Skip to main content
Top
Published in: BMC Health Services Research 1/2020

Open Access 01-12-2020 | Care | Research article

Does inpatient health services utilization vary by remoteness in the medical financial assistance population? Evidence from Shaanxi province, China

Authors: Yangling Ren, Zhongliang Zhou, Guanping Liu, Chi Shen, Dan Cao, Tiange Xu, Jane M. Fry, Rashed Nawaz, Dantong Zhao, Min Su, Tingshuai Ge, Yafei Si, Gang Chen

Published in: BMC Health Services Research | Issue 1/2020

Login to get access

Abstract

Background

Medical Financial Assistance (MFA) provides health insurance and financial support for millions of low income and disabled Chinese people, yet there has been little systematic analysis focused on this vulnerable population. This study aims to advance our understanding of MFA recipients’ access to health care and whether their inpatient care use varies by remoteness.

Methods

Data were collected from the Surveillance System of Civil Affairs of Shaanxi province in 2016. To better proxy remoteness (geographic access), drive time from the respondent’s village to the nearest county-level or city-level hospital was obtained by a web crawler. Multilevel models were used to explore the impacts of remoteness on inpatient services utilization by MFA recipients. Furthermore, the potential moderating role of hospital grade (i.e. the grade of medical institution where recipient’s latest inpatient care services were taken in the previous year) on the relationship between geographic access and inpatient care use was explored.

Results

The analytical sample consisted of 9516 inpatient claims within 73 counties of Shaanxi province in 2016. We find that drive time to the nearest hospital and hospital grade are salient predictors of inpatient care use and there is a significant moderation effect of hospital grade. Compared to those with shortest drive time to the nearest hospital, longer drive time is associated with a longer inpatient stay but fewer admissions and lower annual total and out-of-pocket (OOP) inpatient costs. In addition, these associations are lower when recipients are admitted to a tertiary hospital, for annual total and OOP inpatient expenditures, but higher for length of the most recent inpatient stay no matter what medical treatments are taken in secondary or tertiary hospitals for the most remote recipients.

