{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,15]],"date-time":"2024-08-15T13:14:10Z","timestamp":1723727650312},"reference-count":71,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T00:00:00Z","timestamp":1724716800000},"content-version":"am","delay-in-days":604,"URL":"http:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/100000084","name":"Directorate for Engineering","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000084","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000121","name":"Division of Mathematical Sciences","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000121","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CBET-1554018"],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100003187","name":"NSF","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100003187","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["European Journal of Operational Research"],"published-print":{"date-parts":[[2023,1]]},"DOI":"10.1016\/j.ejor.2021.11.052","type":"journal-article","created":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T03:56:24Z","timestamp":1638330984000},"page":"255-275","update-policy":"http:\/\/dx.doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":33,"title":["COVID-19: Data-Driven optimal allocation of ventilator supply under uncertainty and risk"],"prefix":"10.1016","volume":"304","author":[{"given":"Xuecheng","family":"Yin","sequence":"first","affiliation":[]},{"given":"\u0130. Esra","family":"B\u00fcy\u00fcktahtak\u0131n","sequence":"additional","affiliation":[]},{"given":"Bhumi P.","family":"Patel","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"3","key":"10.1016\/j.ejor.2021.11.052_bib0001","doi-asserted-by":"crossref","first-page":"1051","DOI":"10.1016\/j.ejor.2017.12.022","article-title":"Risk management for forestry planning under uncertainty in demand and prices","volume":"267","author":"Alonso-Ayuso","year":"2018","journal-title":"European Journal of Operational Research"},{"issue":"2","key":"10.1016\/j.ejor.2021.11.052_bib0002","doi-asserted-by":"crossref","first-page":"e19368","DOI":"10.2196\/19368","article-title":"Mathematical modelling to assess the impact of lockdown on COVID-19 transmission in India: Model development and validation","volume":"6","author":"Ambikapathy","year":"2020","journal-title":"JMIR Public Health and Surveillance"},{"issue":"11","key":"10.1016\/j.ejor.2021.11.052_bib0003","doi-asserted-by":"crossref","first-page":"1247","DOI":"10.1016\/S1473-3099(20)30553-3","article-title":"Association between mobility patterns and COVID-19 transmission in the USA: A mathematical modelling study","volume":"20","author":"Badr","year":"2020","journal-title":"The Lancet Infectious Diseases"},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0004","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1287\/ijoc.2018.0885","article-title":"Sampling scenario set partition dual bounds for multistage stochastic programs","volume":"32","author":"Bakir","year":"2020","journal-title":"INFORMS Journal on Computing"},{"issue":"5","key":"10.1016\/j.ejor.2021.11.052_bib0005","doi-asserted-by":"crossref","first-page":"699","DOI":"10.1007\/s00134-016-4325-4","article-title":"The standard of care of patients with ARDS: Ventilatory settings and rescue therapies for refractory hypoxemia","volume":"42","author":"Bein","year":"2016","journal-title":"Intensive Care Medicine"},{"key":"10.1016\/j.ejor.2021.11.052_bib0006","unstructured":"Bernstein, L. (2020). More COVID-19 patients are surviving ventilators in the ICU. https:\/\/www.washingtonpost.com\/health\/more-covid-19-patients-are-surviving-ventilators-in-the-icu\/2020\/07\/03\/2e3c3534-bbca-11ea-8cf5-9c1b8d7f84c6_story.html. Accessed November 30, 2020."