Skip to main content
Top
Published in: International Journal for Equity in Health 1/2019

Open Access 01-12-2019 | Care | Research

Incidence, socio-economic inequalities and determinants of catastrophic health expenditure and impoverishment for diabetes care in South Africa: a study at two public hospitals in Tshwane

Authors: Chipo Mutyambizi, Milena Pavlova, Charles Hongoro, Frederik Booysen, Wim Groot

Published in: International Journal for Equity in Health | Issue 1/2019

Login to get access

Abstract

Background

Direct out of pocket (OOP) payments for healthcare may cause financial hardship. For diabetic patients who require frequent visits to health centres, this is of concern as OOP payments may limit access to healthcare. This study assesses the incidence, socio-economic inequalities and determinants of catastrophic health expenditure and impoverishment amongst diabetic patients in South Africa.

Methods

Data were taken from a cross-sectional survey conducted in 2017 at two public hospitals in Tshwane, South Africa (N = 396). Healthcare costs and transport costs related to diabetes care were classified as catastrophic if they exceeded the 10% threshold of household’s capacity to pay (WHO standard method) or if they exceeded a variable threshold of total household expenditure (Ataguba method). Erreygers concentration indices (CIs) were used to assess socio-economic inequalities. A multivariate logistic regression was applied to identify the determinants of catastrophic health expenditure and impoverishment.

Results

Transport costs contributed to over 50% of total healthcare costs. The incidence of catastrophic health expenditure was 25% when measured at a 10% threshold of capacity to pay and 13% when measured at a variable threshold of total household expenditure. Depending on the method used, the incidence of impoverishment varied from 2 to 4% and the concentration index for catastrophic health expenditure varied from − 0.2299 to − 0.1026. When measured at a 10% threshold of capacity to pay factors associated with catastrophic health expenditure were being female (Odds Ratio 1.73; Standard Error 0.51), being within the 3rd (0.49; 0.20), 4th (0.31; 0.15) and 5th wealth quintile (0.30; 0.17). When measured using a variable threshold of total household expenditure factors associated with catastrophic health expenditure were not having children (3.35; 1.82) and the 4th wealth quintile (0.32; 0.21).

