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Erschienen in: OR Spectrum 3/2019

02.07.2019 | Regular Article

Designing capacity rollout plan for neonatal care service system in Korea

verfasst von: Hoon Jang

Erschienen in: OR Spectrum | Ausgabe 3/2019

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Abstract

Strengthening the infrastructure of the neonatal care service system is an important field of work in Korea. Motivated by the efforts of the Korean government, we address the problem of allocating care capacities to neonatal intensive care units (NICUs) to maximize the demand covered over the planning horizon. To address this problem, we suggest a mathematical model that incorporates three important problem features: (1) a multi-period planning horizon; (2) a hierarchical structure of the neonatal care service system (multi-flow, nested, and non-coherent); and (3) a congestion effect in providing services at each NICU. The model is formulated as a mixed-integer linear programming problem and is applied to the design of neonatal care service system in Korea. By evaluating several scenarios through varying the total amount of budget available, our experimental results highlight insightful information for policy makers to establish their rollout plan. In particular, we evaluate three alternatives to improve the quality of neonatal care services. The first two alternatives are related to increasing care capacities, and the third option is related to limiting inappropriate inflow to NICUs. The experimental results confirm that increasing care capacities by upgrading lower levels of NICUs to higher levels is the most effective policy among the three options. We believe that our model and findings are paramount for the development of better neonatal care service systems.

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Fußnoten
1
Prior studies have consistently indicated that the growth in women’s participation in social activities is associated with the increase in maternal ages which has been proven as a critical factor of increasing demand for neonatal intensive care services (Cho et al. 2014; Joseph et al. 2005).
 
2
Korea provides universal healthcare (i.e., public insurance), and medical providers in Korea generally tolerate low compensation for their medical services. The amount of compensation for obstetrics is especially low. In conjunction with the declining birth rate, many obstetrics and gynecology (OB/GYN) clinics close every year, resulting in fewer OB/GYN physicians and resources and practical issues such as high medical accident rates and the risk of medical disputes.
 
3
Since neonatal intensive care typically requires high-level medical treatment skills in an urgent base, it is more likely to occur medical errors or malpractices compared to other types of care which may cause medical disputes or medicolegal problems.
 
4
Specifically, as noted in footnote 1 in Sect. 1, we illustrated that the maternal age is associated with the occurrence of high-risk newborn infants (Cho et al. 2014; Joseph et al. 2005).
 
