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Published in: BMC Health Services Research 1/2024

Open Access 01-12-2024 | Research

Contributing to health system resilience during pandemics via purchasing and supply strategies: an exploratory system dynamics approach

Authors: Paula Götz, Willem L. Auping, Saba Hinrichs-Krapels

Published in: BMC Health Services Research | Issue 1/2024

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Abstract

Background

Health systems worldwide struggled to obtain sufficient personal protective equipment (PPE) and ventilators during the COVID-19 pandemic due to global supply chain disruptions. Our study’s aim was to create a proof-of-concept model that would simulate the effects of supply strategies under various scenarios, to ultimately help decision-makers decide on alternative supply strategies for future similar health system related crises.

Methods

We developed a system dynamics model that linked a disease transmission model structure (susceptible, exposed, infectious, recovered (SEIR)) with a model for the availability of critical supplies in hospitals; thereby connecting care demand (patients’ critical care in hospitals), with care supply (available critical equipment and supplies). To inform the model structure, we used data on critical decisions and events taking place surrounding purchase, supply, and availability of PPE and ventilators during the first phase of the COVID-19 pandemic within the English national health system. We used exploratory modelling and analysis to assess the effects of uncertainties on different supply strategies in the English health system under different scenarios. Strategies analysed were: (i) purchasing from the world market or (ii) through direct tender, (iii) stockpiling, (iv) domestic production, (v) supporting innovative supply strategies, or (vi) loaning ventilators from the private sector.

Results

We found through our exploratory analysis that a long-lasting shortage in PPE and ventilators is likely to be apparent in various scenarios. When considering the worst-case scenario, our proof-of-concept model shows that purchasing PPE and ventilators from the world market or through direct tender have the greatest influence on reducing supply shortages, compared to producing domestically or through supporting innovative supply strategies. However, these supply strategies are affected most by delays in their shipment time or set-up.