Conclusion

Financial protection of diabetic patients in public hospitals is limited. This observation suggests that health financing interventions amongst diabetic patients should target the poor and poor women in particular. There is also a need for targeted interventions to improve access to healthcare facilities for diabetic patients and to reduce the financial impact of transport costs when seeking healthcare. This is particularly important for the achievement of universal health coverage in South Africa.
Appendix
Available only for authorised users
Literature
1.
go back to reference World Health Organization. The world health report: health systems financing: the path to universal coverage Geneva2010. World Health Organization. The world health report: health systems financing: the path to universal coverage Geneva2010.
2.
go back to reference World Health Organization. WHO African region expenditure atlas, November 2014. 2014. World Health Organization. WHO African region expenditure atlas, November 2014. 2014.
3.
go back to reference World Health Organization. WHO global health expenditure atlas. September 2014. . WHO Global Health Expenditure Atlas. Switzerland2014. World Health Organization. WHO global health expenditure atlas. September 2014. . WHO Global Health Expenditure Atlas. Switzerland2014.
4.
go back to reference Xu K. Distribution of health payments and catastrophic expenditures methodology. 2005. Xu K. Distribution of health payments and catastrophic expenditures methodology. 2005.
5.
go back to reference Hsu J, Flores G, Evans D, Mills A, Hanson K. Measuring financial protection against catastrophic health expenditures: methodological challenges for global monitoring. Int J Equity Health. 2018;17(1):69.CrossRef Hsu J, Flores G, Evans D, Mills A, Hanson K. Measuring financial protection against catastrophic health expenditures: methodological challenges for global monitoring. Int J Equity Health. 2018;17(1):69.CrossRef
6.
go back to reference Cleary S, Birch S, Chimbindi N, Silal S, McIntyre D. Investigating the affordability of key health services in South Africa. Soc Sci Med. 2013;80:37–46.CrossRef Cleary S, Birch S, Chimbindi N, Silal S, McIntyre D. Investigating the affordability of key health services in South Africa. Soc Sci Med. 2013;80:37–46.CrossRef
7.
go back to reference Cleary SM, Birch S, Moshabela M, Schneider H. Unequal access to ART: exploratory results from rural and urban case studies of ART use. Sex Transm Infect. 2012;88(2):141–6.CrossRef Cleary SM, Birch S, Moshabela M, Schneider H. Unequal access to ART: exploratory results from rural and urban case studies of ART use. Sex Transm Infect. 2012;88(2):141–6.CrossRef
8.
go back to reference Castillo-Riquelme M, McIntyre D, Barnes K. Household burden of malaria in South Africa and Mozambique: is there a catastrophic impact? Tropical Med Int Health. 2008;13(1):108–22.CrossRef Castillo-Riquelme M, McIntyre D, Barnes K. Household burden of malaria in South Africa and Mozambique: is there a catastrophic impact? Tropical Med Int Health. 2008;13(1):108–22.CrossRef
9.
go back to reference Mudzengi D, Sweeney S, Hippner P, Kufa T, Fielding K, Grant AD, et al. The patient costs of care for those with TB and HIV: a cross-sectional study from South Africa. Health Policy Plan. 2017;32(suppl_4):iv48–56.CrossRef Mudzengi D, Sweeney S, Hippner P, Kufa T, Fielding K, Grant AD, et al. The patient costs of care for those with TB and HIV: a cross-sectional study from South Africa. Health Policy Plan. 2017;32(suppl_4):iv48–56.CrossRef
10.
go back to reference Dyer SJ, Sherwood K, McIntyre D, Ataguba JE. Catastrophic payment for assisted reproduction techniques with conventional ovarian stimulation in the public health sector of South Africa: frequency and coping strategies. Hum Reprod. 2013;28(10):2755–64.CrossRef Dyer SJ, Sherwood K, McIntyre D, Ataguba JE. Catastrophic payment for assisted reproduction techniques with conventional ovarian stimulation in the public health sector of South Africa: frequency and coping strategies. Hum Reprod. 2013;28(10):2755–64.CrossRef
