Health Service Utilization and Out-of-Pocket Expenditure Associated with the Continuum of Disability in Vietnam
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data
2.2. Variables
2.3. Statistical Approaches
3. Results
3.1. Socio-Demographic and Socioeconomic Characteristics
3.2. Health Service Use and Self-Treatment
3.3. OOP Expenditure by Continuum of Disability
3.4. Associations between by Severity of Disability and OOP Expenditures after Controlling for Other Covariates
3.5. Disability and the Burden of OOP Health Expenditures after Controlling for Other Covariates
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Brinda, E.M.; Rajkumar, A.P.; Enemark, U.; Prince, M.; Jacob, K.S. Nature and determinants of out-of-pocket health expenditure among older people in a rural Indian community. Int. Psychogeriatr. 2012, 24, 1664–1673. [Google Scholar] [CrossRef] [PubMed]
- Mitra, S.; Findley, P.A.; Sambamoorthi, U. Health care expenditures of living with a disability: Total expenditures, out-of-pocket expenses, and burden, 1996 to 2004. Arch. Phys. Med. Rehabil. 2009, 90, 1532–1540. [Google Scholar] [CrossRef] [PubMed]
- Pumkam, C.; Probst, J.C.; Bennett, K.J.; Hardin, J.; Xirasagar, S. Health care expenditures among working-age adults with physical disabilities: Variations by disability spans. Disabil. Health J. 2013, 6, 287–296. [Google Scholar] [CrossRef] [PubMed]
- Urquieta-Salomon, J.E.; Figueroa, J.L.; Hernandez-Prado, B. Health expenditure related to disability. A study with poor population in Mexico. Salud. Publica Mex. 2008, 50, 136–146. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Palmer, M.; Nguyen, T.; Neeman, T.; Berry, H.; Hull, T.; Harley, D. Health care utilisation, cost burden and coping strategies by disability status: An analysis of the Viet Nam National Health Survey. Int. J. Health Plan. Manag. 2011, 26, e151–e168. [Google Scholar] [CrossRef] [PubMed]
- Whitehead, M.; Dahlagren, G.; Evans, T. Equity and health sector reforms: Can low-income countries escape the medical poverty trap? Lancet 2001, 358, 833–836. [Google Scholar] [CrossRef]
- Pham, H.L.; Kizuki, M.; Takano, T.; Seino, K.; Watanabe, M. Out-of-pocket costs of disabilities and their association with household socioeconomic status among school-aged children in Vietnam. J. Rural. Med. 2013, 8, 212–221. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- van Doorslaer, E.; O’Donnell, O.; Rannan-Eliya, R.P.; Somanathan, A.; Adhikari, S.R.; Garg, C.C.; Harbianto, D.; Herrin, A.N.; Huq, M.N.; Ibragimova, S.; et al. Effect of payments for health care on poverty estimates in 11 countries in Asia: An analysis of household survey data. Lancet 2006, 368, 1357–1364. [Google Scholar] [CrossRef]
- World Bank. The World Bank Data on OOP Health Expenditure for Vietnam in 2018. Available online: https://data.worldbank.org/indicator/SH.XPD.OOPC.CH.ZS?locations=VN (accessed on 15 March 2021).
- Thanh, N.X.; Hang, H.M.; Chuc, N.T.K.; Rudholm, N.; Emmelin, A.; Lindholm, L. Does “the injury poverty trap” exist? A longitudinal study in Bavi, Vietnam. Health Policy 2006, 78, 249–257. [Google Scholar] [CrossRef] [PubMed]
- Van Minh, H.; Kim Phuong, N.T.; Saksena, P.; James, C.D.; Xu, K. Financial burden of household out-of-pocket health expenditure in Viet Nam: Findings from the National Living Standard Survey 2002–2010. Soc. Sci. Med. 2013, 96, 258–263. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Institute for Social Development Studies. Economic Costs of Living with Disabilities and Stigma in Vietnam; Workers’ Publishing House: Hanoi, Vietnam, 2013; Available online: https://www.aspeninstitute.org/wp-content/uploads/files/content/docs/agent-orange/Economic_Costs_of_Living_with_Disability_and_Stigma_in_Vietnam_AUG-10-2013.pdf (accessed on 1 May 2018).
