Development of a Proof-of-Concept Multi-Method Computer Simulation to Support Rural Healthcare Disaster Preparedness Planning

Thomas A. Berg , Kristina W. Kintziger , Julie Suzuki Crumly , Scott A. Lawson , Carole R. Myers , Tracey T. Stansberry

International Journal of Disaster Risk Science ›› 2024, Vol. 15 ›› Issue (3) : 346 -358.

PDF
International Journal of Disaster Risk Science ›› 2024, Vol. 15 ›› Issue (3) : 346 -358. DOI: 10.1007/s13753-024-00561-x
Article

Development of a Proof-of-Concept Multi-Method Computer Simulation to Support Rural Healthcare Disaster Preparedness Planning

Author information +
History +
PDF

Abstract

Due to a lack of resources, rural communities often face challenges when planning catastrophic events. This project involved applying systems thinking and model-based systems engineering to develop a proof-of-concept, multi-method computer simulation and then determining whether the simulation could be used to assess the efficacy of disaster planning approaches on health outcomes in rural communities, as a function of primary healthcare. The project focus was a rural or non-urban healthcare system experiencing a natural hazard. Both system dynamics and discrete event models were incorporated to represent subsystem operations, crucial disaster responses, as well as three key response systems: public health, emergency management, and healthcare. The subsystem models included several components: policies/procedures, communications, resources, exercises/drills/training, healthcare space and staff, and the flow of affected people into and through the system. The combined simulation can serve as a first step to a more comprehensive approach to helping rural communities achieve more efficient and effective healthcare planning for disaster responses.

Keywords

Computer simulation / Disaster preparedness / Model-based systems engineering / Rural healthcare / System dynamics model / Systems thinking

Cite this article

Download citation ▾
Thomas A. Berg, Kristina W. Kintziger, Julie Suzuki Crumly, Scott A. Lawson, Carole R. Myers, Tracey T. Stansberry. Development of a Proof-of-Concept Multi-Method Computer Simulation to Support Rural Healthcare Disaster Preparedness Planning. International Journal of Disaster Risk Science, 2024, 15(3): 346-358 DOI:10.1007/s13753-024-00561-x

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Allen, M., A. Bhanji, J. Willemsen, S. Dudfield, S. Logan, and T. Monks. 2020. A simulation modeling toolkit for organising outpatient dialysis services during the COVID-19 pandemic. PLOS One 15(8): Article e0237628.

[2]

An L. Modeling human decisions in coupled human and natural systems: Review of agent-based models. Ecological Modelling, 2012, 229: 25-36

[3]

Berg TA, Marino KN, Kintziger KW. The application of model-based systems engineering to rural healthcare system disaster planning: A scoping review. International Journal of Disaster Risk Science, 2023, 14(3): 357-368

[4]

Brailsford SC, Eldabi T, Kunc M, Mustafee N, Osorio AF. Hybrid simulation modelling in operational research: A state-of-the-art review. European Journal of Operational Research, 2019, 278(3): 721-737

[5]

Chaffee MW, McNeill MM. A model of nursing as a complex adaptive system. Nursing Outlook, 2007, 55(5): 232-241

[6]

Chahal, K., and T. Eldabi. 2008. Applicability of hybrid simulation to different modes of governance in UK healthcare. 2008 Winter Simulation Conference, 7–10 December 2008, Miami, FL, USA, IEEE. https://doi.org/10.1109/WSC.2008.4736226.

[7]

Chovatiya, M., A. Dhameliya, J. Deokar, J. Gonsalves, and A. Mathur. 2019. Prediction of dengue using recurrent neural network. In Proceedings of the 2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI), 23–25 April 2019, Tirunelveli, India.

[8]

Coetzee C, Van Niekerk D, Raju E. Disaster resilience and complex adaptive systems theory. Disaster Prevention and Management, 2016, 25(2): 196-211

[9]

Economic Innovation Group. 2021. Redefining rural: Towards a better understanding of geography, demography, and economy in America’s rural places. https://eig.org/redefining-rural-basics-and-well-being/. Accessed 11 May 2023.

[10]

Forrester, J. 1961. Industrial dynamics. Systems Dynamics Series. Portland, OR: MIT Press.

[11]

Hassan, E.M., and H. Mahmoud. 2020. An integrated socio-technical approach for post-earthquake recovery of interdependent healthcare system. Reliability Engineering & System Safety 201: Article 106953.

[12]

Hassan, E.M., and H.N. Mahmoud. 2021. Orchestrating performance of healthcare networks subjected to the compound events of natural disasters and pandemic. Nature Communications 12(1): Article 1338.

