Skip to main content
Top
Published in: BMC Public Health 1/2011

Open Access 01-12-2011 | Research article

Assessing socioeconomic health care utilization inequity in Israel: impact of alternative approaches to morbidity adjustment

Authors: Efrat Shadmi, Ran D Balicer, Karen Kinder, Chad Abrams, Jonathan P Weiner

Published in: BMC Public Health | Issue 1/2011

Login to get access

Abstract

Background

The ability to accurately detect differential resource use between persons of different socioeconomic status relies on the accuracy of health-needs adjustment measures. This study tests different approaches to morbidity adjustment in explanation of health care utilization inequity.

Methods

A representative sample was selected of 10 percent (~270,000) adult enrolees of Clalit Health Services, Israel's largest health care organization. The Johns-Hopkins University Adjusted Clinical Groups® were used to assess each person's overall morbidity burden based on one year's (2009) diagnostic information. The odds of above average health care resource use (primary care visits, specialty visits, diagnostic tests, or hospitalizations) were tested using multivariate logistic regression models, separately adjusting for levels of health-need using data on age and gender, comorbidity (using the Charlson Comorbidity Index), or morbidity burden (using the Adjusted Clinical Groups). Model fit was assessed using tests of the Area Under the Receiver Operating Characteristics Curve and the Akaike Information Criteria.

Results

Low socioeconomic status was associated with higher morbidity burden (1.5-fold difference). Adjusting for health needs using age and gender or the Charlson index, persons of low socioeconomic status had greater odds of above average resource use for all types of services examined (primary care and specialist visits, diagnostic tests, or hospitalizations). In contrast, after adjustment for overall morbidity burden (using Adjusted Clinical Groups), low socioeconomic status was no longer associated with greater odds of specialty care or diagnostic tests (OR: 0.95, CI: 0.94-0.99; and OR: 0.91, CI: 0.86-0.96, for specialty visits and diagnostic respectively). Tests of model fit showed that adjustment using the comprehensive morbidity burden measure provided a better fit than age and gender or the Charlson Index.