Literatur
Zurück zum Zitat Abouee-Mehrizi H, Babri S, Berman O, Shavandi H (2011) Optimizing capacity, pricing and location decisions on a congested network with balking. Math Methods Oper Res 74:233–255CrossRef Abouee-Mehrizi H, Babri S, Berman O, Shavandi H (2011) Optimizing capacity, pricing and location decisions on a congested network with balking. Math Methods Oper Res 74:233–255CrossRef
Zurück zum Zitat Albareda-Sambola M, Fernandez E, Hinojosa Y, Puerto J (2008) The multi-period incremental service facility location problem. Comput Oper Res 36:1356–1375CrossRef Albareda-Sambola M, Fernandez E, Hinojosa Y, Puerto J (2008) The multi-period incremental service facility location problem. Comput Oper Res 36:1356–1375CrossRef
Zurück zum Zitat Antunes A, Peeters D (2001) On solving complex multi-period location models using simulated annealing. Eur J Oper Res 130:190–201CrossRef Antunes A, Peeters D (2001) On solving complex multi-period location models using simulated annealing. Eur J Oper Res 130:190–201CrossRef
Zurück zum Zitat Ballou R (1968) Dynamic warehouse location analysis. J Mark Res 5:271–276CrossRef Ballou R (1968) Dynamic warehouse location analysis. J Mark Res 5:271–276CrossRef
Zurück zum Zitat Barray J, Cliquet G (2013) Optimizing locations through a maximum covering/p-median hierarchical model: Maternity hospitals in France. J Bus Res 66:127–132CrossRef Barray J, Cliquet G (2013) Optimizing locations through a maximum covering/p-median hierarchical model: Maternity hospitals in France. J Bus Res 66:127–132CrossRef
Zurück zum Zitat Basar A, Catay B, Unluyurt T (2011) A multi-period double coverage approach for locating the emergency medical service stations in Istanbul. J Oper Res Soc 62:627–637CrossRef Basar A, Catay B, Unluyurt T (2011) A multi-period double coverage approach for locating the emergency medical service stations in Istanbul. J Oper Res Soc 62:627–637CrossRef
Zurück zum Zitat Berman O, Krass D (2002) Facility location problems with stochastic demands and congestion. In: Drezner Z, Hamacher HW (eds) Facility location: applications and theory. Springer, Berlin Berman O, Krass D (2002) Facility location problems with stochastic demands and congestion. In: Drezner Z, Hamacher HW (eds) Facility location: applications and theory. Springer, Berlin
Zurück zum Zitat Berns S (2011) Toward improving the outcome of pregnancy III: enhancing perinatal health through quality, safety and performance initiatives. White Plains. NY:March of dimes foundation, Reissued edition Berns S (2011) Toward improving the outcome of pregnancy III: enhancing perinatal health through quality, safety and performance initiatives. White Plains. NY:March of dimes foundation, Reissued edition
Zurück zum Zitat Carson Y, Batta R (1990) Locating an ambulance on the amherst campus of the state university of new york at buffalo. Interfaces 20:43–49CrossRef Carson Y, Batta R (1990) Locating an ambulance on the amherst campus of the state university of new york at buffalo. Interfaces 20:43–49CrossRef
Zurück zum Zitat Cho K, Jo H, Cho S (2014) Advanced maternal age and weight at birth in newborn infants: distribution and clinical characteristic. Korean J Perinatol 25(4):276–283CrossRef Cho K, Jo H, Cho S (2014) Advanced maternal age and weight at birth in newborn infants: distribution and clinical characteristic. Korean J Perinatol 25(4):276–283CrossRef
Zurück zum Zitat Church R, ReVelle C (1974) The maximal covering location problem. Papers Reg Sci 32:101–118CrossRef Church R, ReVelle C (1974) The maximal covering location problem. Papers Reg Sci 32:101–118CrossRef
Zurück zum Zitat Contreras I, Cordeau J, Laporte G (2011) Benders decomposition for large-scale uncapacitated hub location. Oper Res 59:1477–1490CrossRef Contreras I, Cordeau J, Laporte G (2011) Benders decomposition for large-scale uncapacitated hub location. Oper Res 59:1477–1490CrossRef
Zurück zum Zitat Davari S, Kilic K, Naderi S (2016) A heuristic approach to solve the preventive health care problem with budget and congestion constraints. Appl Math Comput 276:442–453 Davari S, Kilic K, Naderi S (2016) A heuristic approach to solve the preventive health care problem with budget and congestion constraints. Appl Math Comput 276:442–453
