Improving resource allocation in the precision medicine Era: a simulation-based approach using R

References

• Akinleye DD, McNutt LA, Lazariu V, McLaughlin CC. Correlation between hospital finances and quality and safety of patient care. PLOS ONE. 2019;14(8):e0219124. doi:10.1371/journal.pone.0219124
   PubMed Web of Science ®Google Scholar
• Kiss A, Kiss N, Váradi B. Do budget constraints limit access to health care? Evidence from PCI treatments in Hungary. Int J Heal Econ Manag. 2023;23(2):281. doi:10.1007/s10754-023-09349-w
   Web of Science ®Google Scholar
• Larrain N, Groene O. Simulation modeling to assess performance of integrated healthcare systems: literature review to characterize the field and visual aid to guide model selection. PLOS ONE. 2021;16(7):e0254334. doi:10.1371/journal.pone.0254334
   PubMed Web of Science ®Google Scholar
• Blasak RE, Starks DW, Armel WS, Hayduk MC. The use of simulation to evaluate hospital operations between the emergency department and a medical telemetry unit. Winter Simul Conf Proc. 2003;2:1887–1893. doi:10.1109/WSC.2003.1261649
   Google Scholar
• Ahmed MA, Alkhamis TM. Simulation optimization for an emergency department healthcare unit in Kuwait. Eur J Oper Res. 2009;198(3):936–942. doi:10.1016/j.ejor.2008.10.025
   Web of Science ®Google Scholar
• Katsaliaki K, Mustafee N. Applications of simulation within the healthcare context. J Oper Res Soc. 2011;62(8):1431–1451. doi:10.1057/jors.2010.20
   PubMed Web of Science ®Google Scholar
• Fine A, Frisch M, Darling K, Waugh J, Winsberg E. Simulated experiments: methodology for a virtual world. Philos Sci. 2003;70:105–125. doi:10.1086/367872
   Web of Science ®Google Scholar
• Vanagas G, Krilavičius T, Man KL. Mathematical modeling and models for optimal decision-making in health care. Comput Math Methods Med. 2019;2019:2945021. doi:10.1155/2019/2945021
   PubMed Web of Science ®Google Scholar
• Caro JJ, Briggs AH, Siebert U, Kuntz KM. Modeling good research practices--overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-1. Med Decis Making. 2012;32(5):667–677. doi:10.1177/0272989X12454577
   PubMed Web of Science ®Google Scholar
• Brennan A, Chick SE, Davies R. A taxonomy of model structures for economic evaluation of health technologies. Health Econ. 2006;15(12):1295–1310. doi:10.1002/hec.1148
   PubMed Web of Science ®Google Scholar
• Breban R, Doss W, Esmat G et al. Towards realistic estimates of HCV incidence in Egypt. J Viral Hepat. 2013;20(4):294–296. doi:10.1111/j.1365-2893.2012.01650.x
   PubMed Web of Science ®Google Scholar
• Siebert U, Alagoz O, Bayoumi AM et al. State-transition modeling: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-3 Background to the Task Force. Value Health. 2012;15(6):812–820. doi:10.1016/j.jval.2012.06.014
   PubMed Web of Science ®Google Scholar
• Clemen R, Reilly T. Making hard decisions with DecisionTools. South-Western 2014;848.
