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Zou K, Duan Z, Zhang Z, Hu J, Zhang J, Pan J, Liu C, Yang M. Examining clinical capability of township healthcare centres for rural health service planning in Sichuan, China: an administrative data analysis. BMJ Open 2023; 13:e067028. [PMID: 37105701 PMCID: PMC10151931 DOI: 10.1136/bmjopen-2022-067028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/29/2023] Open
Abstract
OBJECTIVE This study aimed to examine the clinical capability of township healthcare centres (THCs), the main primary care providers in rural China, as a basis for rural health service planning. DESIGN Observational study of quantitative analysis using administrative data. SETTING Three counties with low, middle and high social economic development level, respectively, in Sichuan province western China. PARTICIPANTS 9 THCs and 6 county hospitals (CHs) were purposively selected in the three counties. Summary of electronic medical records of 31 633 admissions from 1 January 2015 to 30 December 2015 of these selected health institutions was obtained from the Health Information Centre of Sichuan province. MAIN OUTCOME MEASURES Six indicators in scope of inpatient services related to diseases and surgeries in the THCs as proxy of clinical capability, were compared against national standard of capability building of THCs, among counties, and between THCs and CHs of each county. RESULTS The clinical capability of THCs was suboptimal against the national standard, though that of the middle-developed county was better than that in the rich and the poor counties. THCs mainly provided services of infectious or inflammatory diseases, of respiratory and digestive systems, but lacked clinical services related to injuries, poisoning, pregnancy, childbirth and surgeries. A large proportion of the top 20 diseases of inpatients were potentially avoidable hospitalisations (PAHs) and were overlapped between THCs and CHs. CONCLUSIONS The clinical capability of THCs was generally suboptimal against national standard. It may be affected by the economics, population size, facilities, workforce and the share of services of THCs in local health systems. Identification of absent services and PAHs may help to identify development priorities of local THCs. Clarification of the roles of THCs and CHs in the tiered rural health system in China is warranted to develop a better integrated health system.
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Affiliation(s)
- Kun Zou
- West China Research Centre of Rural Health Development, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
- Department of Pharmacy, Evidence-Based Pharmacy Center, NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Sichuan University West China Second University Hospital, Chengdu, China
| | - Zhanqi Duan
- Sichuan Provincial Big Data Center, Chengdu, Sichuan, China
| | - Ziwu Zhang
- Sichuan Provincial Big Data Center, Chengdu, Sichuan, China
| | - Jinliang Hu
- Institute of Health Policy and Hospital Management Research, Sichuan Academy of Medical Sciences and Sichuan People's Hospital, Chengdu, Sichuan, China
| | - Juying Zhang
- Department of Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Jay Pan
- HEOA Group, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Chaojie Liu
- School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| | - Min Yang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, China
- Faculty of Health, Art and Design, Swinbune Technology University, Melbourne, Victoria, Australia
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MacQuene T, Du Toit J, Hugo D, Alexander M, Ramasar S, Letswalo M, Swanepoel M, Brown C, Chu K. The impact of a decentralised orthopaedic service on tertiary referrals in Cape Town, South Africa. S Afr Med J 2023; 113:e833. [PMID: 37283150 DOI: 10.7196/samj.2023.v113i4.833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Indexed: 04/07/2023] Open
Abstract
BACKGROUND In South Africa (SA), district hospitals (DHs) have limited capacity to manage the high burden of traumatic injuries. Scaling up decentralised orthopaedic care could strengthen trauma systems and improve timely access to essential and emergency surgical care (EESC). Khayelitsha township in Cape Town, SA, has the highest trauma burden in the Cape Metro East health district. OBJECTIVES The primary objective of this study was to describe the impact of Khayelitsha District Hospital (KDH) on acute orthopaedic services in the health district, with a focus on the volume and type of orthopaedic services provided without tertiary referral. METHODS This retrospective analysis described acute orthopaedic cases from Khayelitsha and their management between 1 January 2018 and 31 December 2019. Orthopaedic resources and the proportion of cases referred to the tertiary hospital by all DHs in the Cape Metro East health district are described. RESULTS In 2018 - 2019, KDH performed 2 040 orthopaedic operations, of which 91.3% were urgent or emergencies. KDH had the most orthopaedic resources and the lowest referral ratio (0.18) compared with other DHs (0.92 - 1.35). In Khayelitsha, 2 402 acute orthopaedic cases presented to community health clinics. Trauma (86.1%) was the most common mechanism of injury for acute orthopaedic referrals. Of clinic cases, 2 229 (92.8%) were referred to KDH and 173 (7.2%) directly to the tertiary hospital. The most common reason for direct tertiary referral was condition related (n=157; 90.8%). CONCLUSION This study outlines a successful example of a decentralised orthopaedic surgical service that increased EESC accessibility and alleviated the high burden of tertiary referrals compared with other DHs with fewer resources. Further research on the barriers to scaling up orthopaedic DH capacity in SA is needed to improve equitable access to surgical care.