11.
go back to reference Negin J, Randell M, Raban MZ, Nyirenda M, Kalula S, Madurai L, et al. Health expenditure and catastrophic spending among older adults living with HIV. Global public health. 2017;12(10):1282–96.CrossRef Negin J, Randell M, Raban MZ, Nyirenda M, Kalula S, Madurai L, et al. Health expenditure and catastrophic spending among older adults living with HIV. Global public health. 2017;12(10):1282–96.CrossRef
12.
go back to reference Babikir A, Satty A, Mwambi H. Determinants of out-of-pocket health expenditure and their welfare implications in a south African context. Journal of Economic and Financial Sciences. 2018;11(1):7.CrossRef Babikir A, Satty A, Mwambi H. Determinants of out-of-pocket health expenditure and their welfare implications in a south African context. Journal of Economic and Financial Sciences. 2018;11(1):7.CrossRef
13.
go back to reference Goudge J, Gilson L, Russell S, Gumede T, Mills A. The household costs of health care in rural South Africa with free public primary care and hospital exemptions for the poor. Tropical Med Int Health. 2009;14(4):458–67.CrossRef Goudge J, Gilson L, Russell S, Gumede T, Mills A. The household costs of health care in rural South Africa with free public primary care and hospital exemptions for the poor. Tropical Med Int Health. 2009;14(4):458–67.CrossRef
14.
go back to reference American Diabetes Association. Economic costs of diabetes in the US in 2017. Diabetes Care. 2018;41(5):917–28.CrossRef American Diabetes Association. Economic costs of diabetes in the US in 2017. Diabetes Care. 2018;41(5):917–28.CrossRef
15.
go back to reference Smith-Spangler CM, Bhattacharya J, Goldhaber-Fiebert JD. Diabetes, its treatment, and catastrophic medical spending in 35 developing countries. Diabetes Care. 2012;35(2):319-26.CrossRef Smith-Spangler CM, Bhattacharya J, Goldhaber-Fiebert JD. Diabetes, its treatment, and catastrophic medical spending in 35 developing countries. Diabetes Care. 2012;35(2):319-26.CrossRef
17.
go back to reference Mutyambizi C, Pavlova M, Chola L, Hongoro C, Groot W. Cost of diabetes mellitus in Africa: a systematic review of existing literature. Glob Health. 2018;14(1):3.CrossRef Mutyambizi C, Pavlova M, Chola L, Hongoro C, Groot W. Cost of diabetes mellitus in Africa: a systematic review of existing literature. Glob Health. 2018;14(1):3.CrossRef
18.
go back to reference Okoronkwo IL, Ekpemiro JN, Okwor EU, Okpala PU, Adeyemo FO. Economic burden and catastrophic cost among people living with type2 diabetes mellitus attending a tertiary health institution in south-east zone, Nigeria. BMC research notes. 2015;8(1):527.CrossRef Okoronkwo IL, Ekpemiro JN, Okwor EU, Okpala PU, Adeyemo FO. Economic burden and catastrophic cost among people living with type2 diabetes mellitus attending a tertiary health institution in south-east zone, Nigeria. BMC research notes. 2015;8(1):527.CrossRef
19.
go back to reference Basu S, Shankar V, Yudkin JS. Comparative effectiveness and cost-effectiveness of treat-to-target versus benefit-based tailored treatment of type 2 diabetes in low-income and middle-income countries: a modelling analysis. The Lancet Diabetes & Endocrinology. 2016;4(11):922–32. Basu S, Shankar V, Yudkin JS. Comparative effectiveness and cost-effectiveness of treat-to-target versus benefit-based tailored treatment of type 2 diabetes in low-income and middle-income countries: a modelling analysis. The Lancet Diabetes & Endocrinology. 2016;4(11):922–32.
20.
go back to reference Pepper D, Burch V, Levitt N, Cleary S. Hyperglycaemic emergency admissions to a secondary-level hospital—an unnecessary financial burden. J Endocrinol Metab Diabetes S Afr. 2007;12(2):56–60. Pepper D, Burch V, Levitt N, Cleary S. Hyperglycaemic emergency admissions to a secondary-level hospital—an unnecessary financial burden. J Endocrinol Metab Diabetes S Afr. 2007;12(2):56–60.