Zurück zum Zitat Dias J, Captivo M, Climaco J (2007) Efficient primal-dual heuristic for a dynamic location problem. Comput Oper Res 34:1800–1823CrossRef Dias J, Captivo M, Climaco J (2007) Efficient primal-dual heuristic for a dynamic location problem. Comput Oper Res 34:1800–1823CrossRef
Zurück zum Zitat Drezner Z (1995) Dynamic facility location: the progressive p-median problem. Loc Sci 3:1–7CrossRef Drezner Z (1995) Dynamic facility location: the progressive p-median problem. Loc Sci 3:1–7CrossRef
Zurück zum Zitat Ehrich J, Grote U, Gerber-Grote A, Strassburg M (2016) The child health care system of Germany. J Pediatr 177:71–86CrossRef Ehrich J, Grote U, Gerber-Grote A, Strassburg M (2016) The child health care system of Germany. J Pediatr 177:71–86CrossRef
Zurück zum Zitat Farahani R, Asgari N, Heidari N, Hosseininia M, Goh M (2012) Covering problems in facility location: a review. Comput Ind Eng 62:368–407CrossRef Farahani R, Asgari N, Heidari N, Hosseininia M, Goh M (2012) Covering problems in facility location: a review. Comput Ind Eng 62:368–407CrossRef
Zurück zum Zitat Farahani R, Hekmatfar M, Fahimnia B, Kazemzadeh N, Goh M (2014) Hierarchical facility location problem: models, classifications, techniques, and applications. Comput Ind Eng 68:104–117CrossRef Farahani R, Hekmatfar M, Fahimnia B, Kazemzadeh N, Goh M (2014) Hierarchical facility location problem: models, classifications, techniques, and applications. Comput Ind Eng 68:104–117CrossRef
Zurück zum Zitat Galvao R, Espejo L, Boffey B (2002) A hierarchical model for the location of perinatal facilities in the municipality of Rio de Janeiro. Eur J Oper Res 138:495–517CrossRef Galvao R, Espejo L, Boffey B (2002) A hierarchical model for the location of perinatal facilities in the municipality of Rio de Janeiro. Eur J Oper Res 138:495–517CrossRef
Zurück zum Zitat Galvao R, Espejo L, Boffey B, Yates D (2006) Load balancing and capacity constraints in a hierarchical location model. Eur J Oper Res 176:631–646CrossRef Galvao R, Espejo L, Boffey B, Yates D (2006) Load balancing and capacity constraints in a hierarchical location model. Eur J Oper Res 176:631–646CrossRef
Zurück zum Zitat Hodgson M, Jacobsen K (2009) A hierarchical location-allocation model with travel based on expected referral distances. Ann Oper Res 167:271CrossRef Hodgson M, Jacobsen K (2009) A hierarchical location-allocation model with travel based on expected referral distances. Ann Oper Res 167:271CrossRef
Zurück zum Zitat Jarvis JP (1985) Approximating the equilibrium behavior of multi-server loss systems. Manag Sci 31:235–239CrossRef Jarvis JP (1985) Approximating the equilibrium behavior of multi-server loss systems. Manag Sci 31:235–239CrossRef
Zurück zum Zitat Jena S, Cordeau J, Gendron B (2014) Lagrangian heuristics for large-scale dynamic facility location with generalized modular capacities. CIRRELT 21:1–26 Jena S, Cordeau J, Gendron B (2014) Lagrangian heuristics for large-scale dynamic facility location with generalized modular capacities. CIRRELT 21:1–26
Zurück zum Zitat Joseph KS, Allen AC, Dodds L, Turner LA, Scott H, Liston R (2005) The perinatal effects of delayed childbearing. Obstet Gynecol 105(6):1410–1418CrossRef Joseph KS, Allen AC, Dodds L, Turner LA, Scott H, Liston R (2005) The perinatal effects of delayed childbearing. Obstet Gynecol 105(6):1410–1418CrossRef
Zurück zum Zitat Kim H, Kim A, Choi B, Choi C, Sim S, Jung J et al. (2012) Evaluation of performance and efficiency in operation of neonatal intensive care unit. The Korean Ministry of Health and Welfare Report Kim H, Kim A, Choi B, Choi C, Sim S, Jung J et al. (2012) Evaluation of performance and efficiency in operation of neonatal intensive care unit. The Korean Ministry of Health and Welfare Report
Zurück zum Zitat Kimura T (1995) Approximations for the delay probability in the M/G/s queue. Math Comput Model 22(10):157–165CrossRef Kimura T (1995) Approximations for the delay probability in the M/G/s queue. Math Comput Model 22(10):157–165CrossRef