Conclusion

Our results suggest that remoteness has a significant and negative association with the frequency of inpatient care use. These findings advance our understanding of inpatient care use of the extremely poor and provide meaningful insights for further MFA program development as well as pro-poor health strategies.
Appendix
Available only for authorised users
Literature
1.
go back to reference Yip W, Hsiao W, Chen W, et al. Early appraisal of China’s huge and complex health-care reforms. Lancet. 2012;379:833–42.PubMed Yip W, Hsiao W, Chen W, et al. Early appraisal of China’s huge and complex health-care reforms. Lancet. 2012;379:833–42.PubMed
2.
go back to reference Liu G, Vortherms S, Hong X. China’s health reform update. Annu Rev Public Health. 2017;38:431–48.PubMed Liu G, Vortherms S, Hong X. China’s health reform update. Annu Rev Public Health. 2017;38:431–48.PubMed
3.
go back to reference Li J. Achievements and challenges of health poverty alleviation in China. Seeker. 2019;05:95–103 (in Chinese). Li J. Achievements and challenges of health poverty alleviation in China. Seeker. 2019;05:95–103 (in Chinese).
4.
go back to reference Hu R, Dong S, Zhao Y, et al. Assessing potential spatial accessibility of health services in rural China: a case study of Donghai County. Int J Equity Health. 2013;12(1):35.PubMedPubMedCentral Hu R, Dong S, Zhao Y, et al. Assessing potential spatial accessibility of health services in rural China: a case study of Donghai County. Int J Equity Health. 2013;12(1):35.PubMedPubMedCentral
5.
go back to reference Liu M, Zhang Q, Lu M, et al. Rural and urban disparity in health services utilization in China. Med Care. 2007;1:767–74. Liu M, Zhang Q, Lu M, et al. Rural and urban disparity in health services utilization in China. Med Care. 2007;1:767–74.
6.
go back to reference Zimmer Z, Kwong J. Socioeconomic status and health among older adults in rural and urban China. J Aging Health. 2004;16(1):44–70.PubMed Zimmer Z, Kwong J. Socioeconomic status and health among older adults in rural and urban China. J Aging Health. 2004;16(1):44–70.PubMed
7.
go back to reference Akin J, Dow W, Lance P, et al. Changes in access to health care in China, 1989–1997. Health Policy Plan. 2005;20(2):80–9.PubMed Akin J, Dow W, Lance P, et al. Changes in access to health care in China, 1989–1997. Health Policy Plan. 2005;20(2):80–9.PubMed
8.
go back to reference Gu X, Zhang L, Tao S, et al. Spatial accessibility to healthcare services in metropolitan suburbs: the case of Qingpu, Shanghai. Int J Environ Res Public Health. 2019;16(2):225.PubMedCentral Gu X, Zhang L, Tao S, et al. Spatial accessibility to healthcare services in metropolitan suburbs: the case of Qingpu, Shanghai. Int J Environ Res Public Health. 2019;16(2):225.PubMedCentral
9.
go back to reference Shi W, Chongsuvivatwong V, Geater A, et al. Effect of household and village characteristics on financial catastrophe and impoverishment due to health care spending in Western and central rural China: a multilevel analysis. Health Res Policy Syst. 2011;9(1):16.PubMedPubMedCentral Shi W, Chongsuvivatwong V, Geater A, et al. Effect of household and village characteristics on financial catastrophe and impoverishment due to health care spending in Western and central rural China: a multilevel analysis. Health Res Policy Syst. 2011;9(1):16.PubMedPubMedCentral
10.
go back to reference Fang P, Han S, Zhao L, et al. What limits the utilization of health services among the rural population in the Dabie Mountains-evidence from Hubei province, China? BMC Health Serv Res. 2014;14(1):1–7. Fang P, Han S, Zhao L, et al. What limits the utilization of health services among the rural population in the Dabie Mountains-evidence from Hubei province, China? BMC Health Serv Res. 2014;14(1):1–7.
11.
go back to reference Fang P, Su M. A discussion on the key problems and system construction of health poverty alleviation in China. Chin J Health Policy. 2017;10(06):60–3. Fang P, Su M. A discussion on the key problems and system construction of health poverty alleviation in China. Chin J Health Policy. 2017;10(06):60–3.
12.
go back to reference Liu K, Yang J, Lu C. Is the medical financial assistance program an effective supplement to social health insurance for low-income households in China? A cross-sectional study. Int J Equity Health. 2017;16(1):138.PubMedPubMedCentral Liu K, Yang J, Lu C. Is the medical financial assistance program an effective supplement to social health insurance for low-income households in China? A cross-sectional study. Int J Equity Health. 2017;16(1):138.PubMedPubMedCentral