Conclusion

We demonstrated that using a system dynamics and exploratory modelling approach can be helpful in identifying the purchasing and supply chain strategies that contribute to the preparedness and responsiveness of health systems during crises. Our results suggest that to improve health systems’ resilience during pandemics or similar resource-constrained situations, purchasing and supply chain decision-makers can develop crisis frameworks that propose a plan of action and consequently accelerate and improve procurement processes and other governance processes during health-related crises; implement diverse supplier frameworks; and (re)consider stockpiling. This proof-of-concept model demonstrates the importance of including critical supply chain strategies as part of the preparedness and response activities to contribute to health system resilience.
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Literature
1.
go back to reference World Health Organization. The world health report. Geneva: 2000: Health systems: improving performance; 2000. World Health Organization. The world health report. Geneva: 2000: Health systems: improving performance; 2000.
2.
go back to reference Bryce C, Ring P, Ashby S, Wardman JK. Resilience in the face of uncertainty: early lessons from the COVID-19 pandemic. J Risk Res. 2020;23(7–8):880–7.CrossRef Bryce C, Ring P, Ashby S, Wardman JK. Resilience in the face of uncertainty: early lessons from the COVID-19 pandemic. J Risk Res. 2020;23(7–8):880–7.CrossRef
3.
go back to reference Cohen J, van der Meulen Rodgers Y. Contributing factors to personal protective equipment shortages during the COVID-19 pandemic. Prev Med. 2020;141:106263.PubMedPubMedCentralCrossRef Cohen J, van der Meulen Rodgers Y. Contributing factors to personal protective equipment shortages during the COVID-19 pandemic. Prev Med. 2020;141:106263.PubMedPubMedCentralCrossRef
4.
go back to reference Hanefeld J, Mayhew S, Legido-Quigley H, Martineau F, Karanikolos M, Blanchet K, et al. Towards an understanding of resilience: responding to health systems shocks. Health Policy Plan. 2018;33(3):355–67.PubMedPubMedCentralCrossRef Hanefeld J, Mayhew S, Legido-Quigley H, Martineau F, Karanikolos M, Blanchet K, et al. Towards an understanding of resilience: responding to health systems shocks. Health Policy Plan. 2018;33(3):355–67.PubMedPubMedCentralCrossRef
5.
go back to reference Nuzzo JB, Meyer D, Snyder M, Ravi SJ, Lapascu A, Souleles J, et al. What makes health systems resilient against infectious disease outbreaks and natural hazards? Results from a scoping review. BMC Public Health. 2019;19(1):1310.PubMedPubMedCentralCrossRef Nuzzo JB, Meyer D, Snyder M, Ravi SJ, Lapascu A, Souleles J, et al. What makes health systems resilient against infectious disease outbreaks and natural hazards? Results from a scoping review. BMC Public Health. 2019;19(1):1310.PubMedPubMedCentralCrossRef
6.
go back to reference Therrien MC, Normandin JM, Denis JL. Bridging complexity theory and resilience to develop surge capacity in health systems. J Health Organ Manag. 2017;31(1):96–109.PubMedCrossRef Therrien MC, Normandin JM, Denis JL. Bridging complexity theory and resilience to develop surge capacity in health systems. J Health Organ Manag. 2017;31(1):96–109.PubMedCrossRef
7.
go back to reference Day JM. Fostering emergent resilience: the complex adaptive supply network of disaster relief. Int J Prod Res. 2014;52(7):1970–88.CrossRef Day JM. Fostering emergent resilience: the complex adaptive supply network of disaster relief. Int J Prod Res. 2014;52(7):1970–88.CrossRef
8.
go back to reference Hohenstein NO, Feisel E, Hartmann E, Giunipero L. Research on the phenomenon of supply chain resilience: a systematic review and paths for further investigation. Maria Jesus Saenz P, Xenophon Koufteros D, editors. Int J Phys Distrib Logist Manag. 2015;45(1/2):90–117.CrossRef Hohenstein NO, Feisel E, Hartmann E, Giunipero L. Research on the phenomenon of supply chain resilience: a systematic review and paths for further investigation. Maria Jesus Saenz P, Xenophon Koufteros D, editors. Int J Phys Distrib Logist Manag. 2015;45(1/2):90–117.CrossRef
9.