- Palmer, M.G. Inequalities in Universal Health Coverage: Evidence from Vietnam. World Dev. 2014, 64, 384–394. [Google Scholar] [CrossRef]
- World Health Organization. ICF: International Classification of Functioning, Disability and Health; World Health Organization: Geneva, Switzerland, 2001. [Google Scholar]
- Loeb, M.E.; Eide, A.H. Paradigms lost: The changing face of disability in research. In International Views on Disability Measures: Moving towards Comparative Measurement; Altman, B.M., Barnartt, S.N., Eds.; Elsevier: Amsterdam, The Netherlands, 2006; pp. 111–129. [Google Scholar]
- Mont, D. Measuring disability prevalence. In World Bank Social Protection Discussion Paper; World Bank Group: Washington, DC, USA, 2007; p. 706. [Google Scholar]
- United Nations. Training Manual on Disability Statistics; United Nations: Bangkok, Thailand, 2008. [Google Scholar]
- World Health Organization & The World Bank. World Report on Disability; World Health Organization: Geneva, Switzerland, 2011. [Google Scholar]
- Madans, J.H.; Loeb, M.E.; Altman, B.M. Measuring disability and monitoring the UN Convention on the Rights of Persons with Disabilities: The work of the Washington Group on Disability Statistics. BMC Public Health 2011, 11, S4. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Alam, K.; Mahal, A. Economic impacts of health shocks on households in low and middle income countries: A review of the literature. Glob. Health 2014, 10, 21. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Xu, K.; Evans, D.B.; Kawabata, K.; Zeramdini, R.; Klavus, J.; Murray, C.J. Household catastrophic health expenditure: A multicountry analysis. Lancet 2003, 362, 111–117. [Google Scholar] [CrossRef]
- Jones, A.M.; Rice, N.; d’Uva, T.B.; Balia, S. Applied Health Economics, 2nd ed.; Routledge Taylor and Francis: New York, NY, USA, 2013. [Google Scholar]
- Mont, D.; Cuong, N.V. Disability and Poverty in Vietnam. World Bank Econ. Rev. 2011, 25, 323–359. [Google Scholar] [CrossRef]
- StataCorp. Stata Survey Data Reference Manual: Release 15; Statistical Software; StataCorp LLC.: College Station, TX, USA, 2017; ISBN 13-978-1-59718-252-2. [Google Scholar]
- Braithwaite, J.; Mont, D. Disability and poverty: A survey of World Bank Poverty Assessments and implications. Alter 2009, 3, 219–232. [Google Scholar] [CrossRef] [Green Version]
- Mont, D.; Nguyen, C. Does Parental Disability Matter to Child Education? Evidence from Vietnam. World Dev. 2013, 48, 88–107. [Google Scholar] [CrossRef] [Green Version]
- UNFPA. People with Disabilities in Vietnam: Key Findings from the 2009 Viet Nam Population and Housing Census; UNFPA Vietnam: Hanoi, Vietnam, 2011; Available online: https://vietnam.unfpa.org/sites/default/files/pub-pdf/Disability_ENG.pdf (accessed on 1 May 2018).
- Khayatzadeh-Mahani, A.; Wittevrongel, K.; Nicholas, D.B.; Zwicker, J.D. Prioritizing barriers and solutions to improve employment for persons with developmental disabilities. Disabil. Rehabil. 2020, 42, 2696–2706. [Google Scholar] [CrossRef]
