A multi-objective model for optimizing staffing across geographically distributed patient-centered medical homes

References

• Abri, S. M., WestJr, D. J. , and Spinelli, R. J. (2006) Managing overutilization, quality of care, and sustainable health care outcomes in Oman. The Health Care Manager, 25(4), 348–355.
   PubMedGoogle Scholar
• Alexander, G. J., and Baptista, A. M. (2004) A comparison of var and cvar constraints on portfolio selection with the mean-variance model. Management Science, 50(9), 1261–1273.
   Web of Science ®Google Scholar
• Baray, J., and Cliquet, G. (2013) Optimizing locations through a maximum covering/p-median hierarchical model: maternity hospitals in France. Journal of Business Research, 66(1), 127–132.
   Web of Science ®Google Scholar
• Benneyan, J. C., Musdal, H., Ceyhan, M. E., Shiner, B., and Watts, B. V. (2012) Specialty care single and multi-period location allocation models within the veterans health administration. Socio-Economic Planning Sciences, 46(2), 136–148.
   Google Scholar
• Birge, J. R., and Louveaux, F. (1997) Introduction to Stochastic Programming. Springer Series in Operations Research and Financial Engineering. Springer New York, New York, NY.
   Google Scholar
• Bodenheimer, T., and Pham, H. H. (2010) Primary care: Current problems and proposed solutions. Health Affairs (Project Hope), 29(5), 799–805.
   PubMed Web of Science ®Google Scholar
• Bonett, D. G., and Seier, E. (2002) A test of normality with high uniform power. Computational Statistics and Data Analysis, 40(3), 435–445.
   Web of Science ®Google Scholar
• Calvo, A. B., and Marks, D. H. (1973) Location of health care facilities: An analytical approach. Socio-Economic Planning Sciences, 7(5), 407–422.
   Web of Science ®Google Scholar
• Chen, G., Daskin, M. S., Shen, Z.-j. M., and Uryasev, S. (2006) The α-reliable mean-excess regret model for stochastic facility location modeling. Naval Research Logistics, 53, 617–626.
   Web of Science ®Google Scholar
• Cho, K. H., Lee, S. G., Jun, B., Jung, B.-Y., Kim, J.-H., and Park, E.-C. (2015) Effects of continuity of care on hospital admission in patients with type 2 diabetes: Analysis of nationwide insurance data. BMC Health Services Research, 15(1), 1.
   Google Scholar
• Coberly, S. N. H. P. F. (2015) Relative Value Units. Tech. rep., George Washington University, Washington, DC.
   Google Scholar
• Cohen, M. A., and Lee, H. L. (1985) The determinants of spatial distribution of hospital utilization in a region. Medical Care, 23(1), 27–38.
   Web of Science ®Google Scholar
• Cook, N., Hicks, L., O’Malley, A., and Keegan, T. (2007) Access to specialty care and medical services in community health centers. Health Affairs (Millwood), 26(5), 1459–1468.
   PubMed Web of Science ®Google Scholar
• Daskin, M. S., and Dean, L. K. (2004) Location of health care facilities. In Operations Research and Health Care: A Handbook of Methods and Applications, vol. 70 of International Series in Operations Research and Management Science. Springer US, Boston, MA, pp. 43–76.
   Google Scholar
• Deb, K., Sindhya, K., and Hakanen, J. (2016) Multi-objective optimization. In Decision Sciences: Theory and Practice. CRC Press, London, pp. 145–184.
   Google Scholar
• Exworthy, M., and Peckham, S. (2006) Access, choice and travel: Implications for health policy. Social Policy & Administration, 40(3), 267–287.
   Web of Science ®Google Scholar
• Gaynor, M., and Anderson, G. F. (1995) Uncertain demand, the structure of hospital costs, and the cost of empty hospital beds. Journal of Health Economics, 14(3), 291–317.
   PubMed Web of Science ®Google Scholar
• Griffin, P. M., Scherrer, C. R., and Swann, J. L. (2008) Optimization of community health center locations and service offerings with statistical need estimation. IIE Transactions, 40(9), 880–892.
   Web of Science ®Google Scholar
• Halm, E. A., Lee, C., and Chassin, M. R. (2002) Is volume related to outcome in health care? A systematic review and methodologic critique of the literature. Annals of Internal Medicine, 137(6), 152.