go back to reference World Health Organization. Everybody’s business - strengthening health systems to improve health outcomes: WHO’s framework for action. 2007. p. 44. World Health Organization. Everybody’s business - strengthening health systems to improve health outcomes: WHO’s framework for action. 2007. p. 44.
10.
go back to reference Rowan NJ, Laffey JG. Challenges and solutions for addressing critical shortage of supply chain for personal and protective equipment (PPE) arising from Coronavirus disease (COVID19) pandemic – Case study from the Republic of Ireland. Sci Total Environ. 2020;725:138532.PubMedPubMedCentralCrossRef Rowan NJ, Laffey JG. Challenges and solutions for addressing critical shortage of supply chain for personal and protective equipment (PPE) arising from Coronavirus disease (COVID19) pandemic – Case study from the Republic of Ireland. Sci Total Environ. 2020;725:138532.PubMedPubMedCentralCrossRef
11.
go back to reference Sharma N, Hasan Z, Velayudhan A, Emil E, Mangal DK, Gupta SD. Personal protective equipment: challenges and strategies to combat COVID-19 in India: a narrative review. J Health Manag. 2020;22(2):157–68.CrossRef Sharma N, Hasan Z, Velayudhan A, Emil E, Mangal DK, Gupta SD. Personal protective equipment: challenges and strategies to combat COVID-19 in India: a narrative review. J Health Manag. 2020;22(2):157–68.CrossRef
12.
go back to reference Miller FA, Young SB, Dobrow M, Shojania KG. Vulnerability of the medical product supply chain: the wake-up call of COVID-19. BMJ Qual Saf. 2021;30(4):331–5.PubMedCrossRef Miller FA, Young SB, Dobrow M, Shojania KG. Vulnerability of the medical product supply chain: the wake-up call of COVID-19. BMJ Qual Saf. 2021;30(4):331–5.PubMedCrossRef
13.
go back to reference Folkers A. Freezing time, preparing for the future: the stockpile as a temporal matter of security. Secur Dialogue. 2019;50(6):493–511.CrossRef Folkers A. Freezing time, preparing for the future: the stockpile as a temporal matter of security. Secur Dialogue. 2019;50(6):493–511.CrossRef
14.
go back to reference Jiang B, Rigobon D, Rigobon R. From just-in-time, to just-in-case, to just-in-worst-case: simple models of a global supply chain under uncertain aggregate shocks. IMF Econ Rev. 2022;70(1):141–84.CrossRef Jiang B, Rigobon D, Rigobon R. From just-in-time, to just-in-case, to just-in-worst-case: simple models of a global supply chain under uncertain aggregate shocks. IMF Econ Rev. 2022;70(1):141–84.CrossRef
15.
go back to reference Dai T, Zaman MH, Padula WV, Davidson PM. Supply chain failures amid Covid-19 signal a new pillar for global health preparedness. J Clin Nurs. 2021;30(1–2):e1–3.PubMed Dai T, Zaman MH, Padula WV, Davidson PM. Supply chain failures amid Covid-19 signal a new pillar for global health preparedness. J Clin Nurs. 2021;30(1–2):e1–3.PubMed
16.
go back to reference Adelman D. Thousands of lives could be saved in the US during the COVID-19 pandemic if states exchanged ventilators. Health Aff Proj Hope. 2020;39(7):1247–52.CrossRef Adelman D. Thousands of lives could be saved in the US during the COVID-19 pandemic if states exchanged ventilators. Health Aff Proj Hope. 2020;39(7):1247–52.CrossRef
18.
go back to reference Patel A, D’Alessandro MM, Ireland KJ, Burel WG, Wencil EB, Rasmussen SA. Personal protective equipment supply chain: lessons learned from recent public health emergency responses. Health Secur. 2017;15(3):244–52.PubMedCrossRef Patel A, D’Alessandro MM, Ireland KJ, Burel WG, Wencil EB, Rasmussen SA. Personal protective equipment supply chain: lessons learned from recent public health emergency responses. Health Secur. 2017;15(3):244–52.PubMedCrossRef
19.
go back to reference Best S, Williams SJ. What have we learnt about the sourcing of personal protective equipment during pandemics? Leadership and management in healthcare supply chain management: a scoping review. Front Public Health. 2021;9:765501.PubMedPubMedCentralCrossRef Best S, Williams SJ. What have we learnt about the sourcing of personal protective equipment during pandemics? Leadership and management in healthcare supply chain management: a scoping review. Front Public Health. 2021;9:765501.PubMedPubMedCentralCrossRef