- Sepehri, A. How much do I save if I use my health insurance card when seeking outpatient care? Evidence from a low-income country. Health Policy Plan. 2014, 29, 246–256. [Google Scholar] [CrossRef] [PubMed] [Green Version]
Variable | Level of Difficulty | All | |||
---|---|---|---|---|---|
None | Mild | Moderate | Severe | ||
Mean age | 36.4 | 49.6 | 59.5 | 58.1 | 42.4 |
(95% confidence interval) | (32.6–40.1) | (43.3–55.9) | (52.7–66.3) | (46.1–70.1) | (40.0–44.8) |
Gender (%) | |||||
Female | 49.8% | 53.6% | 53.3% | 51.0% | 51.2% |
Male | 50.2% | 46.4% | 46.7% | 49.0% | 48.8% |
Mean years of education | 9.0 | 7.2 | 5.7 | 3.4 | 8.1 |
(95% CI) | (8.0–10.1) | (6.6–7.7) | (4.9–6.5) | (2.0–4.7) | (7.4–8.9) |
Employment status (%) | |||||
Not working | 24.1% | 30.4% | 53.8% | 92.2% | 29.4% |
Public sector | 12.1% | 4.3% | 3.2% | – a | 8.9% |
Private sector | 15.9% | 10.0% | 1.7% | 0.4% | 12.8% |
Family business | 34.6% | 39.4% | 33.8% | 7.4% | 35.5% |
Self-employed | 13.3% | 15.9% | 7.5% | 0% | 13.4% |
Health insurance (%) | |||||
Never | 29.1% | 27.4% | 22.6% | 11.3% | 27.8% |
Previously, but not current insured | 14.6% | 13.5% | 8.8% | 7.0% | 13.7% |
Currently insured | 56.3% | 59.1% | 68.5% | 81.7% | 58.5% |
Mean household income preceding year (VND) | 78,494,620 | 65,219,281 | 43,268,667 | 43,204,582 | 71,281,508 |
(95% confidence level) | (60,325,004–96,664,235) | (43,285,344–87,153,217) | (26,634,171–59,903,164) | (21,617,044–64,792,121) | (52,213,234–90,349,782) |
Mean household size | 4.2 | 4.0 | 3.5 | 3.9 | 4.1 |
(95% CI) | (3.9–4.5) | (3.3–4.6) | (2.4–4.5) | (2.5–5.2) | (3.6–4.6) |
Place of residence (%) | |||||
Rural | 75.4% | 78.6% | 83.5% | 88.9% | 77.2% |
Town | 6.1% | 9.0% | 7.8% | 3.5% | 7.0% |
City | 18.5% | 12.4% | 8.7% | 7.6% | 15.8% |
Province of residence (%) | |||||
Hanoi | 4.8% | 1.7% | 1.3% | 2.4% | 3.6% |
Ho Chi Minh city | 6.2% | 2.8% | 2.6% | 4.5% | 4.9% |
Lang Son | 23.8% | 15.1% | 7.2% | 6.5% | 19.7% |
Thai Binh | 21.2% | 23.2% | 32.0% | 27.4% | 22.8% |
Quang Nam | 14.2% | 35.0% | 35.1% | 35.7% | 22.2% |
Kon Tum | 1.9% | 2.1% | 4.1% | 1.6% | 2.1% |
Dong Nai | 11.1% | 16.0% | 9.5% | 8.1% | 12.3% |
Vinh Long | 16.8% | 4.1% | 8.2% | 13.8% | 12.4% |
n (sample) | 1855 | 1450 | 545 | 117 | 3967 |
N (population) | 39,372,355 | 18,427,113 | 5,167,318 | 980,755 | 63,947,541 |
Healthcare Use | Level of Difficulty | All | |||
---|---|---|---|---|---|
None | Mild | Moderate | Severe | ||
Inpatient care | 10.3 | 20.1 | 38.1 | 33.4 | 15.7 |
(95% CI) | (7.5–13.9) | (16.4–24.4) | (25.8–52.1) | (18.7–52.3) | (11.4–21.2) |
Outpatient care | 20.0 | 36.6 | 44.7 | 37.5 | 27.0 |
(95% CI) | (12.3–30.8) | (29.8–44.0) | (34.6–55.2) | (23.1–54.5) | (18.4–37.9) |
Self-treatment | 51.3 | 68.6 | 67.7 | 64.2 | 57.8 |
(95% CI) | (41.4–61.0) | (52.5–81.2) | (63.7–71.5) | (50.4–76.0) | (45.0–69.6) |
Total healthcare usage | 63.0 | 84.8 | 90.0 | 88.0 | 71.8 |
(95% CI) | (50.0–74.4) | (71.1–92.7) | (84.9–93.6) | (79.9–93.1) | (56.6–83.3) |
n | 1855 | 1450 | 545 | 117 | 3967 |
N | 39,372,355 | 18,427,113 | 5,167,318 | 980,755 | 63,947,541 |
OOP Health Expenditure | Level of Difficulty | All | |||
---|---|---|---|---|---|
None | Mild | Moderate | Severe | ||
