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Erschienen in: Journal of Medical Systems 5/2011

01.10.2011 | Original Paper

A Multiple Stage Approach for Performance Improvement of Primary Healthcare Practice

verfasst von: Martha T. Ramírez-Valdivia, Sergio Maturana, Sonia Salvo-Garrido

Erschienen in: Journal of Medical Systems | Ausgabe 5/2011

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Abstract

Chilean primary healthcare practice is analyzed using a Data Envelopment Analysis (DEA) multiple stage approach. We estimate the efficiency level of 259 municipalities nationwide. Since the efficiency score by itself is of limited value for decision making, we use a multivariate tool to help explain the effect of relevant factors. First, we use a cluster analysis to homogenize the units under study. Second, we use DEA to estimate the efficiency levels, which varies from 61% to 71% for urban municipalities, and from 51% to 56% in rural ones. Third, we use bootstrap to estimate confidence intervals for the efficiency scores, and a Biplot method to identify adequate variables to include in the Tobit Model, which is our last stage. We identify six factors associated with rural municipalities’ operational efficiency, and two with urban ones. Knowing the efficiency level of municipalities can help determine ways to improve their efficiency.
Fußnoten
1
Rates are estimated using different sources. Datasets available at: http://​www.​ine.​cl and htpp://​www.​sinim.​cl
 
3
Do not confuse the variables rur and urb with the variable used for urban and rural location in “Cluster analysis”. Any urban or rural municipality might have a mix of urban and/or rural health centers associated.
 
4
ipobre and denpob were included in the cluster analysis of “Cluster analysis”. However, since those variables were disregarded to form cluster groups we decided to include them in the Tobit analysis.
 
5
We do not include the CRS formulation since it is the same as the VRS minus Eq. 1.3.
 
6
gper = annual medical staff cost; gfunc = annual general service cost; gfarm = annual pharmacy cost
 
7
cons = annual number of medical visits; cont = annual number of medical check-up visits.
 
Literatur
4.
Zurück zum Zitat +Rodríguez, J., and Tokman, M., Resultados y rendimiento del gasto en el sector público de salud en Chile 1990–1999, Unidad de Estudios Especiales, CEPAL, 2000. +Rodríguez, J., and Tokman, M., Resultados y rendimiento del gasto en el sector público de salud en Chile 1990–1999, Unidad de Estudios Especiales, CEPAL, 2000.
5.
Zurück zum Zitat Hollingsworth, B., Dawson, P. J., and Maniadakis, N., Efficiency measurement of health care: a review of non-parametric methods and applications. Health Care Manage Sci 2(3):161–172, 1999.CrossRef Hollingsworth, B., Dawson, P. J., and Maniadakis, N., Efficiency measurement of health care: a review of non-parametric methods and applications. Health Care Manage Sci 2(3):161–172, 1999.CrossRef
6.
Zurück zum Zitat Hollingsworth, B., Non-parametric and parametric applications measuring efficiency in health care. Health Care Manage Sci 6(49):203–218, 2003.CrossRef Hollingsworth, B., Non-parametric and parametric applications measuring efficiency in health care. Health Care Manage Sci 6(49):203–218, 2003.CrossRef
7.
Zurück zum Zitat Puig-Junoy, J., Eficiencia en la Atención Primaria en Salud: Una Revisión Crítica de las Medidas de Frontera. Rev Esp Salud Publica 74(5–6):483–795, 2000. Puig-Junoy, J., Eficiencia en la Atención Primaria en Salud: Una Revisión Crítica de las Medidas de Frontera. Rev Esp Salud Publica 74(5–6):483–795, 2000.
8.
Zurück zum Zitat Castro, R., Midiendo la eficiencia de la salud municipal, Serie Informe Social N o . 97, Libertad y Desarrollo, 2006. Castro, R., Midiendo la eficiencia de la salud municipal, Serie Informe Social N o . 97, Libertad y Desarrollo, 2006.
9.
Zurück zum Zitat Peppers, S., El sistema de salud en Chile: Propuestas para una reforma en salud. Rev. Med. Chil. 4(18), 2000. Peppers, S., El sistema de salud en Chile: Propuestas para una reforma en salud. Rev. Med. Chil. 4(18), 2000.
