Technical Papers
Aug 1, 2024

Human-Centered Approach for Resilience Assessment of Healthcare Networks Subjected to Sequential Earthquakes

Publication: Natural Hazards Review
Volume 25, Issue 4

Abstract

Healthcare services are critical for community resilience and stability as their role after disastrous events is indispensable to reducing casualties and returning the community to normalcy. Sequential mainshock-aftershock events can damage hospital components, reduce utility availability, and cause multiple patient surges. No studies have been conducted to evaluate the impact of mainshock-aftershock events on healthcare resilience. Accordingly, here we investigate the impact of multiple earthquakes on the healthcare network in Shelby County, Tennessee, and determine the optimal resources needed to enhance its functionality. The functionality is estimated by combining functionality quantity and quality terms. The quantity is calculated based on the number of staffed beds, a function of physical space, staff, and supplies. The quality is based on the waiting time to receive treatment. The analysis starts by simulating the intensities of the mainshock and aftershock events. Following hazard simulation, the impacts of the mainshock on damaging the hospital buildings, the supporting infrastructure, and the associated staff housing are modeled. A semi-Markovian process is then used to model the repair process to update the condition of the physical space over time. A staff-to-hospital connectivity model is utilized to simulate the connection between the residence of each hospital staff and their residence. Additionally, a patient-to-hospital connectivity model is used to simulate the hospitals’ demand. The results show that providing alternatives for hospitals’ staff, space, and supplies during multiple hazards effectively improves healthcare resilience. For the investigated scenario, the optimal use of these alternatives can shorten the recovery time by 38% and increase the resilience of the healthcare system by 8%.

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Data Availability Statement

Some or all data, models, or codes that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

Funding for this study was in part provided by the cooperative Agreement 70NANB15H044 between the National Institute of Standards and Technology (NIST) and Colorado State University. The contents expressed in this paper are the views of the authors and do not necessarily represent the opinions or views of NIST or the US Department of Commerce.

