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From problem structuring to optimization: A multi-methodological framework to assist the planning of medical training

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  • Cardoso-Grilo, Teresa
  • Monteiro, Marta
  • Oliveira, Mónica Duarte
  • Amorim-Lopes, Mário
  • Barbosa-Póvoa, Ana

Abstract

Medical training is an intricate and long process, which is compulsory to medical practice and often lasts up to twelve years for some specialties. Health stakeholders recognise that an adequate planning is crucial for health systems to deliver necessary care services. However, proper planning needs to account for complexity related with the setting of medical school vacancies and of residency programs, which are highly influenced by multiple stakeholders with diverse perspectives and views, as well as by the specificities of medical training. Aiming at building comprehensive models with a potential to assist health decision-makers, this article develops a multi-methodological framework to assist the planning of medical training under such a complex environment. It combines the structuring of the objectives and specificities of the medical training problem with a Soft Systems Methodology through the CATWOE (Customer, Actor, Transformation, Weltanschauung, Owner, Environment) approach, and the formulation of a Mixed Integer Linear Programming model that considers all relevant aspects. Considering the specificities of countries based on a National Health Service structure, a multi-objective planning model emerges, informing on how many vacancies should be opened/closed per year in medical schools and in each specialty. This model aims at (i) minimizing imbalances between medical demand and supply; (ii) minimizing costs; and (iii) maximizing equity across medical specialties. A case study in Portugal is explored so as to illustrate the applicability of the proposed multi-methodology, showing the relevance of proper structuring for planning models having the potential to inform health decision-makers and planners in practice.

Suggested Citation

  • Cardoso-Grilo, Teresa & Monteiro, Marta & Oliveira, Mónica Duarte & Amorim-Lopes, Mário & Barbosa-Póvoa, Ana, 2019. "From problem structuring to optimization: A multi-methodological framework to assist the planning of medical training," European Journal of Operational Research, Elsevier, vol. 273(2), pages 662-683.
  • Handle: RePEc:eee:ejores:v:273:y:2019:i:2:p:662-683
    DOI: 10.1016/j.ejor.2018.08.003
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    as
    1. Mark E T Horn & Tarek Elgindy & Antonio Gomez-Iglesias, 2016. "Strategic workforce planning for the Australian Defence Force," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 67(4), pages 664-675, April.
    2. Gang Yu & Julian Pachon & Benjamin Thengvall & Darryal Chandler & Al Wilson, 2004. "Optimizing Pilot Planning and Training for Continental Airlines," Interfaces, INFORMS, vol. 34(4), pages 253-264, August.
    3. Wang, Wei & Liu, Wenbin & Mingers, John, 2015. "A systemic method for organisational stakeholder identification and analysis using Soft Systems Methodology (SSM)," European Journal of Operational Research, Elsevier, vol. 246(2), pages 562-574.
    4. K Kotiadis & A A Tako & E A J A Rouwette & C Vasilakis & J Brennan & P Gandhi & H Wegstapel & F Sagias & P Webb, 2013. "Using a model of the performance measures in Soft Systems Methodology (SSM) to take action: a case study in health care," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(1), pages 125-137, January.
    5. A.T. Ernst & H. Jiang & M. Krishnamoorthy & B. Owens & D. Sier, 2004. "An Annotated Bibliography of Personnel Scheduling and Rostering," Annals of Operations Research, Springer, vol. 127(1), pages 21-144, March.
    6. Mylene Lagarde & John Cairns, 2012. "Modelling human resources policies with Markov models: an illustration with the South African nursing labour market," Health Care Management Science, Springer, vol. 15(3), pages 270-282, September.
    7. Brailsford, Sally & Vissers, Jan, 2011. "OR in healthcare: A European perspective," European Journal of Operational Research, Elsevier, vol. 212(2), pages 223-234, July.
    8. Mingers, John & Rosenhead, Jonathan, 2004. "Problem structuring methods in action," European Journal of Operational Research, Elsevier, vol. 152(3), pages 530-554, February.
    9. R Sachdeva & T Williams & J Quigley, 2007. "Mixing methodologies to enhance the implementation of healthcare operational research," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 58(2), pages 159-167, February.
    10. de la Torre, R. & Lusa, A. & Mateo, M., 2016. "A MILP model for the long term academic staff size and composition planning in public universities," Omega, Elsevier, vol. 63(C), pages 1-11.
    11. Mariel Lavieri & Martin Puterman, 2009. "Optimizing nursing human resource planning in British Columbia," Health Care Management Science, Springer, vol. 12(2), pages 119-128, June.
    12. Weihong Hu & Mariel S. Lavieri & Alejandro Toriello & Xiang Liu, 2016. "Strategic health workforce planning," IISE Transactions, Taylor & Francis Journals, vol. 48(12), pages 1127-1138, December.
    13. Lagergren, Marten, 1998. "What is the role and contribution of models to management and research in the health services? A view from Europe," European Journal of Operational Research, Elsevier, vol. 105(2), pages 257-266, March.
    14. Van den Bergh, Jorne & Beliën, Jeroen & De Bruecker, Philippe & Demeulemeester, Erik & De Boeck, Liesje, 2013. "Personnel scheduling: A literature review," European Journal of Operational Research, Elsevier, vol. 226(3), pages 367-385.
    15. Cardoso, Teresa & Oliveira, Mónica Duarte & Barbosa-Póvoa, Ana & Nickel, Stefan, 2016. "Moving towards an equitable long-term care network: A multi-objective and multi-period planning approach," Omega, Elsevier, vol. 58(C), pages 69-85.
    16. Wishon, C. & Villalobos, J.R. & Mason, N. & Flores, H. & Lujan, G., 2015. "Use of MIP for planning temporary immigrant farm labor force," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 25-33.
    17. Mingers, John & Brocklesby, John, 1997. "Multimethodology: Towards a framework for mixing methodologies," Omega, Elsevier, vol. 25(5), pages 489-509, October.
    18. Yongjian Li & Jian Chen & Xiaoqiang Cai, 2007. "An integrated staff-sizing approach considering feasibility of scheduling decision," Annals of Operations Research, Springer, vol. 155(1), pages 361-390, November.
    19. Pessôa, Leonardo Antonio Monteiro & Lins, Marcos Pereira Estellita & da Silva, Angela Cristina Moreira & Fiszman, Roberto, 2015. "Integrating soft and hard operational research to improve surgical centre management at a university hospital," European Journal of Operational Research, Elsevier, vol. 245(3), pages 851-861.
    20. Tako, Antuela A. & Kotiadis, Kathy, 2015. "PartiSim: A multi-methodology framework to support facilitated simulation modelling in healthcare," European Journal of Operational Research, Elsevier, vol. 244(2), pages 555-564.
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    3. Alexandre de A. Gomes Júnior & Vanessa B. Schramm, 2022. "Problem Structuring Methods: A Review of Advances Over the Last Decade," Systemic Practice and Action Research, Springer, vol. 35(1), pages 55-88, February.

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