Conclusions

Identification of socioeconomic differences in health care utilization is an important step in disparity reduction efforts. Adjustment for health-needs using a comprehensive morbidity burden diagnoses-based measure, this study showed relative underutilization in use of specialist and diagnostic services, and thus allowed for identification of inequity in health resources use, which could not be detected with less comprehensive forms of health-needs adjustments.
Literature
1.
go back to reference Smith GD, Bartley M, Blane D: The black report on socioeconomic inequalities in health ten years on. BMJ. 1990, 301: 373-377. 10.1136/bmj.301.6748.373.CrossRefPubMedPubMedCentral Smith GD, Bartley M, Blane D: The black report on socioeconomic inequalities in health ten years on. BMJ. 1990, 301: 373-377. 10.1136/bmj.301.6748.373.CrossRefPubMedPubMedCentral
2.
go back to reference Shi L, Starfield B, Kennedy B, Kawachi I: Income inequality, primary care, and health indicators. J Fam Pract. 1999, 48: 275-284.PubMed Shi L, Starfield B, Kennedy B, Kawachi I: Income inequality, primary care, and health indicators. J Fam Pract. 1999, 48: 275-284.PubMed
3.
go back to reference Baron-Epel O, Garty N, Green MS: Inequalities in use of health services among Jews and Arabs in Israel. Health Serv Res. 2007, 42: 1008-1019. 10.1111/j.1475-6773.2006.00645.x.CrossRefPubMedPubMedCentral Baron-Epel O, Garty N, Green MS: Inequalities in use of health services among Jews and Arabs in Israel. Health Serv Res. 2007, 42: 1008-1019. 10.1111/j.1475-6773.2006.00645.x.CrossRefPubMedPubMedCentral
4.
go back to reference Brammli-Greenberg S, Rosen B, Gross R: Co-payments for physician visits: how large is the burden and who bears the brunt?. 2006, Jerusalem: Myers-JDC-Brookdale Institute, The Smokler Center for Health Policy Research, [in Hebrew] Brammli-Greenberg S, Rosen B, Gross R: Co-payments for physician visits: how large is the burden and who bears the brunt?. 2006, Jerusalem: Myers-JDC-Brookdale Institute, The Smokler Center for Health Policy Research, [in Hebrew]
5.
go back to reference Schoen C, Doty MM: Inequities in access to medical care in five countries: findings from the 2001 Commonwealth Fund International Health Policy Survey. Health Policy. 2004, 67: 309-322. 10.1016/j.healthpol.2003.09.006.CrossRefPubMed Schoen C, Doty MM: Inequities in access to medical care in five countries: findings from the 2001 Commonwealth Fund International Health Policy Survey. Health Policy. 2004, 67: 309-322. 10.1016/j.healthpol.2003.09.006.CrossRefPubMed
6.
go back to reference Van Doorslaer E, Masseria C, Koolman X: Inequalities in access to medical care by income in developed countries. CMAJ. 2006, 174: 177-183. 10.1503/cmaj.050584.CrossRefPubMedPubMedCentral Van Doorslaer E, Masseria C, Koolman X: Inequalities in access to medical care by income in developed countries. CMAJ. 2006, 174: 177-183. 10.1503/cmaj.050584.CrossRefPubMedPubMedCentral
7.
go back to reference Van Doorslaer E, Wagstaff A, van der Burg H, Christiansen T, De Graeve D, Duchesne I, et al: Equity in the delivery of health care in Europe and the US. J Health Econ. 2000, 19: 553-583. 10.1016/S0167-6296(00)00050-3.CrossRefPubMed Van Doorslaer E, Wagstaff A, van der Burg H, Christiansen T, De Graeve D, Duchesne I, et al: Equity in the delivery of health care in Europe and the US. J Health Econ. 2000, 19: 553-583. 10.1016/S0167-6296(00)00050-3.CrossRefPubMed
8.
go back to reference Van der Heyden JHA, Demarest S, Tafforeau J, Van Oyen H: Socio-economic differences in the utilization of health services in Belgium. Health Policy. 2003, 65: 153-165. 10.1016/S0168-8510(02)00213-0.CrossRefPubMed Van der Heyden JHA, Demarest S, Tafforeau J, Van Oyen H: Socio-economic differences in the utilization of health services in Belgium. Health Policy. 2003, 65: 153-165. 10.1016/S0168-8510(02)00213-0.CrossRefPubMed
9.