21.
go back to reference Volmink HC, Bertram MY, Jina R, Wade AN, Hofman KJ. Applying a private sector capitation model to the management of type 2 diabetes in the south African public sector: a cost-effectiveness analysis. BMC Health Serv Res. 2014;14(1):444.CrossRef Volmink HC, Bertram MY, Jina R, Wade AN, Hofman KJ. Applying a private sector capitation model to the management of type 2 diabetes in the south African public sector: a cost-effectiveness analysis. BMC Health Serv Res. 2014;14(1):444.CrossRef
22.
go back to reference Ncube-Zulu T, Danckwerts MP. Comparative hospitalization cost and length of stay between patients with and without diabetes in a large tertiary hospital in Johannesburg, South Africa. International Journal of Diabetes in Developing Countries. 2014;34(3):156–62.CrossRef Ncube-Zulu T, Danckwerts MP. Comparative hospitalization cost and length of stay between patients with and without diabetes in a large tertiary hospital in Johannesburg, South Africa. International Journal of Diabetes in Developing Countries. 2014;34(3):156–62.CrossRef
23.
go back to reference South African National Department of health. User guide-UPFS 2015. Uniform patient fee schedule for paying patients attending public hospitals. . 2015. South African National Department of health. User guide-UPFS 2015. Uniform patient fee schedule for paying patients attending public hospitals. . 2015.
24.
go back to reference Mcintyre D, Thiede M, Nkosi M, Mutyambizi V, Castillo-riquelme M, Gilson L, et al. SHIELD work package 1 report: a critical analysis of the current south African health system. 2007. Mcintyre D, Thiede M, Nkosi M, Mutyambizi V, Castillo-riquelme M, Gilson L, et al. SHIELD work package 1 report: a critical analysis of the current south African health system. 2007.
25.
go back to reference Ataguba JE, McIntyre D. The incidence of health financing in South Africa: findings from a recent data set. Health Economics, Policy and Law. 2018;13(1):68–91.CrossRef Ataguba JE, McIntyre D. The incidence of health financing in South Africa: findings from a recent data set. Health Economics, Policy and Law. 2018;13(1):68–91.CrossRef
26.
go back to reference City of Tshwane. City of Tshwane, 2016/21 IDP. 2016. City of Tshwane. City of Tshwane, 2016/21 IDP. 2016.
27.
go back to reference Massyn N, Tanna G, Day C, Ndlovu N. District health barometer: district health profiles 2017/18. Durban: health systems trust. 2018. Massyn N, Tanna G, Day C, Ndlovu N. District health barometer: district health profiles 2017/18. Durban: health systems trust. 2018.
28.
go back to reference Shisana O, Labadarios D, Rehle T, Simbayi L, Zuma K, Dhansay A, et al. The south African National Health and nutrition examination survey, 2012: SANHANES-1: the health and nutritional status of the nation: HSRC press. 2014. Shisana O, Labadarios D, Rehle T, Simbayi L, Zuma K, Dhansay A, et al. The south African National Health and nutrition examination survey, 2012: SANHANES-1: the health and nutritional status of the nation: HSRC press. 2014.
29.
go back to reference Buigut S, Ettarh R, Amendah DD. Catastrophic health expenditure and its determinants in Kenya slum communities. Int J Equity Health. 2015;14(1):46.CrossRef Buigut S, Ettarh R, Amendah DD. Catastrophic health expenditure and its determinants in Kenya slum communities. Int J Equity Health. 2015;14(1):46.CrossRef
31.
go back to reference South African Revenue Services. External guide for employers in respect of employees' tax (2018 tax year) PAYE-GEN-01-G11. In: Services SAR, editor. 2017. South African Revenue Services. External guide for employers in respect of employees' tax (2018 tax year) PAYE-GEN-01-G11. In: Services SAR, editor. 2017.
32.
go back to reference Wagstaff A, van Doorslaer E. Catastrophe and impoverishment in paying for health care: with applications to Vietnam 1993–1998. Health Econ. 2003;12(11):921–33.CrossRef Wagstaff A, van Doorslaer E. Catastrophe and impoverishment in paying for health care: with applications to Vietnam 1993–1998. Health Econ. 2003;12(11):921–33.CrossRef