},{"key":"10.1016\/j.ejor.2021.11.052_bib0007","doi-asserted-by":"crossref","unstructured":"Bertsimas, D., Boussioux, L., Wright, R. C., Delarue, A., Digalakis Jr, V., Jacquillat, A., Kitane, D. L., Lukin, G., Li, M. L., Mingardi, L. et\u00a0al. (2020). From predictions to prescriptions: A data-driven response to COVID-19. arXiv preprint arXiv:2006.16509.","DOI":"10.1101\/2020.06.26.20141127"},{"key":"10.1016\/j.ejor.2021.11.052_bib0008","article-title":"COVID-19 (SARS-CoV-2) ventilator resource management using a network optimization model and predictive system demand","author":"Billingham","year":"2020","journal-title":"MedRxiv"},{"key":"10.1016\/j.ejor.2021.11.052_bib0009","unstructured":"Blanco, V., G\u00e1zquez, R., & Leal, M. (2020). Reallocating and sharing health equipments in sanitary emergency situations: The COVID-19 case in Spain. arXiv preprint arXiv:2012.02062."},{"key":"10.1016\/j.ejor.2021.11.052_bib0010","unstructured":"Burki, T. (2020). China\u2019s successful control of COVID-19. https:\/\/www.thelancet.com\/journals\/laninf\/article\/PIIS1473-3099(20)30800-8\/fulltext. Accessed May 30, 2021."},{"key":"10.1016\/j.ejor.2021.11.052_bib0011","article-title":"Risk-averse multi-stage stochastic optimization for surveillance and operations planning of a forest insect infestation","author":"Bushaj","year":"2021","journal-title":"European Journal of Operational Research"},{"key":"10.1016\/j.ejor.2021.11.052_bib0012","doi-asserted-by":"crossref","unstructured":"Bushaj, S., Yin, X., Beqiri, A., Andrews, D., & B\u00fcy\u00fcktahtak\u0131n, \u0130. E. (2021b). A simulation-deep reinforcement learning (SiRL) approach for epidemic control optimization. Under Review.","DOI":"10.1007\/s10479-022-04926-7"},{"key":"10.1016\/j.ejor.2021.11.052_bib0013","first-page":"1","article-title":"Stage-t scenario dominance for risk-averse multi-stage stochastic mixed-integer programs","author":"B\u00fcy\u00fcktahtak\u0131n","year":"2021","journal-title":"Accepted for publication in Annals of Operations Research"},{"issue":"3","key":"10.1016\/j.ejor.2021.11.052_bib0014","doi-asserted-by":"crossref","first-page":"1046","DOI":"10.1016\/j.ejor.2017.08.037","article-title":"A new epidemics\u2013logistics model: Insights into controlling the Ebola virus disease in West Africa","volume":"265","author":"B\u00fcy\u00fcktahtak\u0131n","year":"2018","journal-title":"European Journal of Operational Research"},{"key":"10.1016\/j.ejor.2021.11.052_bib0015","article-title":"Demand for hospitalization services for COVID-19 patients in Brazil","author":"Castro","year":"2020","journal-title":"MedRxiv"},{"key":"10.1016\/j.ejor.2021.11.052_bib0016","unstructured":"CDC (2021). Clinical questions about COVID-19: Questions and answers. http:\/\/www.cdc.gov\/coronavirus\/2019-ncov\/hcp\/faq.htmlAccessed May 30, 2021."},{"key":"10.1016\/j.ejor.2021.11.052_bib0017","unstructured":"CENSUS (2020). Datasets. http:\/\/www.census.gov\/data\/datasets.html. Accessed November 30, 2020."},{"key":"10.1016\/j.ejor.2021.11.052_bib0018","doi-asserted-by":"crossref","DOI":"10.1016\/j.mjafi.2020.03.022","article-title":"Healthcare impact of COVID-19 epidemic in India: A stochastic mathematical model","author":"Chatterjee","year":"2020","journal-title":"Medical Journal Armed Forces India"},{"key":"10.1016\/j.ejor.2021.11.052_bib0019","unstructured":"CNN (2021). New Zealand and Australia were Covid success stories. why are they behind on vaccine rollouts?http:\/\/edition.cnn.com\/2021\/04\/15\/asia\/new-zealand-australia-covid-vaccine-intl-dst-hnk\/index.html. Accessed August 2, 2021."},{"key":"10.1016\/j.ejor.2021.11.052_bib0020","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1016\/j.cie.2018.01.018","article-title":"Stochastic dynamic resource allocation for HIV prevention and treatment: An approximate dynamic programming approach","volume":"118","author":"Co\u015fgun","year":"2018","journal-title":"Computers & Industrial Engineering"},{"issue":"2","key":"10.1016\/j.ejor.2021.11.052_bib0021","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1016\/j.ijpe.2012.05.023","article-title":"Epidemics control and logistics operations: A review","volume":"139","author":"Dasaklis","year":"2012","journal-title":"International Journal of Production Economics"},{"key":"10.1016\/j.ejor.2021.11.052_bib0022","series-title":"Decision theory models for applications in artificial intelligence: Concepts and solutions","first-page":"97","article-title":"Multistage stochastic programming: A scenario tree based approach to planning under uncertainty","author":"Defourny","year":"2012"},{"key":"10.1016\/j.ejor.2021.11.052_bib0023","unstructured":"Environmental Systems Research Institute (ESRI) (2021). ArcGIS map. http:\/\/www.arcgis.com\/index.html. Accessed January 20, 2021."