[13]

Hendrickson, C., M. Muro, and W.A. Galston. 2018. Countering the geography of discontent: Strategies for left-behind places. https://www.brookings.edu/research/countering-the-geography-of-discontent-strategies-for-left-behind-places/. Accessed 11 May 2023.

[14]

Hoard M, Homer J, Manley W, Furbee P, Haque A, Helmkamp J. Systems modeling in support of evidence-based disaster planning for rural areas. International Journal of Hygiene and Environmental Health, 2005, 208(1–2): 117-125

[15]

Homer JB, Hirsch GB. System dynamics modeling for public health: Background and opportunities. American Journal of Public Health, 2006, 96(3): 452-458

[16]

Homer J. Modeling global loss of life from climate change through 2060. System Dynamics Review, 2020, 36(4): 523-535

[17]

Human Resources & Services Administration. 2022. Defining rural population. https://www.hrsa.gov/rural-health/about-us/what-is-rural. Accessed 11 May 2023.

[18]

Johnson, S. 2022. New study reveals alarming shortage of mental health professionals in rural America. https://bigthink.com/culture-religion/new-study-reveals-alarming-shortage-of-mental-health-professionals-in-rural-america/. Accessed 11 May 2023

[19]

Johnt, K.E., N. Nguyen, L.W. Samson, and J.E. Snyder. 2016. Rural hospital performance in value-based purchasing and other delivery system reform initiatives. https://aspe.hhs.gov/sites/default/files/migrated_legacy_files//156066/RuralHospitalsDSR.pdf. Accessed 11 May 2023.

[20]

Jun JB, Jacobson SH, Swisher JR. Application of discrete-event simulation in health care clinics: A survey. Journal of the Operational Research Society, 1999, 50(2): 109-123

[21]

Kapucu, N. 2009. Interorganizational coordination in complex environments of disasters: The evolution of intergovernmental disaster response systems. Journal of Homeland Security and Emergency Management 6(1): Article 47.

[22]

Kasturi, S.N., J. Park, D. Wild, B. Khan, D.A. Haggstrom, and S. Grannis. 2021. Predicting COVID-19-related health care resource utilization across a statewide patient population: Model development study. Journal of Medical Internet Research 23(11): Article e31337.

[23]

Kirsch T, Miller-Hooks E, TariVerdi M. Strategies for improved hospital response to mass casualty incidents. Disaster Medicine and Public Health Preparedness, 2018, 12(6): 778-790

[24]

Lane DC, Monefeldt C, Rosenhead JV. Looking in the wrong place for healthcare improvements: A system dynamics study of an accident and emergency department. Journal of the Operational Research Society, 2000, 51(5): 518-531

[25]

Macal CM. Everything you need to know about agent-based modelling and simulation. Journal of Simulation, 2016, 10: 144-156

[26]

Maglio PP, Sepulveda MJ, Mabry PL. Mainstreaming modeling and simulation to accelerate public health innovation. American Journal of Public Health, 2014, 104(7): 1181-1186

[27]

Medical Group Management Association. 2018. MGMA Stat poll: Demand still high for qualified non-clinical applicants in healthcare industry. https://www.mgma.com/news-insights/human-resources/mgma-stat-poll-demand-still-high-for-qualified-no. Accessed 11 May 2023.

[28]

Medicare Payment Advisory Council. 2018. Report to the Congress: Medicare and the health care delivery system. https://www.medpac.gov/wp-content/uploads/import_data/scrape_files/docs/default-source/reports/jun18_medpacreporttocongress_rev_nov2019_note_sec.pdf. Accessed 11 May 2023.

[29]

Miller, H.E., K.J. Engemann, and R.R. Yage. 2006. Disaster planning and management. Communications of the IIMA 6(2): Article 4.

[30]

Moore, T.W., P.D. Finley, J.M. Linebarger, W.E. Beyeler, V.J. Davey, and R.J. Glass. 2011. Public health care as a complex adaptive system of systems. In Proceedings of the Eigth International Conference on Complex Systems, 16 June–11 July 2011, Quncy, MA, USA.

[31]

Morgan JS, Howick S, Belton V. A toolkit of designs for mixing discrete event simulation and system dynamics. European Journal of Operational Research, 2017, 257(3): 907-918

[32]

Mostafavi A, Ganapati NE. Toward convergence disaster research: Building integrative theories using simulation. Risk Analysis, 2021, 41(7): 1078-1086

[33]

National Association of Counties. n.d. Overview of county government. https://web.archive.org/web/20130417063950/http://www.naco.org/Counties/Pages/Overview.aspx. Accessed 11 May 2023.