33.
go back to reference O'Donnell O, van Doorslaer E, Adam W, Lindelow M. Analyzing health equity using household survey data. Washington DC: USA: the World Bank. 2008.CrossRef O'Donnell O, van Doorslaer E, Adam W, Lindelow M. Analyzing health equity using household survey data. Washington DC: USA: the World Bank. 2008.CrossRef
34.
go back to reference Ataguba JE-O. Reassessing catastrophic health-care payments with a Nigerian case study. Health Economics, Policy and Law. 2012;7(3):309–26.CrossRef Ataguba JE-O. Reassessing catastrophic health-care payments with a Nigerian case study. Health Economics, Policy and Law. 2012;7(3):309–26.CrossRef
35.
go back to reference Wagstaff A, Eozenou PH-V. CATA meets IMPOV: a unified approach to measuring financial protection in health. 2014.CrossRef Wagstaff A, Eozenou PH-V. CATA meets IMPOV: a unified approach to measuring financial protection in health. 2014.CrossRef
36.
go back to reference Thomson S, Evetovits T, Cylus J, Jakab M. Monitoring financial protection to assess progress towards universal health coverage in Europe. Public Health Panorama. 2016;2(3):357–66. Thomson S, Evetovits T, Cylus J, Jakab M. Monitoring financial protection to assess progress towards universal health coverage in Europe. Public Health Panorama. 2016;2(3):357–66.
37.
go back to reference Onoka CA, Onwujekwe OE, Hanson K, Uzochukwu BS. Examining catastrophic health expenditures at variable thresholds using household consumption expenditure diaries. Tropical Med Int Health. 2011;16(10):1334–41.CrossRef Onoka CA, Onwujekwe OE, Hanson K, Uzochukwu BS. Examining catastrophic health expenditures at variable thresholds using household consumption expenditure diaries. Tropical Med Int Health. 2011;16(10):1334–41.CrossRef
38.
go back to reference Xu K, Evans DB, Kawabata K, Zeramdini R, Klavus J, Murray CJ. Household catastrophic health expenditure: a multicountry analysis. Lancet. 2003;362(9378):111–7.CrossRef Xu K, Evans DB, Kawabata K, Zeramdini R, Klavus J, Murray CJ. Household catastrophic health expenditure: a multicountry analysis. Lancet. 2003;362(9378):111–7.CrossRef
39.
go back to reference Koch SF. Catastrophic health payments: does the equivalence scale matter? Health Policy Plan. 2018;33(8):966–73.CrossRef Koch SF. Catastrophic health payments: does the equivalence scale matter? Health Policy Plan. 2018;33(8):966–73.CrossRef
40.
go back to reference Kwesiga B, Zikusooka CM, Ataguba JE. Assessing catastrophic and impoverishing effects of health care payments in Uganda. BMC Health Serv Res. 2015;15(1):30.CrossRef Kwesiga B, Zikusooka CM, Ataguba JE. Assessing catastrophic and impoverishing effects of health care payments in Uganda. BMC Health Serv Res. 2015;15(1):30.CrossRef
41.
go back to reference Ngcamphalala C, Ataguba JE. An assessment of financial catastrophe and impoverishment from out-of-pocket health care payments in Swaziland. Glob Health Action. 2018;11(1):1428473.CrossRef Ngcamphalala C, Ataguba JE. An assessment of financial catastrophe and impoverishment from out-of-pocket health care payments in Swaziland. Glob Health Action. 2018;11(1):1428473.CrossRef
42.
go back to reference Kimani DN, Mugo MG, Kioko UM. Catastrophic health expenditures and impoverishment in Kenya. Eur Sci J. 2016;12(15):434-52.CrossRef Kimani DN, Mugo MG, Kioko UM. Catastrophic health expenditures and impoverishment in Kenya. Eur Sci J. 2016;12(15):434-52.CrossRef
43.
go back to reference Ukwaja KN, Alobu I, Abimbola S, Hopewell PC. Household catastrophic payments for tuberculosis care in Nigeria: incidence, determinants, and policy implications for universal health coverage. Infectious diseases of poverty. 2013;2(1):21.CrossRef Ukwaja KN, Alobu I, Abimbola S, Hopewell PC. Household catastrophic payments for tuberculosis care in Nigeria: incidence, determinants, and policy implications for universal health coverage. Infectious diseases of poverty. 2013;2(1):21.CrossRef