},{"issue":"8","key":"10.1016\/j.ejor.2021.11.052_bib0024","doi-asserted-by":"crossref","first-page":"201131","DOI":"10.1098\/rsos.201131","article-title":"The behavioural challenge of the COVID-19 pandemic: Indirect measurements and personalized attitude changing treatments (impact)","volume":"7","author":"Fischer","year":"2020","journal-title":"Royal Society Open Science"},{"key":"10.1016\/j.ejor.2021.11.052_bib0025","unstructured":"Glass, H. (2020). High-acuity ventilator cost guide. http:\/\/hcpresources.medtronic.com\/blog\/high-acuity-ventilator-cost-guide. Accessed November 30, 2020."},{"key":"10.1016\/j.ejor.2021.11.052_bib0026","doi-asserted-by":"crossref","first-page":"101967","DOI":"10.1016\/j.tre.2020.101967","article-title":"A decision support system for demand management in healthcare supply chains considering the epidemic outbreaks: A case study of coronavirus disease 2019 (COVID-19)","volume":"138","author":"Govindan","year":"2020","journal-title":"Transportation Research Part E: Logistics and Transportation Review"},{"key":"10.1016\/j.ejor.2021.11.052_bib0027","unstructured":"Harvard Medical School (2021). Symptoms, spread and other essential information about Coronavirus and COVID-19. http:\/\/www.health.harvard.edu\/diseases-and-conditions\/covid-19-basicsAccessed February 12, 2021."},{"key":"10.1016\/j.ejor.2021.11.052_bib0028","unstructured":"Hogan, A. (2020). Watch: Ventilators are in high demand for COVID-19 patients. How do they work?http:\/\/www.statnews.com\/2020\/03\/30\/covid-19-ventilators-how-they-work\/. Accessed November 30, 2020."},{"key":"10.1016\/j.ejor.2021.11.052_bib0029","article-title":"The risk of COVID-19 transmission in train passengers: An epidemiological and modelling study","author":"Hu","year":"2020","journal-title":"Clinical Infectious Diseases"},{"issue":"6","key":"10.1016\/j.ejor.2021.11.052_bib0030","doi-asserted-by":"crossref","first-page":"914","DOI":"10.3201\/eid2306.161417","article-title":"Stockpiling ventilators for influenza pandemics","volume":"23","author":"Huang","year":"2017","journal-title":"Emerging Infectious Diseases"},{"key":"10.1016\/j.ejor.2021.11.052_bib0031","unstructured":"JHU (2020). COVID-19 United States cases by county. http:\/\/coronavirus.jhu.edu\/us-mapAccessed November 30, 2020."},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0032","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/S0025-5564(03)00090-7","article-title":"Analyzing bioterror response logistics: The case of smallpox","volume":"185","author":"Kaplan","year":"2003","journal-title":"Mathematical Biosciences"},{"key":"10.1016\/j.ejor.2021.11.052_bib0033","doi-asserted-by":"crossref","first-page":"114077","DOI":"10.1016\/j.eswa.2020.114077","article-title":"A time series-based statistical approach for outbreak spread forecasting: Application of COVID-19 in Greece","volume":"166","author":"Katris","year":"2020","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0034","doi-asserted-by":"crossref","first-page":"308","DOI":"10.1016\/j.ejor.2016.09.049","article-title":"Optimizing invasive species management: A mixed-integer linear programming approach","volume":"259","author":"K\u0131b\u0131\u015f","year":"2017","journal-title":"European Journal of Operational Research"},{"key":"10.1016\/j.ejor.2021.11.052_bib0035","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/j.mbs.2018.10.010","article-title":"Optimizing multi-modal cancer treatment under 3D spatio-temporal tumor growth","volume":"307","author":"K\u0131b\u0131\u015f","year":"2019","journal-title":"Mathematical Biosciences"},{"issue":"2","key":"10.1016\/j.ejor.2021.11.052_bib0036","first-page":"808","article-title":"A