go back to reference Finkelstein MM: Do factors other than need determine utilization of physicians' services in Ontario?. CMAJ. 2001, 165: 565-570.PubMedPubMedCentral Finkelstein MM: Do factors other than need determine utilization of physicians' services in Ontario?. CMAJ. 2001, 165: 565-570.PubMedPubMedCentral
10.
go back to reference McIsaac W, Goel V, Naylor D: Socio-economic status and visits to physicians by adults in Ontario, Canada. J Health Serv Res Policy. 1997, 2: 94-102.PubMed McIsaac W, Goel V, Naylor D: Socio-economic status and visits to physicians by adults in Ontario, Canada. J Health Serv Res Policy. 1997, 2: 94-102.PubMed
12.
go back to reference Kephart G, Asada Y: Need-based resource allocation: different need indicators, different results?. BMC Health Serv Res. 2009, 9: 122-10.1186/1472-6963-9-122.CrossRefPubMedPubMedCentral Kephart G, Asada Y: Need-based resource allocation: different need indicators, different results?. BMC Health Serv Res. 2009, 9: 122-10.1186/1472-6963-9-122.CrossRefPubMedPubMedCentral
13.
go back to reference Chin MH, Zhang JX, Merrell K: Diabetes in the African-American Medicare population. Morbidity, quality of care, and resource utilization. Diabetes Care. 1998, 21: 1090-1095. 10.2337/diacare.21.7.1090.CrossRefPubMed Chin MH, Zhang JX, Merrell K: Diabetes in the African-American Medicare population. Morbidity, quality of care, and resource utilization. Diabetes Care. 1998, 21: 1090-1095. 10.2337/diacare.21.7.1090.CrossRefPubMed
14.
go back to reference Regidor E, Martinez D, Calle ME, Astasio P, Ortega P, Dominguez V: Socioeconomic patterns in the use of public and private health services and equity in health care. BMC Health Serv Res. 2008, 8: 183-10.1186/1472-6963-8-183.CrossRefPubMedPubMedCentral Regidor E, Martinez D, Calle ME, Astasio P, Ortega P, Dominguez V: Socioeconomic patterns in the use of public and private health services and equity in health care. BMC Health Serv Res. 2008, 8: 183-10.1186/1472-6963-8-183.CrossRefPubMedPubMedCentral
15.
go back to reference Demeter S, Reed M, Lix L, MacWilliam L, Leslie WD: Socioeconomic status and the utilization of diagnostic imaging in an urban setting. CMAJ. 2005, 173: 1173-1177. 10.1503/cmaj.050609.CrossRefPubMedPubMedCentral Demeter S, Reed M, Lix L, MacWilliam L, Leslie WD: Socioeconomic status and the utilization of diagnostic imaging in an urban setting. CMAJ. 2005, 173: 1173-1177. 10.1503/cmaj.050609.CrossRefPubMedPubMedCentral
16.
go back to reference Van der Meer JB, van den Bos J, Mackenbach JP: Socioeconomic differences in the utilization of health services in a Dutch population: the contribution of health status. Health Policy. 1996, 37: 1-18. 10.1016/0168-8510(96)87673-1.CrossRefPubMed Van der Meer JB, van den Bos J, Mackenbach JP: Socioeconomic differences in the utilization of health services in a Dutch population: the contribution of health status. Health Policy. 1996, 37: 1-18. 10.1016/0168-8510(96)87673-1.CrossRefPubMed
17.
go back to reference Baron-Epel O, Kaplan G, Haviv-Messika A, Tarabeia J, Green MS, Kaluski DN: Self-reported health as a cultural health determinant in Arab and Jewish Israelis MABAT-National Health and Nutrition Survey 1999-2001. Soc Sci Med. 2005, 61: 1256-1266. 10.1016/j.socscimed.2005.01.022.CrossRefPubMed Baron-Epel O, Kaplan G, Haviv-Messika A, Tarabeia J, Green MS, Kaluski DN: Self-reported health as a cultural health determinant in Arab and Jewish Israelis MABAT-National Health and Nutrition Survey 1999-2001. Soc Sci Med. 2005, 61: 1256-1266. 10.1016/j.socscimed.2005.01.022.CrossRefPubMed
18.
go back to reference Simon JG, Van de Mheen H, Van der Meer JB, Mackenbach JP: Socioeconomic differences in self-assessed health in a chronically ill population: the role of different health aspects. J Behav Med. 2000, 23: 399-420. 10.1023/A:1005552814010.CrossRefPubMed Simon JG, Van de Mheen H, Van der Meer JB, Mackenbach JP: Socioeconomic differences in self-assessed health in a chronically ill population: the role of different health aspects. J Behav Med. 2000, 23: 399-420. 10.1023/A:1005552814010.CrossRefPubMed
19.
