Optimización multiobjetivo de las redes de prestación de servicios de salud pública

  • John Wilmer Escobar Universidad del Valle
  • Jorge Luis Giraldo Pontificia Universidad Javeriana Cali
  • Diego Andrés Londono Pontificia Universidad Javeriana Cali
  • Rodrigo Linfati Universidad del Bío-Bío
Palabras clave: optimización multiobjetivo, sistema de red hospitalaria, restricciones épsilon, servicios de salud

Resumen

Brindar un servicio de salud efectivo como Estado equivale a dar la vida. Los servicios de salud, cuyo pilar es  optimizar la cadena de suministro con políticas públicas basadas en la equidad, corresponden a brindar vida. Identificar todas las variables y características de los servicios permite desarrollar un modelo multiobjetivo para representar una red de servicios públicos de salud. En este estudio, se ha analizado un caso de la Red Pública Nacional de Colombia, minimizando costos y con- tribuyendo a la toma de decisiones. En este trabajo se ha propuesto un enfoque multiobjetivo para optimizar la Red Pública Nacional en Colombia. El esquema propuesto combina técnicas matemáticas con aspectos gerenciales relacionados con la red pública de salud. Así, identificamos la distribución de los servicios por municipio para minimizar el costo total y maximizar la cobertura. Se sugiere la apertura de servicios de acuerdo a la exigente complejidad y transporte de pacientes entre instituciones. Los resultados contrastan con los servicios hospitalarios actuales del Valle del Cauca en Colombia. Los resultados del esquema propuesto muestran una reducción en el traslado de pacientes con un mínimo incremento en los costos de los servicios hospitalarios. La propuesta de servicio se basa en mejorar el acceso y la calidad en la prestación de los servicios, evitando la duplicidad de oferta y generando un impacto en la sostenibilidad de la red del Valle del Cauca.

Biografía del autor/a

John Wilmer Escobar, Universidad del Valle

PhD in Operations Research, University of Bologna. Department of Accounting and Finance, Universidad
del Valle, Cali, Colombia.

Jorge Luis Giraldo, Pontificia Universidad Javeriana Cali

Master of Industrial Engineering, Pontificia Universidad Javeriana Cali. Department of Civil and Industrial
Engineering.

Diego Andrés Londono, Pontificia Universidad Javeriana Cali

Master of Industrial Engineering, Pontificia Universidad Javeriana Cali. Department of Civil and Industrial
Engineering, Pontificia Universidad Javeriana Cali.

Rodrigo Linfati, Universidad del Bío-Bío

PhD in Operations Research, University of Bologna. Department of Industrial Engineering, Universidad del Bío-Bío, Concepción, Chile.

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Biografía del autor/a

John Wilmer Escobar, Universidad del Valle

PhD in Operations Research, University of Bologna. Department of Accounting and Finance, Universidad
del Valle, Cali, Colombia.

Jorge Luis Giraldo, Pontificia Universidad Javeriana Cali

Master of Industrial Engineering, Pontificia Universidad Javeriana Cali. Department of Civil and Industrial
Engineering.

Diego Andrés Londono, Pontificia Universidad Javeriana Cali

Master of Industrial Engineering, Pontificia Universidad Javeriana Cali. Department of Civil and Industrial
Engineering, Pontificia Universidad Javeriana Cali.

Rodrigo Linfati, Universidad del Bío-Bío

PhD in Operations Research, University of Bologna. Department of Industrial Engineering, Universidad del Bío-Bío, Concepción, Chile.