10.
Zurück zum Zitat Sáez, M., Condicionantes en la Utilización de los Servicios de Atención Primaria. Evidencias Empíricas e Inconsistencias Metodológicas. Gac. Sanit. 17(5):412–419, 2003.CrossRef Sáez, M., Condicionantes en la Utilización de los Servicios de Atención Primaria. Evidencias Empíricas e Inconsistencias Metodológicas. Gac. Sanit. 17(5):412–419, 2003.CrossRef
11.
Zurück zum Zitat Poblete, F., Araya, S., Pantoja, T., and Torres, F., Contribuyendo a la reducción de la brecha entre las políticas de salud nacionales y su ejecución en el nivel primario de salud como consecuencia de la gestión local: un aporte a la evaluación sistemática y mejoramiento de las prácticas de gestión para favorecer el éxito de la reforma de salud, Proyecto Políticas Públicas 2005, Pontificia Universidad Católica de Chile. Poblete, F., Araya, S., Pantoja, T., and Torres, F., Contribuyendo a la reducción de la brecha entre las políticas de salud nacionales y su ejecución en el nivel primario de salud como consecuencia de la gestión local: un aporte a la evaluación sistemática y mejoramiento de las prácticas de gestión para favorecer el éxito de la reforma de salud, Proyecto Políticas Públicas 2005, Pontificia Universidad Católica de Chile.
12.
Zurück zum Zitat Jacobs, R., Smith, P. C., and Street, A., Measuring efficiency in health care. Analytic techniques and health policy. Cambridge University Press, New York, 2006.CrossRef Jacobs, R., Smith, P. C., and Street, A., Measuring efficiency in health care. Analytic techniques and health policy. Cambridge University Press, New York, 2006.CrossRef
13.
Zurück zum Zitat Guiffrida, A., and Gravelle, H., Measuring performance in primary care: Econometric analysis and DEA. Appl. Econ. 33:163–175, 2001. Guiffrida, A., and Gravelle, H., Measuring performance in primary care: Econometric analysis and DEA. Appl. Econ. 33:163–175, 2001.
14.
Zurück zum Zitat Cooper, W. W., Seiford, L. M., and Tone, K., Data envelopment analysis. A comprehensive text with models, applications, references and DEA-solver software. Springer, New York, 2007.MATH Cooper, W. W., Seiford, L. M., and Tone, K., Data envelopment analysis. A comprehensive text with models, applications, references and DEA-solver software. Springer, New York, 2007.MATH
15.
Zurück zum Zitat Kumbhakar, S. C., and Lovell, C. A. K., Stochastic frontier analysis. Cambridge University Press, Cambridge, 2003. Kumbhakar, S. C., and Lovell, C. A. K., Stochastic frontier analysis. Cambridge University Press, Cambridge, 2003.
16.
Zurück zum Zitat Rosko, M. D., Cost efficiency of US hospitals: A stochastic frontier approach. Health. Econ. 10(6):539–551, 2001.CrossRef Rosko, M. D., Cost efficiency of US hospitals: A stochastic frontier approach. Health. Econ. 10(6):539–551, 2001.CrossRef
17.
Zurück zum Zitat Tavares, G., A bibliography of data envelopment analysis [1978–2001], Rutcor Research Report RRR 01-02, 2002. Tavares, G., A bibliography of data envelopment analysis [1978–2001], Rutcor Research Report RRR 01-02, 2002.
18.
Zurück zum Zitat Emrouznejad, A., Parker, B., and Tavares, G., Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years of scholarly literature in DEA. Socio. Econ. Plan. Sci. 42(3):151–157, 2008.CrossRef Emrouznejad, A., Parker, B., and Tavares, G., Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years of scholarly literature in DEA. Socio. Econ. Plan. Sci. 42(3):151–157, 2008.CrossRef
19.
Zurück zum Zitat Worthington, A. C., Frontier efficiency measurement in health care: A review of empirical techniques and selected applications. Med. Care Res. Rev. 61(2):135–170, 2004.CrossRef Worthington, A. C., Frontier efficiency measurement in health care: A review of empirical techniques and selected applications. Med. Care Res. Rev. 61(2):135–170, 2004.CrossRef
21.