Users Only | |||||
Mean inpatient care | 487,737 | 344,103 | 357,777 | 1,076,527 | 428,530 |
(95% CI) | (187,059–788,414) | (214,919–473,287) | (224,193–491,360) | (482,497–1,670,557) | (284,303–572,757) |
n | 209 | 289 | 193 | 40 | 731 |
N | 4,039,515 | 3,696,446 | 1,968,590 | 327,471 | 10,032,022 |
Mean outpatient care | 256,683 | 346,788 | 327,534 | 962,664 | 316,315 |
(95% CI) | (219,755–293,612) | (263,680–429,895) | (241,310–413,757) | (655,946–1,269,381) | (264,774–367,857) |
n | 380 | 515 | 236 | 33 | 1164 |
N | 7,861,632 | 6,734,020 | 2,309,593 | 367,737 | 17,272,982 |
Mean self-treatment | 117,249 | 129,059 | 164,767 | 289,643 | 128,699 |
(95% CI) | (68,979–165,518) | (85,646–172,473) | (103,405–226,129) | (146,489–432,797) | (92,577–164,821) |
n | 945 | 954 | 355 | 83 | 2337 |
N | 20,166,164 | 12,623,757 | 3,465,556 | 629,789 | 36,885,266 |
Mean total healthcare usage | 256,268 | 336,716 | 439,135 | 1,030,276 | 316,697 |
(95% CI) | (171,974–340,561) | (260,907–412,525) | (346,505–531,765) | (611,083–1,449,469) | (255,476–377,918) |
n | 1174 | 1192 | 489 | 103 | 2958 |
N | 24,793,713 | 15,633,370 | 4,652,139 | 862,829 | 45,942,051 |
All | |||||
Mean inpatient care | 50,041 | 69,026 | 136,302 | 359,449 | 67,227 |
(95% CI) | (18,235–81,847) | (37,817–100,236) | (86,109–186,495) | (153,533–565,366) | (37,880–96,574) |
Mean outpatient care | 51,281 | 128,219 | 146,395 | 360,953 | 85,887 |
(95% CI) | (25,270–77,293) | (92,258–164,180) | (79,561–213,229) | (135,832–586,074) | (46,262–125,511) |
Mean self-treatment | 60,117 | 88,550 | 112,677 | 185,994 | 74,488 |
(95% CI) | (35,095–85,139) | (58,829–118,271) | (65,679–159,675) | (90,767–281,220) | (54,052–94,923) |
Mean total healthcare usage | 161,439 | 285,795 | 395,374 | 906,396 | 227,602 |
(95% CI) | (91,415–231,463) | (207,130–364,460) | (305,069–485,679) | (559,840–1,252,952) | (151,262–303,942) |
n | 1855 | 1450 | 545 | 117 | 3967 |
N | 39,372,355 | 18,427,113 | 5,167,318 | 980,755 | 63,947,541 |
Burden of OOP | Level of Difficulty | All | |||
---|---|---|---|---|---|
None | Mild | Moderate | Severe | ||
Proportion of OOP Health Expenditure over HH Income | |||||
Mean | 4.0 | 9.6 | 29.3 | 35.2 | 8.2 |
(95% CI) | (1.9–6.2) | (4.2–15.0) | (4.6–59.0) | (19.9–50.5) | (2.8–13.5) |
n | 1855 | 1450 | 545 | 117 | 3967 |
N | 39,372,355 | 18,427,113 | 5,167,318 | 980,755 | 63,947,541 |
Proportion of Adults Whose OOP Health Expenditure Exceed the Threshold of HH Income | |||||
5% threshold | |||||
Mean | 15.5 | 33.7 | 54.7 | 61.8 | 24.7 |
(95% CI) | (11.3–21.0) | (20.9–49.5) | (45.5–63.6) | (55.2–67.9) | (16.0–36.0) |
10% threshold | |||||
Mean | 9.2 | 22.4 | 38.4 | 47.2 | 15.9 |
(95% CI) | (6.4–13.0) | (12.9–36.0) | (29.5–48.3) | (32.1–62.8) | (9.9–24.6) |
15% threshold | |||||
Mean | 6.0 | 16.6 | 30.0 | 40.6 | 11.5 |
(95% CI) | (4.3–8.3) | (8.6–29.7) | (18.2–45.1) | (24.5–59.1) | (6.9–18.7) |
20% threshold | |||||
Mean | 3.8 | 12.6 | 25.3 | 36.9 | 8.6 |
(95% CI) | (2.4–6.0) | (6.7–22.5) | (15.8–37.9) | (19.5–58.5) | (4.9–14.5) |
n | 1855 | 1450 | 545 | 117 | 3967 |