Zurück zum Zitat Larson R (1974) A hyper-cube queuing model for facility location and redistricting in urban emergency services. Comput Oper Res 1:67–95CrossRef Larson R (1974) A hyper-cube queuing model for facility location and redistricting in urban emergency services. Comput Oper Res 1:67–95CrossRef
Zurück zum Zitat Larson R (1975) Approximating the performance of urban emergency service systems. Oper Res 23:845–868CrossRef Larson R (1975) Approximating the performance of urban emergency service systems. Oper Res 23:845–868CrossRef
Zurück zum Zitat Marianov V, Serra D (1998) Probabilistic, maximal covering location–allocation models for congested systems. J Reg Sci 38:401–424CrossRef Marianov V, Serra D (1998) Probabilistic, maximal covering location–allocation models for congested systems. J Reg Sci 38:401–424CrossRef
Zurück zum Zitat Marianov V, Serra D (2001) Hierarchical location allocation models for congested system. Eur J Oper Res 135:195–208CrossRef Marianov V, Serra D (2001) Hierarchical location allocation models for congested system. Eur J Oper Res 135:195–208CrossRef
Zurück zum Zitat Mestre A, Oliveira M, Barbosa-Povoa A (2012) Organizing hospitals into networks: a hierarchical and multiservice model to define location, supply and referrals in planned hospital systems. OR Spec 34:319–348CrossRef Mestre A, Oliveira M, Barbosa-Povoa A (2012) Organizing hospitals into networks: a hierarchical and multiservice model to define location, supply and referrals in planned hospital systems. OR Spec 34:319–348CrossRef
Zurück zum Zitat Mestre A, Oliveira M, Barbosa-Povoa A (2015) Location-allocation approaches for hospital network planning under uncertainty. Eur J Oper Res 240:791–806CrossRef Mestre A, Oliveira M, Barbosa-Povoa A (2015) Location-allocation approaches for hospital network planning under uncertainty. Eur J Oper Res 240:791–806CrossRef
Zurück zum Zitat Moore G, ReVelle C (1982) The hierarchical service location problem. Manag Sci 28:775–780CrossRef Moore G, ReVelle C (1982) The hierarchical service location problem. Manag Sci 28:775–780CrossRef
Zurück zum Zitat Narula S, Ogbu U (1979) An hierarchical location–allocation problem. OMEGA 7:137–143CrossRef Narula S, Ogbu U (1979) An hierarchical location–allocation problem. OMEGA 7:137–143CrossRef
Zurück zum Zitat Ndiaye M, Alfares H (2008) Modeling health care facility location for moving population groups. Comput Oper Res 35:2154–2161CrossRef Ndiaye M, Alfares H (2008) Modeling health care facility location for moving population groups. Comput Oper Res 35:2154–2161CrossRef
Zurück zum Zitat Owen S, Daskin MS (1998) Strategic facility location: a review. Eur J Oper Res 111:423–447CrossRef Owen S, Daskin MS (1998) Strategic facility location: a review. Eur J Oper Res 111:423–447CrossRef
Zurück zum Zitat Pehlivan C, Augusto V, Xie X (2014) Dynamic capacity planning and location of hierarchical service networks under service level constraints. IEEE T Autom Sci Eng 11:863–880CrossRef Pehlivan C, Augusto V, Xie X (2014) Dynamic capacity planning and location of hierarchical service networks under service level constraints. IEEE T Autom Sci Eng 11:863–880CrossRef
Zurück zum Zitat Pollack L, Ratner I, Lund G (1998) United States neonatology practice survey: personnel, practice, hospital, and neonatal intensive care unit characteristics. Pediatr 101:398–405CrossRef Pollack L, Ratner I, Lund G (1998) United States neonatology practice survey: personnel, practice, hospital, and neonatal intensive care unit characteristics. Pediatr 101:398–405CrossRef
Zurück zum Zitat Rajagopalan H, Saydam C, Xiao J (2008) A multiperiod set covering location model for dynamic redeployment of ambulances. Comput Oper Res 35:814–826CrossRef Rajagopalan H, Saydam C, Xiao J (2008) A multiperiod set covering location model for dynamic redeployment of ambulances. Comput Oper Res 35:814–826CrossRef
Zurück zum Zitat ReVelle C, Eiselt HA (2005) Location analysis: a synthesis and survey. Eur J Oper Res 165:1–19CrossRef ReVelle C, Eiselt HA (2005) Location analysis: a synthesis and survey. Eur J Oper Res 165:1–19CrossRef