Zurück zum Zitat Luoma, K., Järviö, M., Suoniemi, I., and Hjerppe, R. T., Financial incentives and productive efficiency in Finnish health centres. Health Econ. 5:435–445, 1996.CrossRef Luoma, K., Järviö, M., Suoniemi, I., and Hjerppe, R. T., Financial incentives and productive efficiency in Finnish health centres. Health Econ. 5:435–445, 1996.CrossRef
22.
Zurück zum Zitat Borge, L., and Haraldsvik, M., Efficiency potential and determinants of efficiency: An analysis of the care for the elderly sector in Norway. Int. Tax Public Finance 16(4):468–486, 2009.CrossRef Borge, L., and Haraldsvik, M., Efficiency potential and determinants of efficiency: An analysis of the care for the elderly sector in Norway. Int. Tax Public Finance 16(4):468–486, 2009.CrossRef
23.
Zurück zum Zitat Marschall, P., and Flessa, S., Assessing the efficiency of rural health centres in Burkina Faso: An application of data envelopment analysis. J. Public Health 17:87–95, 2009.CrossRef Marschall, P., and Flessa, S., Assessing the efficiency of rural health centres in Burkina Faso: An application of data envelopment analysis. J. Public Health 17:87–95, 2009.CrossRef
24.
Zurück zum Zitat Marathe, S., Wan, T. T. H., Zhang, J., and Sherin, K., Factors influencing community health centers´efficiency: a latent growth curve modeling approach. J. Med. Sys. 31:265–374, 2007.CrossRef Marathe, S., Wan, T. T. H., Zhang, J., and Sherin, K., Factors influencing community health centers´efficiency: a latent growth curve modeling approach. J. Med. Sys. 31:265–374, 2007.CrossRef
25.
Zurück zum Zitat Pina, V., and Torres, L., Evaluating the efficiency of non-profit organizations: An application of data envelopment analysis to the public health services. Finan. Acc. Manage. 8:213–225, 1992.CrossRef Pina, V., and Torres, L., Evaluating the efficiency of non-profit organizations: An application of data envelopment analysis to the public health services. Finan. Acc. Manage. 8:213–225, 1992.CrossRef
26.
Zurück zum Zitat Rosenman, R., Siddhartan, K., and Ahern, M., Output efficiency of health maintenance organizations in Florida. Health Econ 6:295–302, 1997.CrossRef Rosenman, R., Siddhartan, K., and Ahern, M., Output efficiency of health maintenance organizations in Florida. Health Econ 6:295–302, 1997.CrossRef
27.
Zurück zum Zitat Schinnar, A. P., Kamis-Gould, E., Delucia, N., and Rothbard, A. B., Organizational determinants of efficiency and effectiveness in mental health partial care programs. Health Serv. Res. 25(2):387–420, 1990. Schinnar, A. P., Kamis-Gould, E., Delucia, N., and Rothbard, A. B., Organizational determinants of efficiency and effectiveness in mental health partial care programs. Health Serv. Res. 25(2):387–420, 1990.
28.
Zurück zum Zitat Bryce, C. L., Engberg, J. B., and Wholey, D. R., Comparing the agreement among alternative models in evaluating HMO efficiency. Health Serv. Res. 35(2):509–528, 2000. Bryce, C. L., Engberg, J. B., and Wholey, D. R., Comparing the agreement among alternative models in evaluating HMO efficiency. Health Serv. Res. 35(2):509–528, 2000.
29.
Zurück zum Zitat García, F., Marcuello, C., Serrano, D., and Urbina, O., Evaluation of efficiency in primary health care centres: An application of data envelopment analysis. Finan. Acc. Manage. 15(1):67–83, 1999.CrossRef García, F., Marcuello, C., Serrano, D., and Urbina, O., Evaluation of efficiency in primary health care centres: An application of data envelopment analysis. Finan. Acc. Manage. 15(1):67–83, 1999.CrossRef
30.
Zurück zum Zitat Goñi, S., An analysis of the effectiveness of Spanish primary health care teams. Health Policy 48:107–117, 1999.CrossRef Goñi, S., An analysis of the effectiveness of Spanish primary health care teams. Health Policy 48:107–117, 1999.CrossRef
31.
