: 10.1097/JCMA.0000000000000024.
• Yousefi, Milad, Moslem Yousefi, and Flavio S. Fogliatto. 2020. “Simulation-Based Optimization Methods Applied in Hospital Emergency Departments: A Systematic Review.” Simulation 96(10). doi: 10.1177/0037549720944483.
• Zhang, Cevin, Thomas Grandits, Karin Pukk Härenstam, Jannicke Baalsrud Hauge, and Sebastiaan Meijer. 2019. “Correction to: A Systematic Literature Review of Simulation Models for Non-Technical Skill Training in Healthcare Logistics.” Advances in Simulation 4(1). doi: 10.1186/s41077-019-0094-9.
• Zijlmans, Mariken, Carla D. Sá-Couto, Willem L. van Meurs, Jane A. Goodwin, and Peter Andriessen. 2009. “Corrected and Improved Model for Educational Simulation of Neonatal Cardiovascular Pathophysiology.” Simulation in Healthcare 4(1). doi: 10.1097/SIH.0b013e31818b27a8.