20.
go back to reference Winkelmann J, Webb E, Williams GA, Hernández-Quevedo C, Maier CB, Panteli D. European countries’ responses in ensuring sufficient physical infrastructure and workforce capacity during the first COVID-19 wave. Health Policy Amst Neth. 2021;S0168–8510(21)00172-X. Winkelmann J, Webb E, Williams GA, Hernández-Quevedo C, Maier CB, Panteli D. European countries’ responses in ensuring sufficient physical infrastructure and workforce capacity during the first COVID-19 wave. Health Policy Amst Neth. 2021;S0168–8510(21)00172-X.
21.
go back to reference Bhaskar S, Tan J, Bogers MLAM, Minssen T, Badaruddin H, Israeli-Korn S, et al. At the epicenter of COVID-19-the tragic failure of the global supply chain for medical supplies. Front Public Health. 2020;8:562882.PubMedPubMedCentralCrossRef Bhaskar S, Tan J, Bogers MLAM, Minssen T, Badaruddin H, Israeli-Korn S, et al. At the epicenter of COVID-19-the tragic failure of the global supply chain for medical supplies. Front Public Health. 2020;8:562882.PubMedPubMedCentralCrossRef
22.
go back to reference Kelley KC, Kamler J, Garg M, Stawicki SP. Answering the challenge of COVID-19 pandemic through innovation and ingenuity. Adv Exp Med Biol. 2021;1318:859–73.PubMedCrossRef Kelley KC, Kamler J, Garg M, Stawicki SP. Answering the challenge of COVID-19 pandemic through innovation and ingenuity. Adv Exp Med Biol. 2021;1318:859–73.PubMedCrossRef
24.
go back to reference National Audit Office. Investigation into how government increased the number of ventilators available to the NHS in response to COVID-19. London: National Audit Office; 2020. Report No.: HC 731. National Audit Office. Investigation into how government increased the number of ventilators available to the NHS in response to COVID-19. London: National Audit Office; 2020. Report No.: HC 731.
25.
go back to reference National Audit Office. The supply of personal protective equipment (PPE) during the COVID-19 pandemic. London: Department of Health & Social Care; 2020 p. 71. Report No.: HC 961. National Audit Office. The supply of personal protective equipment (PPE) during the COVID-19 pandemic. London: Department of Health & Social Care; 2020 p. 71. Report No.: HC 961.
26.
go back to reference Handfield R, Finkenstadt DJ, Schneller ES, Godfrey AB, Guinto P. A commons for a supply chain in the Post-COVID-19 Era: the case for a reformed strategic national stockpile. Milbank Q. 2020;98(4):1058–90.PubMedPubMedCentralCrossRef Handfield R, Finkenstadt DJ, Schneller ES, Godfrey AB, Guinto P. A commons for a supply chain in the Post-COVID-19 Era: the case for a reformed strategic national stockpile. Milbank Q. 2020;98(4):1058–90.PubMedPubMedCentralCrossRef
27.
go back to reference van Hoek R. Research opportunities for a more resilient post-COVID-19 supply chain – closing the gap between research findings and industry practice. Int J Oper Prod Manag. 2020;40(4):341–55.CrossRef van Hoek R. Research opportunities for a more resilient post-COVID-19 supply chain – closing the gap between research findings and industry practice. Int J Oper Prod Manag. 2020;40(4):341–55.CrossRef
28.
go back to reference FalagaraSigala I, Sirenko M, Comes T, Kovács G. Mitigating personal protective equipment (PPE) supply chain disruptions in pandemics – a system dynamics approach. Int J Oper Prod Manag. 2022;42(13):128–54.CrossRef FalagaraSigala I, Sirenko M, Comes T, Kovács G. Mitigating personal protective equipment (PPE) supply chain disruptions in pandemics – a system dynamics approach. Int J Oper Prod Manag. 2022;42(13):128–54.CrossRef
29.
go back to reference Bankes S. Exploratory modeling for policy analysis. Oper Res. 1993;41(3):435–49.CrossRef Bankes S. Exploratory modeling for policy analysis. Oper Res. 1993;41(3):435–49.CrossRef
31.
go back to reference Forrester JW. Industrial Dynamics. Cambridge: MIT Press; 1961. Forrester JW. Industrial Dynamics. Cambridge: MIT Press; 1961.
32.
go back to reference Pauchant TC, Mitroff I. Transforming the Crisis-Prone Organization: Preventing Individual, Organizational and Environmental Tragedies. San Francisco: Jossey-Bass; 1992. p. 15. Pauchant TC, Mitroff I. Transforming the Crisis-Prone Organization: Preventing Individual, Organizational and Environmental Tragedies. San Francisco: Jossey-Bass; 1992. p. 15.