go back to reference Starfield B, Weiner J, Mumford L, Steinwachs D: Ambulatory care groups: a categorization of diagnoses for research and management. Health Serv Res. 1991, 26: 53-74.PubMedPubMedCentral Starfield B, Weiner J, Mumford L, Steinwachs D: Ambulatory care groups: a categorization of diagnoses for research and management. Health Serv Res. 1991, 26: 53-74.PubMedPubMedCentral
20.
go back to reference Weiner JP, Starfield BH, Lieberman RN: Johns Hopkins Ambulatory Care Groups (ACGs). A case-mix system for UR, QA and capitation adjustment. HMO Pract. 1992, 6: 13-19.PubMed Weiner JP, Starfield BH, Lieberman RN: Johns Hopkins Ambulatory Care Groups (ACGs). A case-mix system for UR, QA and capitation adjustment. HMO Pract. 1992, 6: 13-19.PubMed
21.
go back to reference Carlsson L, Borjesson U, Edgren L: Patient based 'burden-of-illness' in Swedish primary health care. Applying the Johns Hopkins ACG case-mix system in a retrospective study of electronic patient records. Int J Health Plann Manage. 2002, 17: 269-282. 10.1002/hpm.674.CrossRefPubMed Carlsson L, Borjesson U, Edgren L: Patient based 'burden-of-illness' in Swedish primary health care. Applying the Johns Hopkins ACG case-mix system in a retrospective study of electronic patient records. Int J Health Plann Manage. 2002, 17: 269-282. 10.1002/hpm.674.CrossRefPubMed
22.
go back to reference Orueta JF, Lopez-De-Munain J, Baez K, Aiarzaguena JM, Aranguren JI, Pedrero E: Application of the ambulatory care groups in the primary care of a European national health care system: does it work?. Med Care. 1999, 37: 238-248. 10.1097/00005650-199903000-00004.CrossRefPubMed Orueta JF, Lopez-De-Munain J, Baez K, Aiarzaguena JM, Aranguren JI, Pedrero E: Application of the ambulatory care groups in the primary care of a European national health care system: does it work?. Med Care. 1999, 37: 238-248. 10.1097/00005650-199903000-00004.CrossRefPubMed
23.
go back to reference The Johns Hopkins University: The Johns Hopkins University ACG Case Mix Adjustment System. Documentation & Application Manual. Version 8.1. 2007, Baltimore, MD: The Johns Hopkins University The Johns Hopkins University: The Johns Hopkins University ACG Case Mix Adjustment System. Documentation & Application Manual. Version 8.1. 2007, Baltimore, MD: The Johns Hopkins University
24.
go back to reference Rosner B: Fundamentals of Biostatistics. 2000, Belmont, CA: Thomson Brooks/Cole Publishers Rosner B: Fundamentals of Biostatistics. 2000, Belmont, CA: Thomson Brooks/Cole Publishers
25.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40: 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40: 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed
26.
go back to reference Fischer LR, Wei F, Rolnick SJ, Jackson JM, Rush WA, Garrard JM, Nitz NM, Luepke LJ: Geriatric depression, antidepressant treatment, and healthcare utilization in a health maintenance organization. J Am Geriatr Soc. 2002, 50: 307-312. 10.1046/j.1532-5415.2002.50063.x.CrossRefPubMed Fischer LR, Wei F, Rolnick SJ, Jackson JM, Rush WA, Garrard JM, Nitz NM, Luepke LJ: Geriatric depression, antidepressant treatment, and healthcare utilization in a health maintenance organization. J Am Geriatr Soc. 2002, 50: 307-312. 10.1046/j.1532-5415.2002.50063.x.CrossRefPubMed
27.
go back to reference Mackie AS, Pilote L, Ionescu-Ittu R, Rahme E, Marelli AJ: Health care resource utilization in adults with congenital heart disease. Am J Cardiol. 2007, 99: 839-843. 10.1016/j.amjcard.2006.10.054.CrossRefPubMed Mackie AS, Pilote L, Ionescu-Ittu R, Rahme E, Marelli AJ: Health care resource utilization in adults with congenital heart disease. Am J Cardiol. 2007, 99: 839-843. 10.1016/j.amjcard.2006.10.054.CrossRefPubMed
28.
go back to reference Rennert G, Peterburg Y: Prevalence of selected chronic diseases in Israel. Isr Med Assoc J. 2001, 3: 404-408.PubMed Rennert G, Peterburg Y: Prevalence of selected chronic diseases in Israel. Isr Med Assoc J. 2001, 3: 404-408.PubMed
30.
go back to reference Hosmer DW, Lemeshow S: Applied Logistic Regression. 2000, New York: John Wiley & Sons IncCrossRef Hosmer DW, Lemeshow S: Applied Logistic Regression. 2000, New York: John Wiley & Sons IncCrossRef