Zurück zum Zitat Sahin G, Sural H (2007) A review of hierarchical facility location models. Comput Oper Res 34:2310–2331CrossRef Sahin G, Sural H (2007) A review of hierarchical facility location models. Comput Oper Res 34:2310–2331CrossRef
Zurück zum Zitat Sahin G, Sural H, Meral S (2007) Locational analysis for regionalization of Turkish red crescent blood services. Comput Oper Res 34:692–704CrossRef Sahin G, Sural H, Meral S (2007) Locational analysis for regionalization of Turkish red crescent blood services. Comput Oper Res 34:692–704CrossRef
Zurück zum Zitat Schilling D (1980) Dynamic location modeling for public sector facilities: a multi-criteria approach. Dec Sci 11:714–724CrossRef Schilling D (1980) Dynamic location modeling for public sector facilities: a multi-criteria approach. Dec Sci 11:714–724CrossRef
Zurück zum Zitat Shah V, Warre R, Lee S (2013) Quality improvement initiatives in neonatal intensive care unit networks: achievements and challenges. Acad Pediatr 13:75–83CrossRef Shah V, Warre R, Lee S (2013) Quality improvement initiatives in neonatal intensive care unit networks: achievements and challenges. Acad Pediatr 13:75–83CrossRef
Zurück zum Zitat Toregas C, Swain R, ReVelle C, Bergman L (1971) The location of emergency service facilities. Oper Res 19:1363–1373CrossRef Toregas C, Swain R, ReVelle C, Bergman L (1971) The location of emergency service facilities. Oper Res 19:1363–1373CrossRef
Zurück zum Zitat Van Roy T, Erlenkotter D (1982) A dual-based procedure for dynamic facility location. Manag Sci 28:1091–1105CrossRef Van Roy T, Erlenkotter D (1982) A dual-based procedure for dynamic facility location. Manag Sci 28:1091–1105CrossRef
Zurück zum Zitat Vidyarthi N, Jayaswal S (2014) Efficient solution of a class of location-allocation problems with stochastic demand and congestion. Comput Oper Res 48:20–30CrossRef Vidyarthi N, Jayaswal S (2014) Efficient solution of a class of location-allocation problems with stochastic demand and congestion. Comput Oper Res 48:20–30CrossRef
Zurück zum Zitat Wang Q, Batta R, Rump C (2002) Algorithms for a facility location problem with stochastic customer demand and immobile servers. Ann Oper Res 111:17–34CrossRef Wang Q, Batta R, Rump C (2002) Algorithms for a facility location problem with stochastic customer demand and immobile servers. Ann Oper Res 111:17–34CrossRef
Zurück zum Zitat Wesolowsky G, Truscott W (1975) The multi-period location-allocation problem with relocation of facilities. Manag Sci 22:57–65CrossRef Wesolowsky G, Truscott W (1975) The multi-period location-allocation problem with relocation of facilities. Manag Sci 22:57–65CrossRef
Zurück zum Zitat Yang S (2017) Implementation status and future plans of sustainable development goals in the health sector in Korea. J Korean Med Assoc 60:640–653CrossRef Yang S (2017) Implementation status and future plans of sustainable development goals in the health sector in Korea. J Korean Med Assoc 60:640–653CrossRef
Zurück zum Zitat Zarandi M, Davari S, Sisakht S (2012) The large-scale dynamic maximal covering location problem. Math Comput Model 57:710–719CrossRef Zarandi M, Davari S, Sisakht S (2012) The large-scale dynamic maximal covering location problem. Math Comput Model 57:710–719CrossRef
Zurück zum Zitat Zhang Y, Berman O, Verter V (2009) Incorporating congestion in preventive health care facility network design. Eur J Oper Res 198:922–935CrossRef Zhang Y, Berman O, Verter V (2009) Incorporating congestion in preventive health care facility network design. Eur J Oper Res 198:922–935CrossRef
Zurück zum Zitat Zhang Y, Berman O, Marcotte P, Verter V (2010) A bilevel model for preventive healthcare network design with congestion. IIE Trans 42:865–880CrossRef Zhang Y, Berman O, Marcotte P, Verter V (2010) A bilevel model for preventive healthcare network design with congestion. IIE Trans 42:865–880CrossRef
Metadaten
Titel
Designing capacity rollout plan for neonatal care service system in Korea
verfasst von
Hoon Jang
Publikationsdatum
02.07.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
OR Spectrum / Ausgabe 3/2019
Print ISSN: 0171-6468
Elektronische ISSN: 1436-6304
DOI
https://doi.org/10.1007/s00291-019-00558-9

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