N | 39,372,355 | 18,427,113 | 5,167,318 | 980,755 | 63,947,541 |
Level of Disability | Inpatient Care | Outpatient Care | Self-Treatment | Any Care | ||||
---|---|---|---|---|---|---|---|---|
Part 1: logit a (coefficients) | ||||||||
None (Ref.) | 0 | 0 | 0 | 0 | ||||
Mild | 0.548 | *** | 0.637 | ** | 0.525 | *** | 0.827 | *** |
Moderate | 1.207 | *** | 0.759 | *** | 0.531 | ** | 1.149 | *** |
Severe | 0.856 | ** | 0.366 | 0.513 | * | 1.000 | ** | |
Part 2: GLM b (coefficients) | ||||||||
None (Ref.) | 0 | 0 | 0 | 0 | ||||
Mild | 0.059 | 0.333 | *** | 0.167 | 0.311 | * | ||
Moderate | 0.208 | 0.286 | 0.397 | * | 0.567 | ** | ||
Severe | 1.056 | ** | 1.622 | *** | 0.930 | ** | 1.352 | *** |
Predicted value combining logit and GLM (OOP expenditures in VND) | ||||||||
None (Ref.) | 0 | 0 | 0 | 0 | ||||
Mild | 33,079 | * | 66,115 | *** | 26,790 | *** | 108,879 | *** |
Moderate | 78,107 | *** | 68,903 | *** | 44,047 | *** | 181,682 | *** |
Severe | 116,449 | *** | 164,857 | *** | 83,196 | *** | 353,283 | *** |
n | 3967 | 3967 | 3967 | 3967 | ||||
N | 63,947,541 | 63,947,541 | 63,947,541 | 63,947,541 |
Burden of OOP Expenditure | Odds Ratios | 95% Confidence Interval | |
---|---|---|---|
5% threshold | |||
None (Ref.) | 1 | ||
Mild | 1.99 | *** | 1.27–3.12 |
Moderate | 3.32 | *** | 2.77–3.98 |
Severe | 4.99 | *** | 2.25–11.04 |
10% threshold | |||
None (Ref.) | 1 | ||
Mild | 2.14 | ** | 1.24–3.69 |
Moderate | 3.00 | *** | 2.00–4.50 |
Severe | 4.79 | *** | 1.86–12.36 |
15% threshold | |||
None (Ref.) | 1 | 1 | |
Mild | 2.58 | ** | 1.31–5.11 |
Moderate | 3.63 | *** | 1.68–7.82 |
Severe | 6.78 | *** | 2.39–19.19 |
20% threshold | |||
None (Ref.) | 1 | 1 | |
Mild | 3.18 | *** | 1.68–6.03 |
Moderate | 4.87 | *** | 2.08–11.40 |
Severe | 10.17 | *** | 3.01–34.40 |
n | 3967 | 3967 | |
N | 63,947,541 | 63,947,541 |
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Nguyen, L.; Lee, J.T.; Hulse, E.S.G.; Hoang, M.V.; Kim, G.B.; Le, D.B. Health Service Utilization and Out-of-Pocket Expenditure Associated with the Continuum of Disability in Vietnam. Int. J. Environ. Res. Public Health 2021, 18, 5657. https://doi.org/10.3390/ijerph18115657
Nguyen L, Lee JT, Hulse ESG, Hoang MV, Kim GB, Le DB. Health Service Utilization and Out-of-Pocket Expenditure Associated with the Continuum of Disability in Vietnam. International Journal of Environmental Research and Public Health. 2021; 18(11):5657. https://doi.org/10.3390/ijerph18115657
Chicago/Turabian StyleNguyen, Liem, John Tayu Lee, Emily S. G. Hulse, Minh Van Hoang, Giang Bao Kim, and Duong Bach Le. 2021. "Health Service Utilization and Out-of-Pocket Expenditure Associated with the Continuum of Disability in Vietnam" International Journal of Environmental Research and Public Health 18, no. 11: 5657. https://doi.org/10.3390/ijerph18115657
APA StyleNguyen, L., Lee, J. T., Hulse, E. S. G., Hoang, M. V., Kim, G. B., & Le, D. B. (2021). Health Service Utilization and Out-of-Pocket Expenditure Associated with the Continuum of Disability in Vietnam. International Journal of Environmental Research and Public Health, 18(11), 5657. https://doi.org/10.3390/ijerph18115657