32.
go back to reference Hardin JW, Hilbe JM: Generalized Estimaing Equations. 2003, Boca Raton, Fla: Chapman & Hall/CRC Hardin JW, Hilbe JM: Generalized Estimaing Equations. 2003, Boca Raton, Fla: Chapman & Hall/CRC
33.
go back to reference StataCorp: Stata Statistical Software: Release 10. College Station, TX. 2007 StataCorp: Stata Statistical Software: Release 10. College Station, TX. 2007
34.
go back to reference Olsson S: Diffusion, utilization and regional variations in the use of CT and MRI in Sweden. Comput Methods Programs Biomed. 2001, 66: 129-135. 10.1016/S0169-2607(01)00155-9.CrossRefPubMed Olsson S: Diffusion, utilization and regional variations in the use of CT and MRI in Sweden. Comput Methods Programs Biomed. 2001, 66: 129-135. 10.1016/S0169-2607(01)00155-9.CrossRefPubMed
35.
go back to reference Morris S, Sutton M, Gravelle H: Inequity and inequality in the use of health care in England: an empirical investigation. Soc Sci Med. 2005, 60: 1251-1266. 10.1016/j.socscimed.2004.07.016.CrossRefPubMed Morris S, Sutton M, Gravelle H: Inequity and inequality in the use of health care in England: an empirical investigation. Soc Sci Med. 2005, 60: 1251-1266. 10.1016/j.socscimed.2004.07.016.CrossRefPubMed
36.
go back to reference Sibley LM, Moineddin R, Agha MM, Glazier RH: Risk adjustment using administrative data-based and survey-derived methods for explaining physician utilization. Med Care. 2010, 48: 175-182. 10.1097/MLR.0b013e3181c16102.CrossRefPubMed Sibley LM, Moineddin R, Agha MM, Glazier RH: Risk adjustment using administrative data-based and survey-derived methods for explaining physician utilization. Med Care. 2010, 48: 175-182. 10.1097/MLR.0b013e3181c16102.CrossRefPubMed
37.
go back to reference Balicer RD, Shadmi E, Lieberman N, Greenberg-Dotan S, Goldfracht M, Jana L, Cohen AD, Regev-Rosenberg S, Jacobson O: Reducing health disparities in low socioeconomic and minority populations: strategy planning and implementation in Israel's largest health care organization. Health Serv Res. 2011, 46 (4): 1281-1299.CrossRefPubMedPubMedCentral Balicer RD, Shadmi E, Lieberman N, Greenberg-Dotan S, Goldfracht M, Jana L, Cohen AD, Regev-Rosenberg S, Jacobson O: Reducing health disparities in low socioeconomic and minority populations: strategy planning and implementation in Israel's largest health care organization. Health Serv Res. 2011, 46 (4): 1281-1299.CrossRefPubMedPubMedCentral
38.
go back to reference Majeed A, Bindman AB, Weiner JP: Use of risk adjustment in setting budgets and measuring performance in primary care I: how it works. BMJ. 2001, 323: 604-607. 10.1136/bmj.323.7313.604.CrossRefPubMedPubMedCentral Majeed A, Bindman AB, Weiner JP: Use of risk adjustment in setting budgets and measuring performance in primary care I: how it works. BMJ. 2001, 323: 604-607. 10.1136/bmj.323.7313.604.CrossRefPubMedPubMedCentral
39.
go back to reference Ash AS, Ellis RP, Pope GC, Ayanian JZ, Bates DW, Burstin H, Iezzoni LI, MacKay E, Yu W: Using diagnoses to describe populations and predict costs. Health Care Financ Rev. 2000, 21: 7-28.PubMedPubMedCentral Ash AS, Ellis RP, Pope GC, Ayanian JZ, Bates DW, Burstin H, Iezzoni LI, MacKay E, Yu W: Using diagnoses to describe populations and predict costs. Health Care Financ Rev. 2000, 21: 7-28.PubMedPubMedCentral
40.
go back to reference Gross R, Rosen B, Chinitz D: Evaluating the Israeli health care reform: strategies, challenges and lessons. Health Policy. 1998, 45: 99-117. 10.1016/S0168-8510(98)00030-X.CrossRefPubMed Gross R, Rosen B, Chinitz D: Evaluating the Israeli health care reform: strategies, challenges and lessons. Health Policy. 1998, 45: 99-117. 10.1016/S0168-8510(98)00030-X.CrossRefPubMed
41.
go back to reference Horev T, Kop Y: Allocation of resources for social services 2008. 2009, Jerusalem: Taub Center for Social Policy Studies in Israel, [in Hebrew] Horev T, Kop Y: Allocation of resources for social services 2008. 2009, Jerusalem: Taub Center for Social Policy Studies in Israel, [in Hebrew]