Referencias bibliográficas

T.J. Bossert, "La Descentralización de los Sistemas de Salud en Latinoamérica: Un Estudio Comparativo de Chile, Colombia y Bolivia", Harvard School of Public Health, 2000, https://iris.paho.org/handle/10665.2/46021?locale-attribute=es

R. Ebrahimoghli, A. Janati, H. Sadeghi-Bazargani, and H. Hamishekar, "Interpersonal Continuity of Care and Its Effect on Health Care Utilizations and Expenditures for Diabetes," Journal of Ambulatory Care Management, vol. 44, no. 3, pp. 237 - 248, 2021. https://www.doi.org/10.1097/jac.0000000000000376

A. L. Ruano, D. Rodríguez, P. G. Rossi, and D. Maceira, "Understanding inequities in health and health systems in Latin America and the Caribbean: a thematic series," International Journal for Equity in Health, vol. 20, no. 1, pp. 1 - 4, 2021. https://www.doi.org/10.1186/s12939-021-01426-1

M. Mohammadi, S. Dehbari, and B. Vahdani, "Design of a bi-objective reliable healthcare network with finite capacity queue under service covering uncertainty," Transportation Research Part E: Logistics and Transportation Review, vol. 72, pp. 15 - 41, 2014. https://www.doi.org/10.1016/j.tre.2014.10.001

S. Bakhshandeh, K. Bagheri, M. Mehrabad, and E. Mohammadi, "Designing of hospital chain network with facility location approach and disruption consideration," Iranian Journal Of Supply Chain Management, vol. 22, no. 66, pp. 38-51, 2020. https://scmj.ihu.ac.ir/article_205461_en.html

O. P. de la Salud, "Redes Integradas de Servicios de Salud: Conceptos, Opciones de Política y Hoja de Ruta para su implementación en las Américas", La Renovación de la Atención Primaria de Salud en las Américas, 2010. https://iris.paho.org/handle/10665.2/31323. DOI: https://doi.org/10.15517/psm.v5i2.14263

C. A. A. Calderón, J. C. Botero, J. O. Bolaños, and R. R. Martínez, "Sistema de salud en Colombia: 20 años de logros y problemas", Ciência & Saúde Coletiva, vol. 16, no. 6, pp. 2817-2828, 2011. https://www.doi.org/10.1590/s1413 81232011000600020

MinSalud. Comunicación en las Regiones, 2013. https://www.minsalud.gov.co/Regiones/Paginas/MinSalud-y-Secretar%C3%ADa-Salud-Cauca-elaboran-plan-de-trabajo-y-compromisos.aspx.

Secretaría Departamental de Salud del Valle del Cauca. Gobernación Valle del Cauca, 2014. https://www.valledelcauca.gov.co/salud/publicaciones/31815/la_secretaria_dedepartamental_de_salud_del_valle_del_cauca_informa_a_todos_los_hospitales_clinicas_centros_medicos_consultorios_y_demas_prestadores_de_servicios_de_salud/

Z. G. Triviño-Vargas and M. X. López-Hurtado, "Factores predictores de conductas promotoras de salud en docentes de enfermería de tres universidades de Cali, Colombia", Universidad y Salud, vol. 20, no. 2, p. 160 - 170, 2018. https://www.doi.org/10.22267/rus.182002.120

Ministerio de Protección Social, Primer Informe Nacional de Calidad de la Atención en la Salud, 2009. https://primo.utb.edu.co/discovery/fulldisplayvid=57UTB_INST:57UTB_INST&tab=Everything&docid=alma990000279220205731&lang=es&context=L&adaptor=Local%20Search%20Engine&query=sub,exact.

Ministerio de Hacienda. Informe de evaluación primer semestre 2016- Programas de Saneamiento Fiscal y Financiero Vializados de ESE en Riesgo Medio Alto. Bogotá, 2016. https://www.minhacienda.gov.co/webcenter/portal/EntidadesdeOrdenTerritorial/pages_programaese/evaluacionese?_afrLoop=3974222678545876&_afrWindowMode=2&Adf-Window Id=wixrvruju&_afrFS=16&_afrMT=screen&_afrMFW=1150&_afrMFH=715&_afrMFDW=1440&_afrMFDH=900&_afrMFC=10&_afrMFCI=0&_afrMFM=0&_afrMFR=192&_afrMFG=0&_afrMFS=0&_afrMFO=0