[34]

Parker, K., J.M. Horowitz, A. Brown, R. Fry, D. Cohn, and R. Igielink. 2018. What unites and divides urban, suburban and rural communities. https://www.pewresearch.org/social-trends/2018/05/22/what-unites-and-divides-urban-suburban-and-rural-communities/. Accessed 11 May 2023.

[35]

Patvivatsiri, L., E.J. Montes, and X. Ouyang. 2007. Modeling bioterrorism preparedness with simulation in rural healthcare system. In Proceedings of the 2007 Winter Simulation Conference, 9–12 December 2007, Washington, DC, USA.

[36]

Peterson DW, Eberlein RL. Reality check: A bridge between systems thinking and system dynamics. System Dynamics Review, 1994, 10(2–3): 159-174

[37]

Pidd, M. 2004. Complementarity in systems modelling. In Systems modelling: Theory and practice, ed. M. Pidd, Chapter 1. Chichester, UK: John Wiley and Sons.

[38]

Ramos, A.L., J.V. Ferreira, and J. Barceló. 2011. Model-based systems engineering: An emerging approach for modern systems. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) 42(1): 101–111.

[39]

Ratcliffe, M., C. Burd, K. Holder, and A. Fields. 2016. Defining rural at the U.S. Census Bureau. https://www2.census.gov/geo/pdfs/reference/ua/Defining_Rural.pdf. Accessed 11 May 2023.

[40]

Richardson GP, Pugh AL III Introduction to system dynamics modeling with DYNAMO. Journal of the Operational Research Society, 1997, 48(11): 1146

[41]

Savitsky LM, Albright CM. Preventing COVID-19 transmission on labor and delivery: A decision analysis. American Journal of Perinatology, 2020, 37(10): 1031-1037

[42]

Shahverdi, B., E. Miller-Hooks, M. Tariverdi, H. Ghayoomi, D. Prentiss, and T.D. Kirsch. 2022. Models for assessing strategies for improving hospital capacity for handling patients during a pandemic. Disaster Medicine and Public Health Preparedeness 17: Article e110.

[43]

Simonovic SP. Systems approach to management of disasters: Methods and applications, 2020, Hoboken, NJ: John Wiley & Sons

[44]

Sterman JD. Business dynamics: Systems thinking and modeling for a complex world, 2000, Boston: McGraw-Hill

[45]

TariVerdi M, Miller-Hooks E, Kirsch T, Levin S. A resource-constrained, multi-unit hospital model for operational strategies evaluation under routine and surge demand scenarios. IISE Transactions on Healthcare Systems Engineering, 2019, 9(2): 103-119

[46]

The Law Dictionary. n.d. County definition and legal meaning. https://thelawdictionary.org/county/. Accessed 11 May 2023.

[47]

Toerper MF, Kelen GD, Sauer LM, Bayram JD, Catlett C, Levin S. Hospital surge capacity: A web-based simulation tool for emergency planners. Disaster Medicine and Public Health Preparedness, 2018, 12(4): 513-522

[48]

USA Center for Rural Public Health Preparedness. 2007. Partnering to achieve rural health preparedness: A workbook for healthcare providers in rural communities. https://www.cidrap.umn.edu/sites/default/files/php/318/318_toc.pdf. Accessed 11 May 2023.

[49]

USCB (United States Census Bureau). n.d. Urban and rural. https://www.census.gov/programs-surveys/geography/guidance/geo-areas/urban-rural.html. Accessed 11 May 2023.

[50]

USCB (United States Census Bureau). 2016. Measuring America: Our changing landscape. https://www.census.gov/library/visualizations/2016/comm/acs-rural-urban.html. Accessed 11 May 2023.

[51]

USCB (United States Census Bureau). 2022. Nation’s urban and rural populations shift following 2020 census. https://www.census.gov/newsroom/press-releases/2022/urban-rural-populations.html. Accessed 8 May 2024.

[52]

USDA (U.S. Department of Agriculture). 2019. What is rural?. https://www.ers.usda.gov/topics/rural-economy-population/rural-classifications/what-is-rural/. Accessed 11 May 2023.

[53]

U.S. Government Accountability Office. 2020. Rural hospital closures: Affected residents had reduced access to health care services. https://www.gao.gov/assets/gao-21-93.pdf. Accessed 11 May 2023.

AI Summary AI Mindmap
PDF

172

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/