   Web of Science ®Google Scholar
• Huckman, R. S., and Pisano, G. P. (2006) The firm specificity of individual performance: Evidence from cardiac surgery. Management Science, 52, 473–488.
   Web of Science ®Google Scholar
• Jack, E. P., and Powers, T. L. (2009) A review and synthesis of demand management, capacity management and performance in healthcare services. International Journal of Management Reviews, 11(2), 149–174.
   Web of Science ®Google Scholar
• Jordan, H., Roderick, P., Martin, D., and Barnett, S. (2004) Distance, rurality and the need for care: Access to health services in south west England. International Journal of Health Geographics, 3(1), 21.
   PubMedGoogle Scholar
• Kleywegt, A. J., Shapiro, A., and Homem-de Mello, T. (2002) The sample average approximation method for stochastic discrete optimization. SIAM Journal on Optimization, 12(2), 479–502.
   Web of Science ®Google Scholar
• Kohli, S., Sahln, K., Sivertun, A., Lfman, O., Trell, E., and Wigertz, O. (1995) Distance from the primary health center: A GIS method to study geographical access to health care. Journal of Medical Systems, 19(6), 425–436.
   PubMedGoogle Scholar
• Larsen, N., Mausser, H., and Uryasev, S. (2002) Algorithms for optimization of value-at-risk. In Financial Engineering, E-commerce and Supply Chain, P. M. Pardalos and V. K. Tsitsiringos, Eds. Springer US, Boston, MA, pp. 19–46.
   Google Scholar
• Li, L., and Benton, W. (2003) Hospital capacity management decisions: Emphasis on cost control and quality enhancement. European Journal of Operational Research, 146(3), 596–614.
   Web of Science ®Google Scholar
• Luft, H. S., and Crane, S. (1980) Regionalization of services within a multihospital health maintenance organization. Health Services Research, 15(3), 231–247.
   Web of Science ®Google Scholar
• Maass, K., Liu, B., Daskin, M., Duck, M., Wang, Z., Mwenesi, R., and Schapiro, H. (2017) Incorporating nurse absenteeism into staffing with demand uncertainty. Health Care Management Science, 20(1), 141–155.
   Web of Science ®Google Scholar
• Mahar, S., Bretthauer, K. M., and Salzarulo, P. A. (2011) Locating specialized service capacity in a multi-hospital network. European Journal of Operational Research, 212(3), 596–605.
   Web of Science ®Google Scholar
• Mihaylova, B., Briggs, A., O’ Hagan, A., and Thompson, S. G. (2011) Review of statistical methods for analysing healthcare resources and costs. Health Economics, 20(8), 897–916.
   PubMed Web of Science ®Google Scholar
• Oliveira, M., and Bevan, G. (2006) Modelling the redistribution of hospital supply to achieve equity taking account of patient’s behaviour. Health Care Management Science, 9(1), 19–30.
   Google Scholar
• Parker, J., and DeLay, D. (2008) The future of the healthcare supply chain: Suppliers wield considerable power, but healthcare organizations can benefit from virtual centralization of the supply chain.(feature story). Healthcare Financial Management, 62(4), 66–69.
   PubMedGoogle Scholar
• Payne, S., Jarrett, N., and Jeffs, D. (2000) The impact of travel on cancer patients experiences of treatment: a literature review. European Journal of Cancer Care, 9(4), 197–203.
   Web of Science ®Google Scholar
• Pfeiffer, P. N., Glass, J., Austin, K., Valenstein, M., McCarthy, J. F., and Zivin, K. (2011) Impact of distance and facility of initial diagnosis on depression treatment.(quality and outcomes)(report). Health Services Research, 46(3), 768–786.
   Web of Science ®Google Scholar
• Provost, S., Prez, J., Pineault, R., Borgs Da Silva, R., and Tousignant, P. (2015) An algorithm using administrative data to identify patient attachment to a family physician. International Journal of Family Medicine, 2015, 1–11.
   Google Scholar
• Rais, A., and Viana, A. (2011) Operations research in healthcare: A survey. International Transactions in Operational Research, 18(1), 1–31.
   Web of Science ®Google Scholar
• Reid, R. J., Scholes, D., Grothaus, L., Truelove, Y., Fishman, P., Mcclure, J., Grafton, J., and Thompson, R. S. (2005) Is provider continuity associated with chlamydia screening for adolescent and young adult women? Preventive Medicine, 41(5), 865–872.