D. Coombs, "Primary Health Networks' impact on Aboriginal Community Controlled Health Services," Australian Journal of Public Administration, vol. 77, no. S1, pp. S37 - S46, 2018. https://www.doi.org/10.1111/1467-8500.12357

C. Guida and G. Carpentieri, "Quality of life in the urban environment and primary health services for the elderly during the Covid-19 pandemic: An application to the city of Milan (Italy)," Cities, vol. 110, 2021. https://www.doi.org/10.1016/j.cities.2020.103038

J. Hong, K. Sila-Nowicka, and D. P. McArthur, "Is the popularity of social networking services beneficial for public health? Focusing on active travel and BMI," Journal of Transport & Health, vol. 11, pp. 183 - 192, 2018. https://www.doi.org/10.1016/j.jth.2018.09.003

Vega, W. Lo Nuevo en la compra de Servicios de Salud, 2017. http://www.consultorsalud.com/sites/consultorsalud/files/lo_nuevo_en_la_contratac ion_en_salud_ _william_vega__consultorsalud.pdf

Ministerio de Salud y Protección Social. Decreto Número 780, 2016. https://www.minsalud.gov.co/sites/rid/Lists/BibliotecaDigital/RIDE/DE/DIJ/decreto-780-unico-modificado-2016.pdf

T. A. H. Rocha et al., "Access to emergency care services: a transversal ecological study about Brazilian emergency health care network," Public Health, vol. 153, pp. 9 - 15, 2017. https://www.doi.org/10.1016/j.puhe.2017.07.013

X. Yin and İ. E. Büyüktahtakın, "A multi-stage stochastic programming approach to epidemic resource allocation with equity considerations," Health Care Management Science, vol. 24, no. 3, pp. 597 - 622, 2021, https://www.doi.org/10.1007/s10729-021-09559-z

S. Yoon, L. A. Albert, and V. M. White, "A Stochastic Programming Approach for Locating and Dispatching Two Types of Ambulances," Transportation Science, vol. 55, no. 2, pp. 275 - 296, 2021. https://www.doi.org/10.1287/trsc.2020.1023

P. Moens et al., "Scalable Fleet Monitoring and Visualization for Smart Machine Maintenance and Industrial IoT Applications," Sensors, vol. 20, no. 15, p. 4308, 2020. https://www.doi.org/10.3390/s20154308

J. Kalcsics, S. Nickel, M. A. Pozo, J. Puerto, and A. M. Rodríguez-Chía, "The multicriteria p-facility median location problem on networks," European Journal of Operational Research, vol. 235, no. 3, pp. 484 - 493, 2014. https://www.doi.org/10.1016/j.ejor.2014.01.003

A. Ayough, F. Farhadi, M. Zandieh, and P. Rastkhadiv, "Genetic algorithm for obstacle location-allocation problems with customer priorities," Journal of Industrial & Management Optimization, vol. 17, no. 4, p. 1753, 2021. https://www.doi.org/10.3934/jimo.2020044

C. A. García, E. García, and F. Villada, "Implementación del Algoritmo Evolutivo Multi-Objetivo de Frente de Pareto (SPEA) para la Planeación de Sistemas Eléctricos de Distribución incluyendo Huecos de Voltaje," Información Tecnológica, vol. 26, no. 5, pp. 155 - 168, 2015. https://www.doi.org/10.4067/s0718-07642015000500019

C.-L. Hwang and K. Yoon, "Multiple Objective Decision Making - Methods and Applications: A State-of-the-Art Survey," 1979. https://typeset.io/papers/multiple-objective-decision-making-methods-and-applications-51ghxay97i

https://doi.org/10.1007/978-3-642-45511-7_3

L. Kirilov, V. Guliashki, and B. Staykov, "Web-Based Decision Support System for Solving Multiple-Objective Decision-Making Problems," Research Anthology on Decision Support Systems and Decision Management in Healthcare, Business, and Engineering, pp. 594-620, 2021. https://www.doi.org/10.4018/978-1-7998-9023-2.ch029