multistage stochastic programming approach to the optimal surveillance and control of the emerald ash borer in cities","volume":"33","author":"K\u0131b\u0131\u015f","year":"2021","journal-title":"INFORMS Journal on Computing"},{"issue":"8","key":"10.1016\/j.ejor.2021.11.052_bib0037","doi-asserted-by":"crossref","first-page":"e452","DOI":"10.1016\/S2468-2667(20)30157-2","article-title":"Impact of delays on effectiveness of contact tracing strategies for COVID-19: A modelling study","volume":"5","author":"Kretzschmar","year":"2020","journal-title":"The Lancet Public Health"},{"key":"10.1016\/j.ejor.2021.11.052_bib0038","series-title":"Available at SSRN 3544127","article-title":"Epidemiological benchmarks of the COVID-19 outbreak control in China after Wuhan\u2019s lockdown: A modelling study with an empirical approach","author":"Ku","year":"2020"},{"key":"10.1016\/j.ejor.2021.11.052_bib0039","doi-asserted-by":"crossref","DOI":"10.1016\/S1473-3099(20)30144-4","article-title":"Early dynamics of transmission and control of COVID-19: A mathematical modelling study","author":"Kucharski","year":"2020","journal-title":"The Lancet Infectious Diseases"},{"issue":"10","key":"10.1016\/j.ejor.2021.11.052_bib0040","doi-asserted-by":"crossref","first-page":"e0241027","DOI":"10.1371\/journal.pone.0241027","article-title":"A flexible method for optimising sharing of healthcare resources and demand in the context of the COVID-19 pandemic","volume":"15","author":"Lacasa","year":"2020","journal-title":"Plos One"},{"issue":"11","key":"10.1016\/j.ejor.2021.11.052_bib0041","doi-asserted-by":"crossref","first-page":"e0241468","DOI":"10.1371\/journal.pone.0241468","article-title":"Human mobility trends during the early stage of the COVID-19 pandemic in the United States","volume":"15","author":"Lee","year":"2020","journal-title":"PLoS One"},{"key":"10.1016\/j.ejor.2021.11.052_bib0042","article-title":"Forecasting COVID-19 and analyzing the effect of government interventions","author":"Li","year":"2020","journal-title":"MedRxiv"},{"key":"10.1016\/j.ejor.2021.11.052_bib0043","unstructured":"Lilleker, D. (2021). The good, the bad and the ugly of government responses to COVID. https:\/\/www.theafricareport.com\/72401\/the-good-the-bad-and-the-ugly-of-government-responses-to-covid\/. Accessed May 30, 2021."},{"issue":"7","key":"10.1016\/j.ejor.2021.11.052_bib0044","doi-asserted-by":"crossref","first-page":"777","DOI":"10.3390\/v12070777","article-title":"COVID-19 transmission trajectories-monitoring the pandemic in the worldwide context","volume":"12","author":"Loeffler-Wirth","year":"2020","journal-title":"Viruses"},{"issue":"2","key":"10.1016\/j.ejor.2021.11.052_bib0045","doi-asserted-by":"crossref","first-page":"595","DOI":"10.1016\/j.ejor.2017.10.038","article-title":"Bounds on risk-averse mixed-integer multi-stage stochastic programming problems with mean-CVaR","volume":"266","author":"Mahmuto\u011fullar\u0131","year":"2018","journal-title":"European Journal of Operational Research"},{"key":"10.1016\/j.ejor.2021.11.052_bib0046","doi-asserted-by":"crossref","first-page":"106945","DOI":"10.1016\/j.compchemeng.2020.106945","article-title":"A simplified math approach to predict ICU beds and mortality rate for hospital emergency planning under COVID-19 pandemic","author":"Manca","year":"2020","journal-title":"Computers & Chemical Engineering"},{"key":"10.1016\/j.ejor.2021.11.052_bib0047","unstructured":"McCrimmon, K. K. (2021). The truth about COVID-19 and asymptomatic spread: It\u2019s common, so wear a mask and avoid large gatherings. https:\/\/www.uchealth.org\/today\/the-truth-about-asymptomatic-spread-of-covid-19\/. Accessed February 13, 2021."},{"key":"10.1016\/j.ejor.2021.11.052_bib0048","doi-asserted-by":"crossref","DOI":"10.1002\/nav.21905","article-title":"A model of supply-chain decisions for resource sharing with an application to ventilator allocation to combat COVID-19","author":"Mehrotra","year":"2020","journal-title":"Naval Research Logistics (NRL)"},{"key":"10.1016\/j.ejor.2021.11.052_bib0049","unstructured":"Meller, M. (2020). The asymptomatic and pre-symptomatic spread of COVID-19. https:\/\/www.gundersenhealth.org\/covid19\/the-asymptomatic-and-pre-symptomatic-spread-of-covid-19\/Accessed November 30, 2020."