Zurück zum Zitat Kirigia, J. M., Emrouznejad, A., Cassona, B., Asbu, E. Z., and Barry, S., A performance assessment method for hospitals: The case of municipal hospitals in Angola. J. Med. Syst. 32:509–519, 2008.CrossRef Kirigia, J. M., Emrouznejad, A., Cassona, B., Asbu, E. Z., and Barry, S., A performance assessment method for hospitals: The case of municipal hospitals in Angola. J. Med. Syst. 32:509–519, 2008.CrossRef
32.
Zurück zum Zitat García Fariñas, A., Sánchez Delgado, Z., Chaviano Moreno, M., and Muñiz Cepero, M., Niveles de eficiencia de las políclinicas de Matanzas, Cuba, según el método de análisis envolvente de datos. Rev. Panam. Salud Publica/Pan Am. J. Public Health 22(2):100–109, 2007.CrossRef García Fariñas, A., Sánchez Delgado, Z., Chaviano Moreno, M., and Muñiz Cepero, M., Niveles de eficiencia de las políclinicas de Matanzas, Cuba, según el método de análisis envolvente de datos. Rev. Panam. Salud Publica/Pan Am. J. Public Health 22(2):100–109, 2007.CrossRef
33.
Zurück zum Zitat Osei, D., d’Almeida, S., George, M. O., Kirigia, J. M., Mensah, A. O., and Kainyu, L. H., Technical efficiency of public district hospitals and health centres in Ghana: A pilot study. Cost Effectiveness and Resource Allocation 3:9, 2005.CrossRef Osei, D., d’Almeida, S., George, M. O., Kirigia, J. M., Mensah, A. O., and Kainyu, L. H., Technical efficiency of public district hospitals and health centres in Ghana: A pilot study. Cost Effectiveness and Resource Allocation 3:9, 2005.CrossRef
34.
Zurück zum Zitat Fuentelsaz, L., Marcuello, C., and Urbina, O., Eficiencia productiva en la prestación de servicios de salud: una aplicación a los centros de atención primaria. Hac. Pub. Esp. 138:29–36, 1996. Fuentelsaz, L., Marcuello, C., and Urbina, O., Eficiencia productiva en la prestación de servicios de salud: una aplicación a los centros de atención primaria. Hac. Pub. Esp. 138:29–36, 1996.
35.
Zurück zum Zitat Martí, T., and Greenzner, V., Modelos de Atención Primaria de Catalunya. Cuadernos de Gestión en Atención Primaria 5(3):116–123, 1999. Martí, T., and Greenzner, V., Modelos de Atención Primaria de Catalunya. Cuadernos de Gestión en Atención Primaria 5(3):116–123, 1999.
36.
Zurück zum Zitat Urbina, O., and Serrano, D., Evaluación de la eficiencia médica en atención primaria, XVII Jornadas de Economía de la Salud. AES, Murcia, 1997. Urbina, O., and Serrano, D., Evaluación de la eficiencia médica en atención primaria, XVII Jornadas de Economía de la Salud. AES, Murcia, 1997.
37.
Zurück zum Zitat Buck, D., The efficiency of the community dental services in England: A data envelopment analysis. Community Dent. Oral Epidemiol 28:274–280, 2000.CrossRef Buck, D., The efficiency of the community dental services in England: A data envelopment analysis. Community Dent. Oral Epidemiol 28:274–280, 2000.CrossRef
38.
Zurück zum Zitat Zavras, A., Tsakos, G., Economou, C., and Kyriopoulos, J., Using DEA to evaluate efficiency and formulate policy within a Greek National Primary Health Care Network. J. Med. Studies 26(4):285–292, 2002.CrossRef Zavras, A., Tsakos, G., Economou, C., and Kyriopoulos, J., Using DEA to evaluate efficiency and formulate policy within a Greek National Primary Health Care Network. J. Med. Studies 26(4):285–292, 2002.CrossRef
39.