42.
go back to reference Balicer RD, Shadmi E, Geffen K, Cohen A, Abrams C, Kinder-Siemens K, Regev-Rosenberg S: Towards a more equitable distribution of resources and assessment of quality of care: validation of a comorbidity based case-mix system. Harefuah. 2010, 149: 665-669. [in Hebrew]PubMed Balicer RD, Shadmi E, Geffen K, Cohen A, Abrams C, Kinder-Siemens K, Regev-Rosenberg S: Towards a more equitable distribution of resources and assessment of quality of care: validation of a comorbidity based case-mix system. Harefuah. 2010, 149: 665-669. [in Hebrew]PubMed
43.
go back to reference Engstrom SG, Carlsson L, Ostgren CJ, Nilsson GH, Borgquist LA: The importance of comorbidity in analysing patient costs in Swedish primary care. BMC Public Health. 2006, 6: 36-10.1186/1471-2458-6-36.CrossRefPubMedPubMedCentral Engstrom SG, Carlsson L, Ostgren CJ, Nilsson GH, Borgquist LA: The importance of comorbidity in analysing patient costs in Swedish primary care. BMC Public Health. 2006, 6: 36-10.1186/1471-2458-6-36.CrossRefPubMedPubMedCentral
44.
go back to reference Sicras-Mainar A, Navarro-Artieda R, Blanca-Tamayo M, Velasco-Velasco S, Escribano-Herranz E, Llopart-López JR, Violan-Fors C, Vilaseca-Llobet JM, Sanchez-Fontcuberta E, Benavent-Areu J, Flor-Serra F, Aguado-Jodar A, Rodriguez-Lopez D, Prados-Torres A, Estelrich-Bennasar J: The relationship between effectiveness and costs measured by a risk-adjusted case-mix system: multicentre study of Catalonian population data bases. BMC Public Health. 2009, 9: 202-10.1186/1471-2458-9-202.CrossRefPubMedPubMedCentral Sicras-Mainar A, Navarro-Artieda R, Blanca-Tamayo M, Velasco-Velasco S, Escribano-Herranz E, Llopart-López JR, Violan-Fors C, Vilaseca-Llobet JM, Sanchez-Fontcuberta E, Benavent-Areu J, Flor-Serra F, Aguado-Jodar A, Rodriguez-Lopez D, Prados-Torres A, Estelrich-Bennasar J: The relationship between effectiveness and costs measured by a risk-adjusted case-mix system: multicentre study of Catalonian population data bases. BMC Public Health. 2009, 9: 202-10.1186/1471-2458-9-202.CrossRefPubMedPubMedCentral
45.
go back to reference Reid RJ, Roos NP, MacWilliam L, Frohlich N, Black C: Assessing population health care need using a claims-based ACG morbidity measure: a validation analysis in the Province of Manitoba. Health Serv Res. 2002, 37: 1345-1364. 10.1111/1475-6773.01029.CrossRefPubMedPubMedCentral Reid RJ, Roos NP, MacWilliam L, Frohlich N, Black C: Assessing population health care need using a claims-based ACG morbidity measure: a validation analysis in the Province of Manitoba. Health Serv Res. 2002, 37: 1345-1364. 10.1111/1475-6773.01029.CrossRefPubMedPubMedCentral
46.
go back to reference Lee WC, Huang TP: Explanatory ability of the ACG system regarding the utilization and expenditure of the national health insurance population in Taiwan-a 5 year analysis. J Chin Med Assoc. 2008, 71: 191-199. 10.1016/S1726-4901(08)70103-5.CrossRefPubMed Lee WC, Huang TP: Explanatory ability of the ACG system regarding the utilization and expenditure of the national health insurance population in Taiwan-a 5 year analysis. J Chin Med Assoc. 2008, 71: 191-199. 10.1016/S1726-4901(08)70103-5.CrossRefPubMed
47.
go back to reference Daly MC, Duncan GJ, McDonough P, Williams DR: Optimal indicators of socioeconomic status for health research. Am J Public Health. 2002, 92: 1151-1157. 10.2105/AJPH.92.7.1151.CrossRefPubMedPubMedCentral Daly MC, Duncan GJ, McDonough P, Williams DR: Optimal indicators of socioeconomic status for health research. Am J Public Health. 2002, 92: 1151-1157. 10.2105/AJPH.92.7.1151.CrossRefPubMedPubMedCentral
Metadata
Title
Assessing socioeconomic health care utilization inequity in Israel: impact of alternative approaches to morbidity adjustment
Authors
Efrat Shadmi
Ran D Balicer
Karen Kinder
Chad Abrams
Jonathan P Weiner
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2011
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-11-609

Other articles of this Issue 1/2011

BMC Public Health 1/2011 Go to the issue