14.
go back to reference Ma X, Zhang J, Meessen B, et al. Social health assistance schemes: the case of medical financial assistance for the rural poor in four counties of China. Int J Equity Health. 2011;10(1):44.PubMedPubMedCentral Ma X, Zhang J, Meessen B, et al. Social health assistance schemes: the case of medical financial assistance for the rural poor in four counties of China. Int J Equity Health. 2011;10(1):44.PubMedPubMedCentral
15.
go back to reference Qian D, Pong R, Yin A, et al. Determinants of health care demand in poor, rural China: the case of Gansu Province. Health Policy Plan. 2009;24(5):324–34.PubMed Qian D, Pong R, Yin A, et al. Determinants of health care demand in poor, rural China: the case of Gansu Province. Health Policy Plan. 2009;24(5):324–34.PubMed
16.
go back to reference Han Y, Wei J, Song X, et al. Accessibility of primary health care workforce in rural China. Asia Pac J Public Health. 2012;24(5):833–47.PubMed Han Y, Wei J, Song X, et al. Accessibility of primary health care workforce in rural China. Asia Pac J Public Health. 2012;24(5):833–47.PubMed
17.
go back to reference Penchansky R, Thomas W. The concept of access: definition and relationship to consumer satisfaction. Med Care. 1981;19:127–40.PubMed Penchansky R, Thomas W. The concept of access: definition and relationship to consumer satisfaction. Med Care. 1981;19:127–40.PubMed
18.
go back to reference Derose K, Gresenz C, Ringel J. Understanding disparities in health care access-and reducing them-through a focus on public health. Health Aff. 2011;30(10):1844–51. Derose K, Gresenz C, Ringel J. Understanding disparities in health care access-and reducing them-through a focus on public health. Health Aff. 2011;30(10):1844–51.
19.
go back to reference Levesque J, Harris M, Russell G. Patient-centred access to health care: conceptualising access at the interface of health systems and populations. Int J Equity Health. 2013;12(1):18.PubMedPubMedCentral Levesque J, Harris M, Russell G. Patient-centred access to health care: conceptualising access at the interface of health systems and populations. Int J Equity Health. 2013;12(1):18.PubMedPubMedCentral
20.
go back to reference Aday L, Andersen R. Equity of access to medical care: A conceptual and empirical overview. Med Care. 1981;XIX:4–27. Aday L, Andersen R. Equity of access to medical care: A conceptual and empirical overview. Med Care. 1981;XIX:4–27.
21.
go back to reference Center for Health Statistics and Information. An Analysis Report of National Health Services Survey in China. Beijing: Beijing Union Medical University Press; 2008. (in Chinese). Center for Health Statistics and Information. An Analysis Report of National Health Services Survey in China. Beijing: Beijing Union Medical University Press; 2008. (in Chinese).
22.
go back to reference Cheng G, Zeng X, Duan L, et al. Spatial difference analysis for accessibility to high level hospitals based on travel time in Shenzhen, China. Habitat Int. 2016;53:485–94. Cheng G, Zeng X, Duan L, et al. Spatial difference analysis for accessibility to high level hospitals based on travel time in Shenzhen, China. Habitat Int. 2016;53:485–94.
23.
go back to reference Wu C, Fang P. Analysis of inequity of health Service for Rural Residents in West China and potential accessibility and countermeasure. Chin Health Serv Manag. 2007;08:560–2. Wu C, Fang P. Analysis of inequity of health Service for Rural Residents in West China and potential accessibility and countermeasure. Chin Health Serv Manag. 2007;08:560–2.
24.
go back to reference Li X, Huang J, Zhang H. An analysis of hospital preparedness capacity for public health emergency in four regions of China: Beijing, Shandong, Guangxi, and Hainan. BMC Public Health. 2008;8(1):319.PubMedPubMedCentral Li X, Huang J, Zhang H. An analysis of hospital preparedness capacity for public health emergency in four regions of China: Beijing, Shandong, Guangxi, and Hainan. BMC Public Health. 2008;8(1):319.PubMedPubMedCentral
25.
go back to reference Yu W, Li M, Ye F, et al. Patient preference and choice of healthcare providers in Shanghai, China: a cross-sectional study. BMJ Open. 2017;7(10):2–11. Yu W, Li M, Ye F, et al. Patient preference and choice of healthcare providers in Shanghai, China: a cross-sectional study. BMJ Open. 2017;7(10):2–11.
26.
go back to reference Al-Taiar A, Clark A, Longenecker J, et al. Physical accessibility and utilization of health services in Yemen. Int J Health Geogr. 2010;9(1):38.PubMedPubMedCentral Al-Taiar A, Clark A, Longenecker J, et al. Physical accessibility and utilization of health services in Yemen. Int J Health Geogr. 2010;9(1):38.PubMedPubMedCentral