References

ACT (Applied Technology Council). 1985. Earthquake damage evaluation data for California. ATC-13. Redwood City, CA: ACT.
Admuthe, S. A. 2018. Semi-rigid steel frames subjected to mainshock-aftershock earthquake sequences. Fort Collins, CO: Colorado State Univ.
Alisjahbana, I., L. Ceferino, and A. Kiremidjian. 2023. “Prioritized reconstruction of healthcare facilities after earthquakes based on recovery of emergency services.” Risk Anal. 43 (9): 1763–1778. https://doi.org/10.1111/risa.14076.
Arboleda, C. A., D. M. Abraham, and R. Lubitz. 2007. “Simulation as a tool to assess the vulnerability of the operation of a health care facility.” J. Perform. Constr. Facil. 21 (4): 302–312. https://doi.org/10.1061/(ASCE)0887-3828(2007)21:4(302).
Båth, M. 1965. “Lateral inhomogeneities of the upper mantle.” Tectonophysics 2 (6): 483–514. https://doi.org/10.1016/0040-1951(65)90003-X.
Benson, M., K. L. Koenig, and C. H. Schultz. 1996. “Disaster triage: START, then SAVE—A new method of dynamic triage for victims of a catastrophic earthquake.” Prehospital Disaster Med. 11 (2): 117–124. https://doi.org/10.1017/S1049023X0004276X.
California Primary Care Association. 2010. Earthquake preparedness for community clinics and health centers. Sacramento, CA: California Primary Care Association.
Ceferino, L., J. Mitrani-Reiser, A. Kiremidjian, G. Deierlein, and C. Bambarén. 2020. “Effective plans for hospital system response to earthquake emergencies.” Nat. Commun. 11 (4325): 1–12. https://doi.org/10.1038/s41467-020-18072-w.
Census.gov. 2020. “On the map.” Accessed April 24, 2020. https://onthemap.ces.census.gov/.
Census Reporter. 2021a. “Health insurance coverage status by sex by age.” Accessed January 1, 2023. https://censusreporter.org/data/map/?table=B27001geo_ids=05000US47157,140%7C05000US47157primary_geo_id=05000US47157.
Census Reporter. 2021b. “Poverty status in the past 12 months by sex by age.” Accessed January 1, 2023. https://censusreporter.org/data/map/?table=B17001geo_ids=05000US47157,04000US47,01000US,140%7C05000US47157primary_geo_id=05000US47157.
Center of Excellence for Risk-Based Community Resilience Planning at Colorado State University. 2022. “Interdependent Networked Community Resilience Modeling Environment (IN-CORE).” Accessed January 1, 2023. https://incore.ncsa.illinois.edu/.
Chaffee, M. W., and N. S. Oster. 2006. “The role of hospitals in disaster.” Disaster Med. 34–42. https://doi.org/10.1016/B978-0-323-03253-7.50012-1.
Cimellaro, G. P. 2016. “Urban resilience for emergency response and recovery.” In Geotechnical, geological and earthquake engineering. New York: Springer.
Cimellaro, G. P., A. M. Reinhorn, and M. Bruneau. 2011. “Performance-based metamodel for healthcare facilities.” Earthquake Eng. Struct. Dyn. 40 (11): 1197–1217. https://doi.org/10.1002/eqe.
City of Boulder’s Planning and Development Services Center. 2010. Emergency management plan guidelines. Boulder, CO: City of Boulder’s Planning and Development Services Center.
Cramer, C. H., J. S. Gomberg, E. S. Schweig, B. A. Waldron, and K. Tucker. 2004. The Memphis, Shelby County, Tennessee, Seismic Hazard Maps. Washington, DC: USGS Warehouse. https://doi.org/10.3133/ofr20041294.
data.gov. 2019. “TIGER/Line Shapefile, 2019, county, Shelby County, TN, All Roads County-based Shapefile.” Accessed January 1, 2023. https://catalog.data.gov/dataset/tiger-line-shapefile-2019-county-shelby-county-tn-all-roads-county-based-shapefile.
Davidsen, J., C. Gu, and M. Baiesi. 2015. “Generalized Omori–Utsu law for aftershock sequences in southern California.” Geophys. J. Int. 201 (2): 965–978. https://doi.org/10.1093/gji/ggv061.
De Angeli, S., B. D. Malamud, L. Rossi, F. E. Taylor, E. Trasforini, and R. Rudari. 2022. “A multi-hazard framework for spatial-temporal impact analysis.” Int. J. Disaster Risk Reduct. 73 (Jul): 102829. https://doi.org/10.1016/j.ijdrr.2022.102829.
Dijkstra, E. W. 1959. “A note on two problems in connexion with graphs.” Numer. Math. 1: 269–271. https://doi.org/10.1007/BF01386390.
Dong, Y., and D. Frangopol. 2017. “Probabilistic assessment of an interdependent healthcare–bridge network system under seismic hazard.” J. Struct. Infrastruct. Eng. 13 (1): 160–170. https://doi.org/10.1080/15732479.2016.1198399.