},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0050","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1016\/j.ejor.2015.05.048","article-title":"Risk aversion in multistage stochastic programming: A modeling and algorithmic perspective","volume":"249","author":"Homem-de Mello","year":"2016","journal-title":"European Journal of Operational Research"},{"issue":"6","key":"10.1016\/j.ejor.2021.11.052_bib0051","doi-asserted-by":"crossref","first-page":"1317","DOI":"10.1097\/ALN.0000000000003296","article-title":"Intubation and ventilation amid the COVID-19 outbreak: Wuhan\u2019s experience","volume":"132","author":"Meng","year":"2020","journal-title":"Anesthesiology"},{"key":"10.1016\/j.ejor.2021.11.052_bib0052","unstructured":"Murray, C. (2020). Forecasting COVID-19 impact on hospital bed-days, ICU-Days, ventilator-days and deaths by US state in the next 4 months, 10.1101\/2020.03.27.20043752."},{"key":"10.1016\/j.ejor.2021.11.052_bib0053","unstructured":"Parker, F., Sawczuk, H., Ganjkhanloo, F., Ahmadi, F., & Ghobadi, K. (2020). Optimal resource and demand redistribution for healthcare systems under stress from COVID-19. arXiv preprint arXiv:2011.03528."},{"key":"10.1016\/j.ejor.2021.11.052_bib0054","first-page":"1","article-title":"Impacts of epidemic outbreaks on supply chains: mapping a research agenda amid the COVID-19 pandemic through a structured literature review","author":"Queiroz","year":"2020","journal-title":"Annals of Operations Research"},{"issue":"18","key":"10.1016\/j.ejor.2021.11.052_bib0055","doi-asserted-by":"crossref","first-page":"e41","DOI":"10.1056\/NEJMp2006141","article-title":"Critical supply shortages-the need for ventilators and personal protective equipment during the COVID-19 pandemic","volume":"382","author":"Ranney","year":"2020","journal-title":"New England Journal of Medicine"},{"key":"10.1016\/j.ejor.2021.11.052_bib0056","article-title":"Selectively caring for the most severe COVID-19 patients delays ICU bed shortages more than increasing hospital capacity","author":"Roberts","year":"2020","journal-title":"MedRxiv"},{"issue":"7","key":"10.1016\/j.ejor.2021.11.052_bib0057","doi-asserted-by":"crossref","first-page":"1443","DOI":"10.1016\/S0378-4266(02)00271-6","article-title":"Conditional value-at-risk for general loss distributions","volume":"26","author":"Rockafellar","year":"2002","journal-title":"Journal of Banking & Finance"},{"issue":"3","key":"10.1016\/j.ejor.2021.11.052_bib0058","doi-asserted-by":"crossref","first-page":"1772","DOI":"10.1137\/16M1075594","article-title":"A scalable bounding method for multistage stochastic programs","volume":"27","author":"Sand\u0131k\u00e7\u0131","year":"2017","journal-title":"SIAM Journal on Optimization"},{"issue":"2","key":"10.1016\/j.ejor.2021.11.052_bib0059","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.mbs.2008.07.006","article-title":"Finding optimal vaccination strategies under parameter uncertainty using stochastic programming","volume":"215","author":"Tanner","year":"2008","journal-title":"Mathematical Biosciences"},{"key":"10.1016\/j.ejor.2021.11.052_bib0060","doi-asserted-by":"crossref","first-page":"110107","DOI":"10.1016\/j.chaos.2020.110107","article-title":"A mathematical model for COVID-19 transmission by using the caputo fractional derivative","volume":"140","author":"Tuan","year":"2020","journal-title":"Chaos, Solitons & Fractals"},{"key":"10.1016\/j.ejor.2021.11.052_bib0061","article-title":"Impact of social distancing measures on COVID-19 healthcare demand in Central Texas","author":"Wang","year":"2020","journal-title":"MedRxiv"},{"key":"10.1016\/j.ejor.2021.11.052_bib0062","doi-asserted-by":"crossref","first-page":"113610","DOI":"10.1016\/j.ijheh.2020.113610","article-title":"Impacts of transportation and meteorological factors on the transmission of COVID-19","volume":"230","author":"Wei","year":"2020","journal-title":"International