44.
go back to reference Aregbeshola BS, Khan SM. Out-of-pocket payments, catastrophic health expenditure and poverty among households in Nigeria 2010. International journal of health policy and management. 2018;7(9):798.CrossRef Aregbeshola BS, Khan SM. Out-of-pocket payments, catastrophic health expenditure and poverty among households in Nigeria 2010. International journal of health policy and management. 2018;7(9):798.CrossRef
45.
go back to reference Statistics South Africa. Poverty trends in South Africa: An examination of absolute poverty between 2006 and 2011. Pretoria: Statistics South Africa 2014. Statistics South Africa. Poverty trends in South Africa: An examination of absolute poverty between 2006 and 2011. Pretoria: Statistics South Africa 2014.
46.
go back to reference Oloniniyi IO, Akinsulore A, Aloba OO, Mapayi BM, Oginni OA, Makanjuola R. Economic cost of schizophrenia in a Nigerian teaching hospital. Journal of Neurosciences in Rural Practice. 2019;10(1):39.CrossRef Oloniniyi IO, Akinsulore A, Aloba OO, Mapayi BM, Oginni OA, Makanjuola R. Economic cost of schizophrenia in a Nigerian teaching hospital. Journal of Neurosciences in Rural Practice. 2019;10(1):39.CrossRef
47.
go back to reference Booysen F, Van Der Berg S, Burger R, Von Maltitz M, Du Rand G. Using an asset index to assess trends in poverty in seven sub-Saharan African countries. World Dev. 2008;36(6):1113–30.CrossRef Booysen F, Van Der Berg S, Burger R, Von Maltitz M, Du Rand G. Using an asset index to assess trends in poverty in seven sub-Saharan African countries. World Dev. 2008;36(6):1113–30.CrossRef
48.
go back to reference O'Donnell O, O'Neill S, Van Ourti T, Walsh B. Conindex: estimation of concentration indices. Stata J. 2016;16(1):112.CrossRef O'Donnell O, O'Neill S, Van Ourti T, Walsh B. Conindex: estimation of concentration indices. Stata J. 2016;16(1):112.CrossRef
49.
go back to reference Njagi P, Arsenijevic J, Groot W. Understanding variations in catastrophic health expenditure, its underlying determinants and impoverishment in sub-Saharan African countries: a scoping review. Systematic Reviews. 2018;7(1):136.CrossRef Njagi P, Arsenijevic J, Groot W. Understanding variations in catastrophic health expenditure, its underlying determinants and impoverishment in sub-Saharan African countries: a scoping review. Systematic Reviews. 2018;7(1):136.CrossRef
50.
go back to reference World Health Organization. Global report on diabetes. Geneva: World Health Organisation; 2016. World Health Organization. Global report on diabetes. Geneva: World Health Organisation; 2016.
51.
go back to reference Residents of Gauteng metros least reliant on grants [press release]. 16 April 2018 2018. Residents of Gauteng metros least reliant on grants [press release]. 16 April 2018 2018.
52.
go back to reference Gwatidzo SD, Williams JS. Diabetes mellitus medication use and catastrophic healthcare expenditure among adults aged 50+ years in China and India: results from the WHO study on global AGEing and adult health (SAGE). BMC Geriatr. 2017;17(1):14.CrossRef Gwatidzo SD, Williams JS. Diabetes mellitus medication use and catastrophic healthcare expenditure among adults aged 50+ years in China and India: results from the WHO study on global AGEing and adult health (SAGE). BMC Geriatr. 2017;17(1):14.CrossRef
53.
go back to reference Jing Z, Chu J, Imam Syeda Z, Zhang X, Xu Q, Sun L, et al. Catastrophic health expenditure among type 2 diabetes mellitus patients: a province-wide study in Shandong, China. J Diabetes Invest. 2018:10(2):283-9CrossRef Jing Z, Chu J, Imam Syeda Z, Zhang X, Xu Q, Sun L, et al. Catastrophic health expenditure among type 2 diabetes mellitus patients: a province-wide study in Shandong, China. J Diabetes Invest. 2018:10(2):283-9CrossRef
54.