Earthquake Hazards. 2011. “Putting down roots in earthquake country: Your handbook for earthquakes in the Central United States.” usgs.gov. Accessed January 1, 2023. https://www.usgs.gov/programs/earthquake-hazards/new-madrid-seismic-zone.
FEMA. 2007. Risk management series: Design guide for improving hospital safety in earthquakes, floods, and high winds. FEMA 577. Washington, DC: FEMA.
Ghods, A., E. Shabanian, E. Bergman, M. Faridi, S. Donner, G. Mortezanejad, and A. Aziz-Zanjani. 2015. “The Varzaghan-Ahar, Iran, Earthquake Doublet (Mw 6.4, 6.2): Implications for the geodynamics of northwest Iran.” Geophys. J. Int. 203 (1): 522–540. https://doi.org/10.1093/gji/ggv306.
Gray, B. H., and K. Hebert. 2006. Hospitals in Hurricane Katrina: Challenges facing custodial institutions in a disaster. Washington, DC: Urban Institute.
Hassan, E. M., S. Admuthe, and H. Mahmoud. 2020. “Response of semi-rigid steel frames to sequential earthquakes.” J. Constr. Steel Res. 173 (Mar): 106272. https://doi.org/10.1016/j.jcsr.2020.106272.
Hassan, E. M., and H. Mahmoud. 2018. “A framework for estimating immediate interdependent functionality reduction of a steel hospital following a seismic event.” Eng. Struct. 168 (Aug): 669–683. https://doi.org/10.1016/j.engstruct.2018.05.009.
Hassan, E. M., and H. Mahmoud. 2019. “Full functionality and recovery assessment framework for a hospital subjected to a scenario earthquake event.” Eng. Struct. 188 (Dec): 165–177. https://doi.org/10.1016/j.engstruct.2019.03.008.
Hassan, E. M., and H. Mahmoud. 2020. “An integrated socio-technical approach for post-earthquake recovery of interdependent healthcare system.” Reliab. Eng. Syst. Saf. 201 (Dec): 106953. https://doi.org/10.1016/j.ress.2020.106953.
Hassan, E. M., and H. Mahmoud. 2021a. “Healthcare and education networks interaction as an indicator of social services stability following natural disasters.” Sci. Rep. 11 (1): 1664. https://doi.org/10.1038/s41598-021-81130-w.
Hassan, E. M., and H. N. Mahmoud. 2021b. “Orchestrating performance of healthcare networks subjected to the compound events of natural disasters and pandemic.” Nat. Commun. 12 (1): 1338. https://doi.org/10.1038/s41467-021-21581-x.
HAZUS-MH 2.1. 2015. Multi-hazard loss estimation methodology: Earthquake model. Washington, DC: Federal Emergency Management Agency.
Holmes, A., Z. Jaber, and A. J. Khan. 2023. “Anger grows in Turkey as earthquake death toll passes 20,000 and rescue hopes dwindle.” NBC NEWS, February 9, 2023.
Iglesias, V., et al. 2021. “Risky development: Increasing exposure to natural hazards in the United States.” Earth Future 9 (7): 1–20. https://doi.org/10.1029/2020EF001795.
Jacques, C. C., J. McIntosh, S. Giovinazzi, T. D. Kirsch, T. Wilson, and J. Mitrani-Reiser. 2014. “Resilience of the Canterbury hospital system to the 2011 Christchurch earthquake.” Earthquake Spectra 30 (1): 533–554. https://doi.org/10.1193/032013EQS074M.
Levinson, D. R. 2014. Hospital emergency preparedness and response during superstorm Sandy. Washington, DC: Dept. of Health and Human Services.
Li, X., and J. Zheng. 2014. “Efficient post-disaster patient transportation and transfer: Experiences and lessons learned in emergency medical rescue in Aceh after the 2004 Asian tsunami.” Mil. Med. 179 (8): 913–919. https://doi.org/10.7205/MILMED-D-13-00525.
Lupoi, A., F. Cavalieri, and P. Franchin. 2013. “Seismic resilience of regional health-care systems.” In Proc., ICOSSAR 2013, 4221–4228. London: Taylor Francis Group.
Mahmoud, H. 2020. “Barriers to gauging built environment climate vulnerability.” Nat. Clim. Change 10 (6): 482–485. https://doi.org/10.1038/s41558-020-0742-z.
Mills, A. F., N. T. Argon, and S. Ziya. 2018. “Dynamic distribution of patients to medical facilities in the aftermath of a disaster.” Oper. Res. 66 (3): 716–732. https://doi.org/10.1287/opre.2017.1695.
Naghii, M. R. 2005. “Public health impact and medical consequences of earthquakes.” Rev. Panam. Salud Publica 18 (3): 216–221. https://doi.org/10.1590/S1020-49892005000800013.
Nakahara, S., and M. Ichikawa. 2013. “Mortality in the 2011 tsunami in Japan.” J. Epidemiol. 23 (1): 70–73. https://doi.org/10.2188/jea.JE20120114.