34.
go back to reference Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston: Irwin/McGraw-Hill; 2000. p. 982. Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston: Irwin/McGraw-Hill; 2000. p. 982.
35.
go back to reference Cassidy R, Singh NS, Schiratti PR, Semwanga A, Binyaruka P, Sachingongu N, et al. Mathematical modelling for health systems research: a systematic review of system dynamics and agent-based models. BMC Health Serv Res. 2019;19(1):845.PubMedPubMedCentralCrossRef Cassidy R, Singh NS, Schiratti PR, Semwanga A, Binyaruka P, Sachingongu N, et al. Mathematical modelling for health systems research: a systematic review of system dynamics and agent-based models. BMC Health Serv Res. 2019;19(1):845.PubMedPubMedCentralCrossRef
36.
37.
go back to reference Currie DJ, Smith C, Jagals P. The application of system dynamics modelling to environmental health decision-making and policy - a scoping review. BMC Public Health. 2018;18(1):402.PubMedPubMedCentralCrossRef Currie DJ, Smith C, Jagals P. The application of system dynamics modelling to environmental health decision-making and policy - a scoping review. BMC Public Health. 2018;18(1):402.PubMedPubMedCentralCrossRef
38.
go back to reference Darabi N, Hosseinichimeh N. System dynamics modeling in health and medicine: a systematic literature review. Syst Dyn Rev. 2020;36(1):29–73.CrossRef Darabi N, Hosseinichimeh N. System dynamics modeling in health and medicine: a systematic literature review. Syst Dyn Rev. 2020;36(1):29–73.CrossRef
39.
go back to reference Davahli MR, Karwowski W, Taiar R. A system dynamics simulation applied to healthcare: a systematic review. Int J Environ Res Public Health. 2020;17(16):E5741.CrossRef Davahli MR, Karwowski W, Taiar R. A system dynamics simulation applied to healthcare: a systematic review. Int J Environ Res Public Health. 2020;17(16):E5741.CrossRef
42.
go back to reference Queiroz MM, Ivanov D, Dolgui A, Fosso Wamba S. Impacts of epidemic outbreaks on supply chains: mapping a research agenda amid the COVID-19 pandemic through a structured literature review. Ann Oper Res. 2020; Available from: https://doi.org/10.1007/s10479-020-03685-7. Cited 30 Oct 2022. Queiroz MM, Ivanov D, Dolgui A, Fosso Wamba S. Impacts of epidemic outbreaks on supply chains: mapping a research agenda amid the COVID-19 pandemic through a structured literature review. Ann Oper Res. 2020; Available from: https://​doi.​org/​10.​1007/​s10479-020-03685-7. Cited 30 Oct 2022.
43.
go back to reference Singh A, Parida R. Decision-making models for healthcare supply chain disruptions: review and insights for post-pandemic era. Int J Glob Bus Compet. 2022;17(2):130–41. Singh A, Parida R. Decision-making models for healthcare supply chain disruptions: review and insights for post-pandemic era. Int J Glob Bus Compet. 2022;17(2):130–41.
44.
go back to reference Angerhofer BJ, Angelides MC. System dynamics modelling in supply chain management: research review. In: Proceedings of the 32nd conference on Winter simulation. San Diego, CA, USA: Society for Computer Simulation International; 2000. p. 342–51. (WSC ’00). Angerhofer BJ, Angelides MC. System dynamics modelling in supply chain management: research review. In: Proceedings of the 32nd conference on Winter simulation. San Diego, CA, USA: Society for Computer Simulation International; 2000. p. 342–51. (WSC ’00).
45.
go back to reference Bam L, McLaren ZM, Coetzee E, von Leipzig KH. Reducing stock-outs of essential tuberculosis medicines: a system dynamics modelling approach to supply chain management. Health Policy Plan. 2017;32(8):1127–34.PubMedCrossRef Bam L, McLaren ZM, Coetzee E, von Leipzig KH. Reducing stock-outs of essential tuberculosis medicines: a system dynamics modelling approach to supply chain management. Health Policy Plan. 2017;32(8):1127–34.PubMedCrossRef
46.
go back to reference Rebs T, Brandenburg M, Seuring S. System dynamics modeling for sustainable supply chain management: a literature review and systems thinking approach. J Clean Prod. 2019;208:1265–80.CrossRef Rebs T, Brandenburg M, Seuring S. System dynamics modeling for sustainable supply chain management: a literature review and systems thinking approach. J Clean Prod. 2019;208:1265–80.CrossRef