Zurück zum Zitat Ligarda, J., and Ñaccha, M., La eficiencia de las organizaciones de salud a través del análisis envolvente de datos. Microrredes de la Dirección de Salud IV Lima Este 2003. Anales de la Facultad de Medicina, Universidad Nacional Mayor de San Marcos. 67(2):142–151, 2006. Ligarda, J., and Ñaccha, M., La eficiencia de las organizaciones de salud a través del análisis envolvente de datos. Microrredes de la Dirección de Salud IV Lima Este 2003. Anales de la Facultad de Medicina, Universidad Nacional Mayor de San Marcos. 67(2):142–151, 2006.
40.
Zurück zum Zitat Masiye, F., Kirigia, J. M., Emrouznejad, A., Sambo, L. G., Mounkaila, A., Chimfwembe, D., and Okello, D., Efficient management of health centres human resources in Zambia. J. Med. Syst. 30:473–481, 2006.CrossRef Masiye, F., Kirigia, J. M., Emrouznejad, A., Sambo, L. G., Mounkaila, A., Chimfwembe, D., and Okello, D., Efficient management of health centres human resources in Zambia. J. Med. Syst. 30:473–481, 2006.CrossRef
41.
Zurück zum Zitat Hollingsworth, B., and Smith, P. C., The use of ratios in data envelopment analysis. Appl. Econ. Lett. 10:733–735, 2003.CrossRef Hollingsworth, B., and Smith, P. C., The use of ratios in data envelopment analysis. Appl. Econ. Lett. 10:733–735, 2003.CrossRef
42.
Zurück zum Zitat Emrouznejad, A., and Amin, G. R., DEA models for ratio data: Convexity consideration. Appl. Math. Model 33:486–498, 2009.MATHCrossRef Emrouznejad, A., and Amin, G. R., DEA models for ratio data: Convexity consideration. Appl. Math. Model 33:486–498, 2009.MATHCrossRef
43.
Zurück zum Zitat Chen, A., Hwang, Y., and Shao, B., Measurement and sources of overall and input inefficiencies: Evidences and implications in hospital services. Eur. J. Oper. Res. 161:447–468, 2003.CrossRef Chen, A., Hwang, Y., and Shao, B., Measurement and sources of overall and input inefficiencies: Evidences and implications in hospital services. Eur. J. Oper. Res. 161:447–468, 2003.CrossRef
44.
Zurück zum Zitat Staat, M., Efficiency of hospitals in Germany: A DEA-bootstrap approach. Appl. Econ. 38:2255–2263, 2006.CrossRef Staat, M., Efficiency of hospitals in Germany: A DEA-bootstrap approach. Appl. Econ. 38:2255–2263, 2006.CrossRef
45.
Zurück zum Zitat Zen, F., and Baldan, C., The strategic paths and performance of Italian mutual banks: A non parametric analysis. Int. J. Banking, Acc., Finance 1(2):189–214, 2008.CrossRef Zen, F., and Baldan, C., The strategic paths and performance of Italian mutual banks: A non parametric analysis. Int. J. Banking, Acc., Finance 1(2):189–214, 2008.CrossRef
46.
Zurück zum Zitat Ozcan, Y. N., Physician benchmarking: measuring variation in practice behavior in treatment of otitis media. Health Care Manage. Sci. 1:5–17, 1998.CrossRef Ozcan, Y. N., Physician benchmarking: measuring variation in practice behavior in treatment of otitis media. Health Care Manage. Sci. 1:5–17, 1998.CrossRef
47.
Zurück zum Zitat Szczepura, A., Davies, V., Fletcher, J., and Boussofiane, A., Efficiency and effectiveness in general practice. J. Manage. Med. 7(5):36–47, 1993.CrossRef Szczepura, A., Davies, V., Fletcher, J., and Boussofiane, A., Efficiency and effectiveness in general practice. J. Manage. Med. 7(5):36–47, 1993.CrossRef
48.
Zurück zum Zitat Doyle, J. R., and Green, R. H., Efficiency and cross-efficiency in DEA: Derivations, meanings and uses. J. Oper. Res. Soc. 45(5):567–578, 1994.MATH Doyle, J. R., and Green, R. H., Efficiency and cross-efficiency in DEA: Derivations, meanings and uses. J. Oper. Res. Soc. 45(5):567–578, 1994.MATH
49.