New Jersey Office of Homeland Security. 2010. Weathering the storm: A hurricane planning, response and recovery toolkit. Trenton, NJ: New Jersey Office of Homeland Security.
OpenStreetMap Contributors. 2022. “OpenStreetMap.” Accessed January 1, 2023. https://www.openstreetmap.org/.
Parker, M., and D. Steenkamp. 2012. “The economic impact of the Canterbury earthquakes major earthquakes.” Reserve Bank N. Z. Bull. 75 (3): 13–25.
Paul, J. A., and R. Batta. 2008. “Models for hospital location and capacity allocation for an area prone to natural disasters.” Int. J. Oper. Res. 3 (5): 473–496. https://doi.org/10.1504/IJOR.2008.019170.
Reuters. 2023. “Earthquake death toll surpasses 50,000 in Turkey and Syria.” Middle East. Accessed February 3, 2023. https://www.reuters.com/world/middle-east/earthquake-death-toll-surpasses-50000-turkey-syria-2023-02-24/.
Risk Management Solutions. 2010. The 2010 Maule, Chile earthquake: Lessons and future challenges. Newark, CARisk Management Solutions.
Schultz, C. H., K. L. Koenig, and E. K. Noji. 1996. “A medical disaster response to reduce immediate mortality after an earthquake.” N. Engl. J. Med. 334 (7): 438–444. https://doi.org/10.1056/NEJM199602153340706.
Shaw, R., and Y. Takeuchi. 2012. East Japan earthquake and tsunami–Key lessons for the education sector. Kyoto, Japan: Kyoto Univ.
Statista.com. 2016. “Ratio of full-time equivalents per occupied hospital bed in the United States by MHS ownership in 2014.” Accessed January 1, 2023. https://www.statista.com/statistics/325303/hospital-staffing-ratios-by-fte-per-occupied-bed-by-mhs-ownership-in-the-us/.
Tariverdi, M., E. Miller-Hooks, and T. Kirsch. 2018. “Strategies for improved hospital response to mass casualty incidents.” Disaster Med. Public Health Prep. 12 (6): 778–790. https://doi.org/10.1017/dmp.2018.4.
Tennessee Department of Health. 2022. “CEDEP emergency preparedness.” Accessed January 1, 2023. https://www.tn.gov/health/cedep/ep-backup.html.
US Census Bureau. 2021. “Shelby county, Tennessee (QuickFacts).” Accessed January 1, 2023. https://www.census.gov/quickfacts/shelbycountytennessee.
US Department of Health Human Services. 2023. “COVID-19 hospital capacity in Shelby County and surrounding area.” Accessed January 1, 2023. https://data.commercialappeal.com/covid-19-hospital-capacity/.
US Department of Homeland Security. 2022. “First responder capability.” Accessed January 1, 2023. https://www.dhs.gov/science-and-technology/first-responders-capability.
USGS. 2006. “Liquefaction potential maps for Memphis, Shelby County, Tennessee.” Earthquake Hazards Progress. Accessed January 1, 2023. https://earthquake.usgs.gov/hazards/urban/memphis/liquefaction.php.
USGS. 2011. “Magnitude 9.0–Near the east coast of Honshu, Japan.” United States Geological Survey. Accessed November 1, 2023. https://earthquake.usgs.gov/earthquakes/eventpage/official20110311054624120_30/executive.
USGS. 2015. “Aftershock forecast overview.” Earthquake Hazards Progress. Accessed January 1, 2023. https://earthquake.usgs.gov/data/oaf/overview.php.
USGS. 2023. “A magnitude 7.8 earthquake struck overnight near Nurdağı, Turkey on February 6 at 01:17 UTC.” Feature Story. Accessed June 2, 2023. https://www.usgs.gov/news/featured-story/magnitude-78-earthquake-nurdagi-turkey.
Zhai, C. H., W. P. Wen, Z. Q. Chen, S. Li, and L. L. Xie. 2013. “Damage spectra for the mainshock-aftershock sequence-type ground motions.” Soil Dyn. Earthquake Eng. 45 (Dec): 1–12. https://doi.org/10.1016/j.soildyn.2012.10.001.

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Go to Natural Hazards Review
Natural Hazards Review
Volume 25Issue 4November 2024

History

Received: Mar 4, 2023
Accepted: May 28, 2024
Published online: Aug 1, 2024
Published in print: Nov 1, 2024
Discussion open until: Jan 1, 2025

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Emad Hassan, A.M.ASCE [email protected]
Research Scientist, Dept. of Civil and Environmental Engineering, Colorado State Univ., Fort Collins, CO 80523-1272. Email: [email protected]
George T. Abell Professor in Infrastructure, Dept. of Civil and Environmental Engineering, Colorado State Univ., Fort Collins, CO 80523-1372 (corresponding author). ORCID: https://orcid.org/0000-0002-3106-6067. Email: [email protected]

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