Journal of Hygiene and Environmental Health"},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0063","doi-asserted-by":"crossref","first-page":"21","DOI":"10.7326\/M20-1260","article-title":"Locally informed simulation to predict hospital capacity needs during the COVID-19 pandemic","volume":"173","author":"Weissman","year":"2020","journal-title":"Annals of Internal Medicine"},{"issue":"18","key":"10.1016\/j.ejor.2021.11.052_bib0064","doi-asserted-by":"crossref","first-page":"1773","DOI":"10.1001\/jama.2020.5046","article-title":"A framework for rationing ventilators and critical care beds during the COVID-19 pandemic","volume":"323","author":"White","year":"2020","journal-title":"JAMA"},{"key":"10.1016\/j.ejor.2021.11.052_bib0065","unstructured":"Yin, X., Bushaj, S., Yuan, Y., & B\u00fcy\u00fcktahtak\u0131n, \u0130. E. (2021). COVID-19: An agent-based simulation-optimization approach to vaccine center location vaccine allocation problem. Under Review."},{"key":"10.1016\/j.ejor.2021.11.052_bib0066","first-page":"1","article-title":"A multi-stage stochastic programming approach to epidemic resource allocation with equity considerations","author":"Yin","year":"2021","journal-title":"Published online ahead of print in Health Care Management Science"},{"issue":"0","key":"10.1016\/j.ejor.2021.11.052_bib0067","first-page":"1","article-title":"Risk-averse multi-stage stochastic programming to optimizing vaccine allocation and treatment logistics for effective epidemic response","volume":"0","author":"Yin","year":"2021","journal-title":"IISE Transactions on Healthcare Systems Engineering"},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0068","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/S0025-5564(01)00050-5","article-title":"Resource allocation for epidemic control over short time horizons","volume":"171","author":"Zaric","year":"2001","journal-title":"Mathematical Biosciences"},{"key":"10.1016\/j.ejor.2021.11.052_bib0069","doi-asserted-by":"crossref","DOI":"10.1155\/2020\/3452402","article-title":"Mathematical model for coronavirus disease 2019 (COVID-19) containing isolation class","volume":"2020","author":"Zeb","year":"2020","journal-title":"BioMed Research International"},{"key":"10.1016\/j.ejor.2021.11.052_bib0070","article-title":"Effects of human behaviour changes during the COVID-19 pandemic on influenza spread in Hong Kong","author":"Zhang","year":"2020","journal-title":"Clinical Infectious Diseases"},{"issue":"1","key":"10.1016\/j.ejor.2021.11.052_bib0071","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1007\/s10107-018-1249-5","article-title":"Stochastic dual dynamic integer programming","volume":"175","author":"Zou","year":"2019","journal-title":"Mathematical Programming"}],"container-title":["European Journal of Operational Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0377221721010031?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0377221721010031?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2023,2,9]],"date-time":"2023-02-09T23:25:43Z","timestamp":1675985143000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0377221721010031"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1]]},"references-count":71,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,1]]}},"alternative-id":["S0377221721010031"],"URL":"https:\/\/doi.org\/10.1016\/j.ejor.2021.11.052","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2021.03.09.21253216","asserted-by":"object"}]},"ISSN":["0377-2217"],"issn-type":[{"value":"0377-2217","type":"print"}],"subject":[],"published":{"date-parts":[[2023,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"COVID-19: Data-Driven optimal allocation of ventilator supply under uncertainty and risk","name":"articletitle","label":"Article Title"},{"value":"European Journal of Operational Research","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ejor.2021.11.052","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2021 Elsevier B.V. All rights reserved.","name":"copyright","label":"Copyright"}]}}