53.
go back to reference Lane DC. Diagramming conventions in system dynamics. J Oper Res Soc. 2000;51(2):241–5.CrossRef Lane DC. Diagramming conventions in system dynamics. J Oper Res Soc. 2000;51(2):241–5.CrossRef
54.
go back to reference Forrester JW, Senge PM. Tests for Building Confidence in System Dynamics Models. In: Lagasto AA, Forrester JW, Lyneis JM, editors. TIMS Studies in the Management Sciences. TIMS Studies in the Management Sciences. 14. Amsterdam, Netherlands: North-Holland Publishing Company; 1980. p. 209–28. Forrester JW, Senge PM. Tests for Building Confidence in System Dynamics Models. In: Lagasto AA, Forrester JW, Lyneis JM, editors. TIMS Studies in the Management Sciences. TIMS Studies in the Management Sciences. 14. Amsterdam, Netherlands: North-Holland Publishing Company; 1980. p. 209–28.
55.
go back to reference Oreskes N, Shrader-Frechette K, Belitz K. Verification, validation, and confirmation of numerical models in the earth sciences. Science Magazine. 1994;263(5147):641–6. Oreskes N, Shrader-Frechette K, Belitz K. Verification, validation, and confirmation of numerical models in the earth sciences. Science Magazine. 1994;263(5147):641–6.
57.
go back to reference Gifford R, Fleuren B, van de Baan F, Ruwaard D, Poesen L, Zijlstra F, et al. To uncertainty and beyond: identifying the capabilities needed by hospitals to function in dynamic environments. Med Care Res Rev. 2021;10775587211057416. Gifford R, Fleuren B, van de Baan F, Ruwaard D, Poesen L, Zijlstra F, et al. To uncertainty and beyond: identifying the capabilities needed by hospitals to function in dynamic environments. Med Care Res Rev. 2021;10775587211057416.
58.
go back to reference Kasprzyk JR, Nataraj S, Reed PM, Lempert RJ. Many objective robust decision making for complex environmental systems undergoing change. Environ Model Softw. 2013;42:55–71.CrossRef Kasprzyk JR, Nataraj S, Reed PM, Lempert RJ. Many objective robust decision making for complex environmental systems undergoing change. Environ Model Softw. 2013;42:55–71.CrossRef
59.
go back to reference Kwakkel JH. The exploratory modeling workbench: an open source toolkit for exploratory modeling, scenario discovery, and (multi-objective) robust decision making. Environ Model Softw. 2017;96:239–50.CrossRef Kwakkel JH. The exploratory modeling workbench: an open source toolkit for exploratory modeling, scenario discovery, and (multi-objective) robust decision making. Environ Model Softw. 2017;96:239–50.CrossRef
60.
go back to reference Bryant BP, Lempert RJ. Thinking inside the box: a participatory, computer-assisted approach to scenario discovery. Technol Forecast Soc Change. 2010;77(1):34–49.CrossRef Bryant BP, Lempert RJ. Thinking inside the box: a participatory, computer-assisted approach to scenario discovery. Technol Forecast Soc Change. 2010;77(1):34–49.CrossRef
62.
go back to reference Madewell ZJ, Yang Y, Longini IM Jr, Halloran ME, Dean NE. Household transmission of SARS-CoV-2: a systematic review and meta-analysis. JAMA Netw Open. 2020;3(12):e2031756.PubMedPubMedCentralCrossRef Madewell ZJ, Yang Y, Longini IM Jr, Halloran ME, Dean NE. Household transmission of SARS-CoV-2: a systematic review and meta-analysis. JAMA Netw Open. 2020;3(12):e2031756.PubMedPubMedCentralCrossRef
64.
go back to reference McKay MD, Beckman RJ, Conover WJ. A comparison of three methods for selecting values of input variables in the analysis of output from a computer code. Technometrics. 1979;21(2):239. McKay MD, Beckman RJ, Conover WJ. A comparison of three methods for selecting values of input variables in the analysis of output from a computer code. Technometrics. 1979;21(2):239.
65.
go back to reference Friedman JH, Fisher NI. Bump hunting in high-dimensional data. Stat Comput. 1999;9(2):123–43.CrossRef Friedman JH, Fisher NI. Bump hunting in high-dimensional data. Stat Comput. 1999;9(2):123–43.CrossRef
67.