H. M. Ridha, C. Gomes, H. Hizam, M. Ahmadipour, A. A. Heidari, and H. Chen, "Multi-objective optimization and multi-criteria decision-making methods for optimal design of standalone photovoltaic system: A comprehensive review," Renewable and Sustainable Energy Reviews, vol. 135, p. 110202, 2021. https://www.doi.org/10.1016/j.rser.2020.110202

J. Blank and K. Deb, "Pymoo: Multi-Objective Optimization in Python," IEEE Access, vol. 8, pp. 89497-89509, 2020. https://www.doi.org/10.1109/access.2020.2990567

I. Vargas, A. S. Mogollón-Pérez, P. De Paepe, M. R. F. da Silva, J. P. Unger, and M. L. Vázquez, "Do existing mechanisms contribute to improvements in care coordination across levels of care in health services networks? Opinions of the health personnel in Colombia and Brazil," BMC Health Services Research, vol. 15, no. 1, pp. 1 - 14, 2015. https://www.doi.org/10.1186/s12913-015-0882-4

L. Fu, K. Xu, F. Liu, L. Liang, and Z. Wang, "Regional Disparity and Patients Mobility: Benefits and Spillover Effects of the Spatial Network Structure of the Health Services in China," International Journal of Environmental Research and Public Health, vol. 18, no. 3, p. 1096, 2021. https://www.doi.org/10.3390/ijerph18031096

R. C. Suganthe and G. R. Sreekanth, "Emergency Health Information and Medical Services in Disaster Areas: A Delay Tolerant Network Approach," Journal of Medical Imaging and Health Informatics, vol. 6, no. 8, pp. 1990 - 1996, 2016. https://www.doi.org/10.1166/jmihi.2016.1962

A. Ribeiro-Oliveira et al., "Burden of acromegaly in the United States: increased health services utilization, location of care, and costs of care," Journal of Medical Economics, vol. 24, no. 1, pp. 432 - 439, 2021. https://www.doi.org/10.1080/13696998.2021.1898968

G. Hajimoradi, H. Sahami, and A. Rajabpoor, "Analysis of the optimal distribution of health services and site location of the hospital in the 4th metropolitan area of Tehran," Geography and Development, vol. 20, no. 68, pp. 112 - 132, 2022. https://www.doi.org/10.22111/j10.22111.2022.7006

M. P. Scaparra and M. G. Scutellà, Facilities, Locations, Customers: Building Blocks of Location Models. A Survey. Pisa, IT: Università di Pisa, 2001. http://eprints.adm.unipi.it/2061/

A. Murad, F. Faruque, A. Naji, and A. Tiwari, "Using the location-allocation P-median model for optimising locations for health care centres in the city of Jeddah City, Saudi Arabia," Geospatial Health, vol. 16, no. 2, 2021. https://www.doi.org/10.4081/gh.2021.1002

E. İbrahim Miraç and Ö. Eren, "P-median and Maximum Coverage Models for Optimization of Distribution Plans: A Case of United Nations Humanitarian Response Depots," Smart and Sustainable Supply Chain and Logistics - Trends, Challenges, Methods and Best Practices, pp. 225 - 246, 2020. https://www.doi.org/10.1007/978-3-030-61947-3_15

O. Kariv and S. L. Hakimi, "An Algorithmic Approach to Network Location Problems. I: Thep-Centers," SIAM Journal on Applied Mathematics, vol. 37, no. 3, pp. 513-538, 1979. https://www.doi.org/10.1137/0137040

J. Brimberg and Z. Drezner, "A new heuristic for solving the p-median problem in the plane," Computers & Operations Research, vol. 40, no. 1, pp. 427-437, 2013. https://www.doi.org/10.1016/j.cor.2012.07.012

H. Gwalani, C. Tiwari, and A. R. Mikler, "Evaluation of heuristics for the p-median problem: Scale and spatial demand distribution," Computers, Environment and Urban Systems, vol. 88, p. 101656, 2021. https://www.doi.org/10.1016/j.compenvurbsys.2021.101656