   Google Scholar
• Roberts M, Russell LB, Paltiel AD, Chambers M, McEwan P, Krahn M. Conceptualizing a model: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-2. Med Decis Making. 2012;32(5):678–689. doi:10.1177/0272989X12454941
   PubMed Web of Science ®Google Scholar
• Briggs AH, Claxton K, Sculpher MJ. Decision modeling for health economic evaluation. J Epidemiol Community Health. 2007;61(9):839. doi:10.1136/jech.2007.059576
   Google Scholar
• Caro JJ, Möller J, Getsios D. Discrete event simulation: the preferred technique for health economic evaluations? Value Heal. 2010;13(8):1056–1060. doi:10.1111/j.1524-4733.2010.00775.x
   PubMed Web of Science ®Google Scholar
• Sonnenberg FA, Beck JR. Markov models in medical decision making: a practical guide. Med Decis Making. 1993;13(4):322–338. doi:10.1177/0272989X9301300409
   PubMed Web of Science ®Google Scholar
• Sonnenberg FA, Beck JR. Markov models in medical decision making: a practical guide. Med Decis Making. 1993;13(4):322–338. doi:10.1177/0272989X9301300409
   PubMed Web of Science ®Google Scholar
• Briggs A, Sculpher M. An introduction to Markov modeling for economic evaluation. Pharmacoeconomics. 1998;13(4):397–409. doi:10.2165/00019053-199813040-00003
   PubMed Web of Science ®Google Scholar
• Vázquez-Serrano JI, Peimbert-García RE, Cárdenas-Barrón LE. Discrete-event simulation modeling in healthcare: a comprehensive review. Int J Environ Res Public Health. 2021;18(22):12262. doi:10.3390/ijerph182212262
   PubMed Web of Science ®Google Scholar
• Robinson S. Discrete-event simulation: from the pioneers to the present, what next? J Oper Res Soc. 2005;56(6):619–629. doi:10.1057/palgrave.jors.2601864
   Web of Science ®Google Scholar
• Shakoor M. Using discrete event simulation approach to reduce waiting times in computed tomography radiology department. Int J Ind Manuf Eng. 2015;9(1):177–181.
   Google Scholar
• Pidd M. Computer simulation in management science. 4th ed. New York (NY): John Wiley; 1998;279.
   Google Scholar
• Brailsford S, Hilton N. A comparison of discrete event simulation and system dynamics for modeling health care systems. Proc from ORAHS. 2001;2000:18–39.
   Google Scholar
• Karnon J, Stahl J, Brennan A et al. Modeling using discrete event simulation: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-4. Value Heal. 2012;15:821–827. doi:10.1016/j.jval.2012.04.013
   PubMed Web of Science ®Google Scholar
• Caro JJ. Pharmacoeconomic analyses using discrete event simulation. Pharmacoeconomics. 2005;23(4):323–332. doi:10.2165/00019053-200523040-00003
   PubMed Web of Science ®Google Scholar
• Jagannatham AK, Kumar V. Introduction to game theory. In: Decision Sciences: Theory and Practice; Boca Raton (FL): CRC Press; 2016. p. 79–144. doi:10.1201/9781315183176-3
   Google Scholar
• Brailsford S, Churilov L, Dangerfield B. Discrete-Event Simulation and System Dynamics for Management Decision Making (Volume 9781118349); Hoboken (NJ): Wiley; 2014. doi:10.1002/9781118762745
   Google Scholar
• Banks J, Carson JS, Nelson BL, Nicol DM. Discrete-event system simulation. 5th ed. Prentice-Hall; 2010;622.
   Google Scholar
• Kleijnen JPC. Design and Analysis of Simulation Experiments: tutorial. AdvanModel Simul. In: Tolk A, Fowler J, Shao G, Yücesan E, editors. Advances in Modeling and Simulation. Simulation Foundations, Methods and Applications. Cham: Springer; 2017;135–158. doi:10.1007/978-3-319-64182-9_8
   Google Scholar
• Ulbert Z, Ruppert T, Belvárdi G, Gyozsán Z, Abonyi J. Monte-Carlo Sensitivity Analysis of Discrete Event Simulation – Applications to the Development of Production and Services Processes; 2012.
   Google Scholar
• Karnon J, Stahl J, Brennan A, Caro JJ, Mar J, Möller J. Modeling using discrete event simulation: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-4. Value Health. 2012;15(6):821–827. doi:10.1016/j.jval.2012.04.013
   PubMed Web of Science ®Google Scholar
• R Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing. Vienna, Austria.; 2023. www.r-project.org/
   Google Scholar
• Ucar I, Smeets B, Azcorra A. Simmer: Discrete-Event Simulation for R. J. Stat. Softw. 2019;90:1–30.
   Web of Science ®Google Scholar
• Economics ork; YH, Consortium. ‘Probabilistic/Stochastic Sensitivity Analysis [online]. (2016)’ (2016). https://yhec.co.uk/glossary/probabilistic-stochastic-sensitivity-analysis
   Google Scholar
• Forbus JJ, Berleant D. Discrete-event simulation in healthcare settings: a review. Model. 2022;3(4):417–433. doi:10.3390/modelin3040027
   Google Scholar