Zurück zum Zitat Talluri, S., and Sarkis, J., Extensions in efficiency measurement of alternate machine component grouping solutions. IIEE Trans. Eng. Manage. 44(3), 1997. Talluri, S., and Sarkis, J., Extensions in efficiency measurement of alternate machine component grouping solutions. IIEE Trans. Eng. Manage. 44(3), 1997.
52.
Zurück zum Zitat Kao, Ch, and Hung, H., Efficiency analysis of university departments: An empirical study. Omega 36:653–664, 2008.CrossRef Kao, Ch, and Hung, H., Efficiency analysis of university departments: An empirical study. Omega 36:653–664, 2008.CrossRef
53.
Zurück zum Zitat Ward, D. R., Product differentiation and consumption efficiency in mortgage markets. J. Bus. Res. 62:805–809, 2009.CrossRef Ward, D. R., Product differentiation and consumption efficiency in mortgage markets. J. Bus. Res. 62:805–809, 2009.CrossRef
55.
Zurück zum Zitat Charnes, A., Cooper, W. W., and Rhodes, E., Measuring the efficiency of decision making units. Eur. J. Oper. Res. 2:429–444, 1978.MATHMathSciNetCrossRef Charnes, A., Cooper, W. W., and Rhodes, E., Measuring the efficiency of decision making units. Eur. J. Oper. Res. 2:429–444, 1978.MATHMathSciNetCrossRef
56.
Zurück zum Zitat Banker, R. D., Charnes, A., and Cooper, W. W., Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage. Sci. 30:1078–1092, 1984.MATHCrossRef Banker, R. D., Charnes, A., and Cooper, W. W., Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage. Sci. 30:1078–1092, 1984.MATHCrossRef
57.
Zurück zum Zitat Kontodimopoulos, N., Papathanasiou, N. D., Tountas, Y., and Niakas, D., Separating managerial inefficiency from influences of the operating environment: An application in Dialysis. J. Med. Syst. doi:10.1007/s10916-009-9252-2, 2009. Kontodimopoulos, N., Papathanasiou, N. D., Tountas, Y., and Niakas, D., Separating managerial inefficiency from influences of the operating environment: An application in Dialysis. J. Med. Syst. doi:10.​1007/​s10916-009-9252-2, 2009.
58.
Zurück zum Zitat Sinay, T., Productive efficiency of rural health clinics: The Midwest experience. J. Rural Health 17(3):239–250, 2001.CrossRef Sinay, T., Productive efficiency of rural health clinics: The Midwest experience. J. Rural Health 17(3):239–250, 2001.CrossRef
59.
Zurück zum Zitat Chilingerian, J. A., and Sherman, H. D., Benchmarking physician practice patterns with DEA: A multi-stage approach for cost containment. Ann. Oper. Res. 67:83–116, 1996.CrossRef Chilingerian, J. A., and Sherman, H. D., Benchmarking physician practice patterns with DEA: A multi-stage approach for cost containment. Ann. Oper. Res. 67:83–116, 1996.CrossRef
60.
Zurück zum Zitat Akazili, J., Adjuik, M., Chatio, S., Kanyome, E., Hodgson, A., Aikins, M., and Gyapong, J., What are the technical and allocative efficiencies of public health centres in Ghana? Ghana Med. J. 42(4):149–155, 2008. Akazili, J., Adjuik, M., Chatio, S., Kanyome, E., Hodgson, A., Aikins, M., and Gyapong, J., What are the technical and allocative efficiencies of public health centres in Ghana? Ghana Med. J. 42(4):149–155, 2008.
61.
Zurück zum Zitat Kirigia, J. M., Emrouznejad, A., Sambo, L. G., Munguti, N., and Liambila, W., Using data envelopment analysis to measure the technical efficiency of public health centers in Kenya. J. Med. Sys. 28(2):155–166, 2004.CrossRef Kirigia, J. M., Emrouznejad, A., Sambo, L. G., Munguti, N., and Liambila, W., Using data envelopment analysis to measure the technical efficiency of public health centers in Kenya. J. Med. Sys. 28(2):155–166, 2004.CrossRef
62.