go back to reference Okeagu CN, Reed DS, Sun L, Colontonio MM, Rezayev A, Ghaffar YA, et al. Principles of supply chain management in the time of crisis. Best Pract Res Clin Anaesthesiol. 2021;35(3):369–76.PubMedCrossRef Okeagu CN, Reed DS, Sun L, Colontonio MM, Rezayev A, Ghaffar YA, et al. Principles of supply chain management in the time of crisis. Best Pract Res Clin Anaesthesiol. 2021;35(3):369–76.PubMedCrossRef
68.
go back to reference Vecchi V, Cusumano N, Boyer EJ. Medical supply acquisition in Italy and the United States in the era of COVID-19: the case for strategic procurement and public-private partnerships. Am Rev Public Adm. 2020;50(6–7):642–9.CrossRef Vecchi V, Cusumano N, Boyer EJ. Medical supply acquisition in Italy and the United States in the era of COVID-19: the case for strategic procurement and public-private partnerships. Am Rev Public Adm. 2020;50(6–7):642–9.CrossRef
69.
go back to reference Chen YJ, Chiang PJ, Cheng YH, Huang CW, Kao HY, Chang CK, et al. Stockpile model of personal protective equipment in Taiwan. Health Secur. 2017;15(2):170–4.PubMedPubMedCentralCrossRef Chen YJ, Chiang PJ, Cheng YH, Huang CW, Kao HY, Chang CK, et al. Stockpile model of personal protective equipment in Taiwan. Health Secur. 2017;15(2):170–4.PubMedPubMedCentralCrossRef
70.
go back to reference Huang HC, Araz OM, Morton DP, Johnson GP, Damien P, Clements B, et al. Stockpiling ventilators for influenza pandemics. Emerg Infect Dis. 2017;23(6):914–21.PubMedPubMedCentralCrossRef Huang HC, Araz OM, Morton DP, Johnson GP, Damien P, Clements B, et al. Stockpiling ventilators for influenza pandemics. Emerg Infect Dis. 2017;23(6):914–21.PubMedPubMedCentralCrossRef
71.
go back to reference Greenawald LA, Moore SM, Wizner K, Yorio PL. Developing a methodology to collect empirical data that informs policy and practices for stockpiling personal protective equipment. Am J Infect Control. 2021;49(2):166–73.PubMedCrossRef Greenawald LA, Moore SM, Wizner K, Yorio PL. Developing a methodology to collect empirical data that informs policy and practices for stockpiling personal protective equipment. Am J Infect Control. 2021;49(2):166–73.PubMedCrossRef
72.
go back to reference Mehrabi A, Dillon P, Kelly K, Hitchins K, Malatino E, Gorman S, et al. Experimental studies on performance of ventilators stored in the Strategic National Stockpile. J Emerg Manag. 2018;16(5):321–36.PubMedCrossRef Mehrabi A, Dillon P, Kelly K, Hitchins K, Malatino E, Gorman S, et al. Experimental studies on performance of ventilators stored in the Strategic National Stockpile. J Emerg Manag. 2018;16(5):321–36.PubMedCrossRef
73.
go back to reference Wilgis J. Strategies for providing mechanical ventilation in a mass casualty incident: distribution versus stockpiling. Respir Care. 2008;53(1):96–100.PubMed Wilgis J. Strategies for providing mechanical ventilation in a mass casualty incident: distribution versus stockpiling. Respir Care. 2008;53(1):96–100.PubMed
74.
go back to reference Yorio PL, Rottach DR, Dubaniewicz M. Quality assurance sampling plans in US stockpiles for personal protective equipment. Health Secur. 2019;17(2):140–51.PubMedCrossRef Yorio PL, Rottach DR, Dubaniewicz M. Quality assurance sampling plans in US stockpiles for personal protective equipment. Health Secur. 2019;17(2):140–51.PubMedCrossRef
75.
go back to reference Sodhi MS, Tang CS, Willenson ET. Research opportunities in preparing supply chains of essential goods for future pandemics. Int J Prod Res. 2021;0(0):1–16. Sodhi MS, Tang CS, Willenson ET. Research opportunities in preparing supply chains of essential goods for future pandemics. Int J Prod Res. 2021;0(0):1–16.
76.
go back to reference Dey S, Cheng Q, Tan J. All for one and one for all: Why a pandemic preparedness league of nations?. Health Policy Technol. 2020;9(2):179–84. Dey S, Cheng Q, Tan J. All for one and one for all: Why a pandemic preparedness league of nations?. Health Policy Technol. 2020;9(2):179–84.
Metadata
Title
Contributing to health system resilience during pandemics via purchasing and supply strategies: an exploratory system dynamics approach
Authors
Paula Götz
Willem L. Auping
Saba Hinrichs-Krapels
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2024
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-023-10487-7

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