27.
go back to reference Boscoe F, Henry K, Zdeb M. A nationwide comparison of driving distance versus straight-line distance to hospitals. Prof Geogr. 2012;64(2):188–96. Boscoe F, Henry K, Zdeb M. A nationwide comparison of driving distance versus straight-line distance to hospitals. Prof Geogr. 2012;64(2):188–96.
28.
go back to reference Quan B, Gang X, Yong, et al. Analysis and detection of bogus behavior in web crawler measurement. Procedia Comput Sci. 2014;31:1084–91. Quan B, Gang X, Yong, et al. Analysis and detection of bogus behavior in web crawler measurement. Procedia Comput Sci. 2014;31:1084–91.
29.
go back to reference Hsia R, Shen Y. Changes in geographical access to trauma centers for vulnerable populations in the United States. Health Affairs (Project Hope). 2011;30(10):1912. Hsia R, Shen Y. Changes in geographical access to trauma centers for vulnerable populations in the United States. Health Affairs (Project Hope). 2011;30(10):1912.
30.
go back to reference Israel S. How social policies can improve financial accessibility of healthcare: a multi-level analysis of unmet medical need in European countries. Int J Equity Health. 2016;15(1):41.PubMedPubMedCentral Israel S. How social policies can improve financial accessibility of healthcare: a multi-level analysis of unmet medical need in European countries. Int J Equity Health. 2016;15(1):41.PubMedPubMedCentral
31.
go back to reference Bolin J, Hayes A. Introduction to mediation, moderation, and conditional process analysis: a regression-based approach. New York: The Guilford Press. J Educ Meas. 2014;51(3):201–45. Bolin J, Hayes A. Introduction to mediation, moderation, and conditional process analysis: a regression-based approach. New York: The Guilford Press. J Educ Meas. 2014;51(3):201–45.
32.
go back to reference Liu Y, Zhong L, Yuan S, et al. Why patients prefer high-level healthcare facilities: a qualitative study using focus groups in rural and urban China. BMJ Global Health. 2018;3(5):2–7. Liu Y, Zhong L, Yuan S, et al. Why patients prefer high-level healthcare facilities: a qualitative study using focus groups in rural and urban China. BMJ Global Health. 2018;3(5):2–7.
33.
go back to reference Chen R, Du X, Yang Z, et al. Analysis of choice of healthcare services and the influencing factors among outpatients in Chengdu city. Mod Prev Med. 2016;43:4217–20. Chen R, Du X, Yang Z, et al. Analysis of choice of healthcare services and the influencing factors among outpatients in Chengdu city. Mod Prev Med. 2016;43:4217–20.
34.
35.
go back to reference Yip W, Wang H, Liu Y. Determinants of patient choice of medical provider: a case study in rural China. Health Policy Plan. 1998;13(3):311–22.PubMed Yip W, Wang H, Liu Y. Determinants of patient choice of medical provider: a case study in rural China. Health Policy Plan. 1998;13(3):311–22.PubMed
36.
go back to reference Ma W. Research on the checks and balances mechanism of medical insurance cost control. Tianjin: Tianjin University; 2010. (in Chinese). Ma W. Research on the checks and balances mechanism of medical insurance cost control. Tianjin: Tianjin University; 2010. (in Chinese).
37.
go back to reference Taheri P, Butz D, Greenfield L. Length of stay has minimal impact on the cost of hospital admission. J Am Coll Surg. 2000;191(2):123–30.PubMed Taheri P, Butz D, Greenfield L. Length of stay has minimal impact on the cost of hospital admission. J Am Coll Surg. 2000;191(2):123–30.PubMed
38.
go back to reference Li F, Sang P, Zhu B, et al. Analysis of hospitalization behavior of death patients with malignant tumors in Shanghai. China Health Econ. 2019;38(05):65–70. Li F, Sang P, Zhu B, et al. Analysis of hospitalization behavior of death patients with malignant tumors in Shanghai. China Health Econ. 2019;38(05):65–70.
Metadata
Title
Does inpatient health services utilization vary by remoteness in the medical financial assistance population? Evidence from Shaanxi province, China
Authors
Yangling Ren
Zhongliang Zhou
Guanping Liu
Chi Shen
Dan Cao
Tiange Xu
Jane M. Fry
Rashed Nawaz
Dantong Zhao
Min Su
Tingshuai Ge
Yafei Si
Gang Chen
Publication date
01-12-2020
Publisher
BioMed Central
Keyword
Care
Published in
BMC Health Services Research / Issue 1/2020
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-020-05907-x

Other articles of this Issue 1/2020

BMC Health Services Research 1/2020 Go to the issue