Zurück zum Zitat Guifrida, A., and Gravelle, H., Measuring performance in primary care: econometric analysis and DEA. Appl. Econ. 33:163–175, 2001. Guifrida, A., and Gravelle, H., Measuring performance in primary care: econometric analysis and DEA. Appl. Econ. 33:163–175, 2001.
63.
Zurück zum Zitat Rosenman, R., and Friesner, D., Scope and scale inefficiencies in physician practices. Health Econ 13:1091–1116, 2004.CrossRef Rosenman, R., and Friesner, D., Scope and scale inefficiencies in physician practices. Health Econ 13:1091–1116, 2004.CrossRef
64.
Zurück zum Zitat Chilingerian, J. A., and Sherman, H. D., DEA and primary care physician report cards: Deriving preferred practice cones from managed care service concepts and operating strategies. Ann. Oper. Res. 73:35–66, 1997.MATHCrossRef Chilingerian, J. A., and Sherman, H. D., DEA and primary care physician report cards: Deriving preferred practice cones from managed care service concepts and operating strategies. Ann. Oper. Res. 73:35–66, 1997.MATHCrossRef
65.
Zurück zum Zitat Filipe Amado, C. A., and Pereira dos Santos, S., Challenges for performance assessment and improvement in primary health care: The case of the Portuguese health centres. Health Policy 91:43–56, 2009.CrossRef Filipe Amado, C. A., and Pereira dos Santos, S., Challenges for performance assessment and improvement in primary health care: The case of the Portuguese health centres. Health Policy 91:43–56, 2009.CrossRef
66.
Zurück zum Zitat Dervaux, B., Leleu, H., Valdmanis, V., and Walker, D., Parameters of control when facing stochastic demand: A DEA approach applied to Bangladeshi vaccination sites. Int. J. Health Care Finance Econ 3:287–299, 2003.CrossRef Dervaux, B., Leleu, H., Valdmanis, V., and Walker, D., Parameters of control when facing stochastic demand: A DEA approach applied to Bangladeshi vaccination sites. Int. J. Health Care Finance Econ 3:287–299, 2003.CrossRef
67.
Zurück zum Zitat Bernet, P. M., Rosko, M. D., Valdmanis, V. G., Pilyavsky, A., and Aaronson, W. E., Productivity efficiencies in Ukrainian polyclinics: Lessons for health system transitions from differential responses to market changes. J. Prod. Anal. 29:103–111, 2008.CrossRef Bernet, P. M., Rosko, M. D., Valdmanis, V. G., Pilyavsky, A., and Aaronson, W. E., Productivity efficiencies in Ukrainian polyclinics: Lessons for health system transitions from differential responses to market changes. J. Prod. Anal. 29:103–111, 2008.CrossRef
68.
Zurück zum Zitat Renner, A., Kirigia, J. M., Zere, E. A., Barry, S. P., Kirigia, D. G., Kamara, C., and Muthuri, L. H. K., Technical efficiency of peripheral health units in Pujehum district of Sierra Leone: A DEA application. BMC Health Serv. Res. 5:77, 2005.CrossRef Renner, A., Kirigia, J. M., Zere, E. A., Barry, S. P., Kirigia, D. G., Kamara, C., and Muthuri, L. H. K., Technical efficiency of peripheral health units in Pujehum district of Sierra Leone: A DEA application. BMC Health Serv. Res. 5:77, 2005.CrossRef
69.
Zurück zum Zitat Jemai, I. J., Total performance of the health systems: A comparative study of Arab and African countries. Int. Rev. Bus. Res. Papers 3(4):11–124, 2007. Jemai, I. J., Total performance of the health systems: A comparative study of Arab and African countries. Int. Rev. Bus. Res. Papers 3(4):11–124, 2007.
70.
Zurück zum Zitat Mohan, R., and Mirmirani, S., An assessment of OECD Health Care System Using Panel Data Analysis. SouthWest Bus. Econ. J. 16(09), 2008. Mohan, R., and Mirmirani, S., An assessment of OECD Health Care System Using Panel Data Analysis. SouthWest Bus. Econ. J. 16(09), 2008.
71.