   Web of Science ®Google Scholar
• Rockafellar, R. T. (2007) Coherent approaches to risk in optimization under uncertainty. In OR Tools and Applications: Glimpses of Future Technologies. Informs, Hanover, MD, pp. 38–61.
   Google Scholar
• Rockafellar, R. T., and Royset, J. (2010) On buffered failure probability in design and optimization of structures. Reliability Engineering and System Safety, 95(5), 499–510.
   Web of Science ®Google Scholar
• Rockafellar, R. T., and Uryasev, S. (2000) Optimization of conditional value-at-risk. Journal of Risk, 2(3), 21–41.
   Google Scholar
• Rohleder, T., Bischak, D., and Baskin, L. (2007) Modeling patient service centers with simulation and system dynamics. Health Care Management Science, 10(1), 1–12.
   PubMedGoogle Scholar
• Ruth, R. J. A. (1981). A mixed integer programming model for regional planning of a hospital inpatient service. Management Science, 27(5), 521–533.
   Web of Science ®Google Scholar
• Saha, S., Beach, M. C., and Cooper, L. A. (2008) Patient centeredness, cultural competence and healthcare quality. Journal of the National Medical Association, 100(11), 1275–1285.
   PubMed Web of Science ®Google Scholar
• Shapiro, A. (2009) Lectures on Stochastic Programming: Modeling and Theory. MPS-SIAM series on optimization; 9. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA.
   Google Scholar
• Shapiro, S. S. (1990) How to Test Normality and other Distributional Assumptions (Vol. 3). American Society for Quality Control, Milwaukee, WI.
   Google Scholar
• Shen, S., and Chen, Z. (2013) Optimization models for differentiating quality of service levels in probabilistic network capacity design problems. Transportation Research Part B, 58(C), 71–91.
   Google Scholar
• Shuman, L. J., Hardwick, C. P., and Huber, G. A. (1973) Location of ambulatory care centers in a metropolitan area. Health Services Research, 8(2), 37–56.
   Google Scholar
• Sikka, V., Luke, R. D., and Ozcan, Y. A. (2009) The efficiency of hospital-based clusters: evaluating system performance using data envelopment analysis (report). Health Care Management Review, 34(3), 251–261.
   PubMed Web of Science ®Google Scholar
• Smith-Daniels, V., Schweikhart, S. B., and Smith-Daniels, D. E. (1988) Capacity management in health care services: Review and future research directions. Decision Sciences, 19(4), 889–919.
   Web of Science ®Google Scholar
• Stummer, C., Doerner, K., Focke, A., and Heidenberger, K. (2004) Determining location and size of medical departments in a hospital network: A multiobjective decision support approach (author abstract). Health Care Management Science, 7(1), 63–71.
   PubMedGoogle Scholar
• Trinh, H. Q., Begun, J. W., and Luke, R. D. (2014) Service duplication within urban hospital clusters (abstract). Health Care Management Review, 39(1), 251–261.
   Web of Science ®Google Scholar
• Wang, W., and Ahmed, S. (2008) Sample average approximation of risk-averse stochastic programs, Operations Research Letters, 36(5), 515–519.
   Web of Science ®Google Scholar
• Woods, M. D., Kirk, D., Agarwal, S., Annandale, E., Arthur, T., Harvey, J., Hsu, R., Katbamna, S., Olsen, R., and Smith, L. (2005) Vulnerable groups and access to health care: a critical interpretive review. National Coordinating Centre NHS Service Delivery Organ RD (NCCSDO). (accessed May 27, 2012). http://www.netscc.ac.uk/netscc/hsdr/files/project/SDO_FR_08-1210-025_V01.pdf.
   Google Scholar
• Yu, X., Sun, H., and Chen, G. (2011) The optimal portfolio model based on mean-cvar. Journal of Mathematical Finance, 01(03), 132–134.
   Google Scholar
• Zheng, Q. P., Shen, S., and Shi, Y. (2015) Loss-constrained minimum cost flow under arc failure uncertainty with applications in risk-aware kidney exchange. IIE Transactions, 47(9), 961–977.
   Web of Science ®Google Scholar
• Zhu, S., and Fukushima, M. (2009) Worst-case conditional value-at-risk with application to robust portfolio management. Operations Research, 57(5), 1155–1168.
   Web of Science ®Google Scholar