R. L. Church and S. Wang, "Solving the p-median problem on regular and lattice networks," Computers & Operations Research, vol. 123, p. 105057, 2020. https://www.doi.org/10.1016/j.cor.2020.105057

L. V. Snyder and M. S. Daskin, "Stochastic p-robust location problems," IIE Transactions, vol. 38, no. 11, pp. 971-985, 2006. https://www.doi.org/10.1080/07408170500469113

S. H. Owen and M. S. Daskin, "Strategic facility location: A review," European Journal of Operational Research, vol. 111, no. 3, pp. 423-447,1998. https://www.doi.org/10.1016/s0377-2217(98)00186-6

B. Du, H. Zhou, and R. Leus, "A two-stage robust model for a reliable p-center facility location problem," Applied Mathematical Modelling, vol. 77, pp. 99-114, 2020. https://www.doi.org/10.1016/j.apm.2019.07.025

S. A. Alumur, J. F. Campbell, I. Contreras, B. Y. Kara, V. Marianov, and M. E. O'Kelly, "Perspectives on modeling hub location problems," European Journal of Operational Research, vol. 291, no. 1, pp. 1-17, 2021. https://www.doi.org/10.1016/j.ejor.2020.09.039

R. L. Church, "COBRA: a new formulation of the classic p-median location problem," Annals of Operations Research, vol. 122, no. 1/4, pp. 103-120, 2003. https://www.doi.org/10.1023/a:1026142406234

Z. Tao, Q. Zheng, and H. Kong, "A Modified Gravity p-Median Model for Optimizing Facility Locations," Journal of Systems Science and Information, vol. 6, no. 5, pp. 421-434, 2018. https://www.doi.org/10.21078/jssi-2018-421-14

C. S. Revelle and G. Laporte, "The Plant Location Problem: New Models and Research Prospects," Operations Research, vol. 44, no. 6, pp. 864-874, 1996. https://www.doi.org/10.1287/opre.44.6.864

N. Caliskan, "A decision support approach for the evaluation of transport investment alternatives," European Journal of Operational Research, vol. 175, no. 3, pp. 1696-1704, 2006. https://www.doi.org/10.1016/j.ejor.2005.02.035

H. Y, "On a Bicriterion Formulation of the Problems of Integrated System Identification and System Optimization," IEEE Transactions on Systems, Man, and Cybernetics, vol. SMC-1, no. 3, pp. 296-297, 1971. https://www.doi.org/10.1109/tsmc.1971.4308298

R. Bolaños, M. Echeverry, and J. Escobar, "A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem," Decision Science Letters, vol. 4, no. 4, pp. 559-568, 2015. https://www.doi.org/10.5267/j.dsl.2015.5.003

P.Tsiakis, N. Shah, and C. C. Pantelides, "Design of multi-echelon supply chain networks under demand uncertainty," Industrial & Engineering Chemistry Research, Vol. 40, No. 16, pp. 3585-3604, 2001. https://www.doi.org/10.1021/ie0100030

G. Burfeind, D. Seymour, S. H. Sillau, L. Zittleman, and J. M. Westfall, "Provider Perspectives on Integrating Primary and Behavioral Health: A Report from the High Plains Research Network," The Journal of the American Board of Family Medicine, vol. 27, no. 3, pp. 375-382, 2014. https://www.doi.org/10.3122/jabfm.2014.03.130152

P. Jia, O. Sankoh, and A. J. Tatem, "Mapping the environmental and socioeconomic coverage of the INDEPTH international health and demographic surveillance system network," Health & Place, vol. 36, pp. 88-96, 2015. https://www.doi.org/10.1016/j.healthplace.2015.09.009

Cómo citar
Escobar, J. W., Giraldo, J. L., Londono, D. A., & Linfati, R. (2023). Optimización multiobjetivo de las redes de prestación de servicios de salud pública. Ciencia E Ingeniería Neogranadina, 33(1), 41–60. https://doi.org/10.18359/rcin.6353
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2023-06-30
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