go back to reference Qosaj FA, Froeschl G, Berisha M, Bellaqa B, Holle R. Catastrophic expenditures and impoverishment due to out-of-pocket health payments in Kosovo. Cost Effectiveness and Resource Allocation. 2018;16(1):26.CrossRef Qosaj FA, Froeschl G, Berisha M, Bellaqa B, Holle R. Catastrophic expenditures and impoverishment due to out-of-pocket health payments in Kosovo. Cost Effectiveness and Resource Allocation. 2018;16(1):26.CrossRef
55.
go back to reference Chuma J, Maina T. Catastrophic health care spending and impoverishment in Kenya. BMC Health Serv Res. 2012;12(1):413.CrossRef Chuma J, Maina T. Catastrophic health care spending and impoverishment in Kenya. BMC Health Serv Res. 2012;12(1):413.CrossRef
56.
go back to reference Si Y, Zhou Z, Su M, Ma M, Xu Y, Heitner J. Catastrophic healthcare expenditure and its inequality for households with hypertension: evidence from the rural areas of Shaanxi Province in China. Int J Equity Health. 2017;16(1):27.CrossRef Si Y, Zhou Z, Su M, Ma M, Xu Y, Heitner J. Catastrophic healthcare expenditure and its inequality for households with hypertension: evidence from the rural areas of Shaanxi Province in China. Int J Equity Health. 2017;16(1):27.CrossRef
57.
go back to reference Kien VD, Van Minh H, Giang KB, Dao A, Ng N. Socioeconomic inequalities in catastrophic health expenditure and impoverishment associated with non-communicable diseases in urban Hanoi. Vietnam International journal for equity in health. 2016;15(1):169.CrossRef Kien VD, Van Minh H, Giang KB, Dao A, Ng N. Socioeconomic inequalities in catastrophic health expenditure and impoverishment associated with non-communicable diseases in urban Hanoi. Vietnam International journal for equity in health. 2016;15(1):169.CrossRef
58.
go back to reference Kien VD, Minh HV, Ngoc NB, Phuong TB, Ngan TT, Quam MB. Inequalities in household catastrophic health expenditure and impoverishment associated with noncommunicable diseases in chi Linh, Hai Duong, Vietnam. Asia Pacific Journal of Public Health. 2017;29(5_suppl):35S–44S.CrossRef Kien VD, Minh HV, Ngoc NB, Phuong TB, Ngan TT, Quam MB. Inequalities in household catastrophic health expenditure and impoverishment associated with noncommunicable diseases in chi Linh, Hai Duong, Vietnam. Asia Pacific Journal of Public Health. 2017;29(5_suppl):35S–44S.CrossRef
59.
go back to reference Mchenga M, Chirwa GC, Chiwaula LS. Impoverishing effects of catastrophic health expenditures in Malawi. Int J Equity Health. 2017;16(1):25.CrossRef Mchenga M, Chirwa GC, Chiwaula LS. Impoverishing effects of catastrophic health expenditures in Malawi. Int J Equity Health. 2017;16(1):25.CrossRef
60.
go back to reference Kumar K, Singh A, Kumar S, Ram F, Singh A, Ram U, et al. Socio-economic differentials in impoverishment effects of out-of-pocket health expenditure in China and India: evidence from WHO SAGE. PLoS One. 2015;10(8):e0135051.CrossRef Kumar K, Singh A, Kumar S, Ram F, Singh A, Ram U, et al. Socio-economic differentials in impoverishment effects of out-of-pocket health expenditure in China and India: evidence from WHO SAGE. PLoS One. 2015;10(8):e0135051.CrossRef
61.
go back to reference Rashad AS, Sharaf MF. Catastrophic economic consequences of healthcare payments: effects on poverty estimates in Egypt, Jordan, and Palestine. Economies. 2015;3(4):216–34.CrossRef Rashad AS, Sharaf MF. Catastrophic economic consequences of healthcare payments: effects on poverty estimates in Egypt, Jordan, and Palestine. Economies. 2015;3(4):216–34.CrossRef
Metadata
Title
Incidence, socio-economic inequalities and determinants of catastrophic health expenditure and impoverishment for diabetes care in South Africa: a study at two public hospitals in Tshwane
Authors
Chipo Mutyambizi
Milena Pavlova
Charles Hongoro
Frederik Booysen
Wim Groot
Publication date
01-12-2019
Publisher
BioMed Central
Keyword
Care
Published in
International Journal for Equity in Health / Issue 1/2019
Electronic ISSN: 1475-9276
DOI
https://doi.org/10.1186/s12939-019-0977-3

Other articles of this Issue 1/2019

International Journal for Equity in Health 1/2019 Go to the issue