Zurück zum Zitat Retzlaff-Roberts, D., Chang, C. F., and Rubin, R. M., Technical efficiency in the use of health care resources: A comparison of OECD countries. Health Policy 69:55–72, 2004.CrossRef Retzlaff-Roberts, D., Chang, C. F., and Rubin, R. M., Technical efficiency in the use of health care resources: A comparison of OECD countries. Health Policy 69:55–72, 2004.CrossRef
72.
Zurück zum Zitat Coelli, T. J., Prasada Rao, D. S., O’Donnell, C. J., and Battese, G. E., An introduction to efficiency and productivity analysis, 2nd edition. Springer, New York, 2005. Coelli, T. J., Prasada Rao, D. S., O’Donnell, C. J., and Battese, G. E., An introduction to efficiency and productivity analysis, 2nd edition. Springer, New York, 2005.
73.
Zurück zum Zitat Coelli, T. J., and Perelman, S., A comparison of parametric and non-parametric distance functions: With applications to European railways. Eur. J. Oper. Res. 117(2):326–339, 1999.MATHCrossRef Coelli, T. J., and Perelman, S., A comparison of parametric and non-parametric distance functions: With applications to European railways. Eur. J. Oper. Res. 117(2):326–339, 1999.MATHCrossRef
74.
Zurück zum Zitat Chilingerian, J. A., Evaluating physician efficiency in hospitals: A multivariate analysis of best practices. Eur. J. Oper. Res. 80:548–574, 1995.MATHCrossRef Chilingerian, J. A., Evaluating physician efficiency in hospitals: A multivariate analysis of best practices. Eur. J. Oper. Res. 80:548–574, 1995.MATHCrossRef
75.
Zurück zum Zitat Simar, L., and Wilson, P. W., Sensitivity analysis of efficiency scores: How to bootstrap in nonparametric frontier models. Manage. Sci. 44(1):49–61, 1998.MATHCrossRef Simar, L., and Wilson, P. W., Sensitivity analysis of efficiency scores: How to bootstrap in nonparametric frontier models. Manage. Sci. 44(1):49–61, 1998.MATHCrossRef
76.
Zurück zum Zitat Gabriel, K. R., The biplot graphical display of matrices with application to principal component analysis. Biometrika 58:453–467, 1971.MATHMathSciNetCrossRef Gabriel, K. R., The biplot graphical display of matrices with application to principal component analysis. Biometrika 58:453–467, 1971.MATHMathSciNetCrossRef
77.
Zurück zum Zitat Wooldridge, J. M., Introductory econometrics, 4th edition. South-Western GENGAGE Learning, USA, 2006. Wooldridge, J. M., Introductory econometrics, 4th edition. South-Western GENGAGE Learning, USA, 2006.
78.
Zurück zum Zitat Blasius, J., Eliers, P. H. C., and Gower, J., Better biplots. Comp. Stat. Data An 53:3145–3158, 2009.MATHCrossRef Blasius, J., Eliers, P. H. C., and Gower, J., Better biplots. Comp. Stat. Data An 53:3145–3158, 2009.MATHCrossRef
79.
Zurück zum Zitat Gower, J. C., and Hand, D. J., Biplots. Chapman & Hall, London, 1996.MATH Gower, J. C., and Hand, D. J., Biplots. Chapman & Hall, London, 1996.MATH
80.
Zurück zum Zitat Banker, R. D., and Natarajan, R., Evaluating contextual variables affecting productivity using data envelopment analysis. Oper. Res. 56(1):48–58, 2008.MATHMathSciNetCrossRef Banker, R. D., and Natarajan, R., Evaluating contextual variables affecting productivity using data envelopment analysis. Oper. Res. 56(1):48–58, 2008.MATHMathSciNetCrossRef
Metadaten
Titel
A Multiple Stage Approach for Performance Improvement of Primary Healthcare Practice
verfasst von
Martha T. Ramírez-Valdivia
Sergio Maturana
Sonia Salvo-Garrido
Publikationsdatum
01.10.2011
Verlag
Springer US
Erschienen in
Journal of Medical Systems / Ausgabe 5/2011
Print ISSN: 0148-5598
Elektronische ISSN: 1573-689X
DOI
https://doi.org/10.1007/s10916-010-9438-7

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