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Affiliation(s)
- T MacQuene
- Centre for Global Surgery, Department of Global Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - J Du Toit
- Division of Orthopaedic Surgery, Department of Surgical Sciences, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - D Hugo
- Department of Orthopaedic Surgery, Khayelitsha District Hospital, Cape Town, South Africa.
| | - M Alexander
- Department of Orthopaedic Surgery, Khayelitsha District Hospital, Cape Town, South Africa.
| | - S Ramasar
- 6th-year medical student, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - M Letswalo
- 5th-year medical student, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - M Swanepoel
- 6th-year medical student, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - C Brown
- Department of Orthopaedic Surgery, Khayelitsha District Hospital, Cape Town, South Africa.
| | - K Chu
- Centre for Global Surgery, Department of Global Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa, Department of Surgery, Faculty of Medicine, University of Botswana, Gaborone, Botswana.
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Yang G, Pan LY, Fu XL, Qing Z, Dong BH, Ye JM. Burnout and job stress of anesthesiologists in the tertiary class A hospitals in Northwest China: A cross-sectional design. Front Med (Lausanne) 2023; 10:1140552. [PMID: 37113604 PMCID: PMC10126340 DOI: 10.3389/fmed.2023.1140552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 03/13/2023] [Indexed: 04/29/2023] Open
Abstract
Purpose Our purpose was to assess job stress and burnout among anesthesiologists in the tertiary class A hospitals in Northwest China, analyze the possible causes and adverse consequences of increased job stress and burnout of anesthesiologists in this region, and put forward suggestions in combination with the current national policies. Methods We sent 500 electronic questionnaires to all anesthesiologists practicing in the tertiary class A hospitals in Northwest China from 1960 to 2017 on April 2020. A total of 336 (67.2%) questionnaires were returned and could be used for analysis. Burnout and job stress were assessed by using the modified Maslach Burnout Inventory-Human Services Survey and Chinese Perceived Stress Scale, respectively. Results First, as for emotional exhaustion, the situations of anesthesiologists with different working years and workloads are different with statistical significance (P < 0.05). Second, as for depersonalization, the situations of anesthesiologists with different ages, professional titles, working years, physical health status, and workload are different (P < 0.05). Third, as for personal accomplishment, the situations of anesthesiologists with different physical health status are different (P < 0.05). Finally, the regression results showed that the longer the fatigue working years and the worse the physical health of anesthesiologists in Northwest China, the more likely these two factors were to cause burnout (P < 0.05), as for job stress, there was a negative correlation between job stress and physical health status (P < 0.05). Conclusion Burnout and high job pressure are common among anesthesiologists in tertiary class A hospitals in Northwest China. We should focus on the allocation of labor intensity, pay attention to the physical and mental health of employees, establish targeted incentive mechanism, and improve the system of promotion and income rises for grassroots doctors. This may be not only conducive to the quality of medical care for patients but also conducive to the development of anesthesiology in China. Trial registration Identifier: ChiCTR2000031316.
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Affiliation(s)
- Guang Yang
- Department of Anesthesiology, Xi'an Honghui Hospital Affiliated to Xi'an Jiaotong University, Xi'An, China
| | - Lin-yuan Pan
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xiao-li Fu
- Department of Anesthesiology, Northwest Women's and Children's Hospital, Xi'An, China
| | - Zhong Qing
- Department of Orthopaedics, Xi'an Honghui Hospital Affiliated to Xi'an Jiaotong University, Xi'An, China
| | - Bu-huai Dong
- Department of Anesthesiology, Xi'an Honghui Hospital Affiliated to Xi'an Jiaotong University, Xi'An, China
| | - Jiu-min Ye
- Department of Anesthesiology, Xi'an Honghui Hospital Affiliated to Xi'an Jiaotong University, Xi'An, China
- *Correspondence: Jiu-min Ye
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Association between service scope of primary care facilities and prevalence of high-cost population: a retrospective study in rural Guizhou, China. BMC PRIMARY CARE 2022; 23:301. [PMID: 36434547 PMCID: PMC9700956 DOI: 10.1186/s12875-022-01914-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 11/16/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND High-cost (HC) patients, defined as the small percentage of the population that accounts for a high proportion of health care expenditures, are a concern worldwide. Previous studies have found that the occurrence of HC population is partially preventable by providing a greater scope of primary health care services. However, no study has examined the association between the service scope of primary care facilities and the prevalence of HC populations. Therefore, this study aimed to investigate the association between the service scope of primary care facilities (PCFs) and the prevalence of HC populations within the same communities. METHODS A multistage, stratified, clustered sampling method was used to identify the service scope of PCFs as of 2017 in rural Guizhou, China. The claims data of 299,633 patients were obtained from the local information system of the New Rural Cooperation Medical Scheme. Patients were sorted by per capita inpatient medical expenditures in descending order, and the top 1%, top 5% and top 10% of patients who had incurred the highest costs were defined as the HC population. Logistic regression models were used to assess the association between the service scope of PCFs and the prevalence of the HC population. RESULTS Compared with those in the 95% of the sample deemed as the general population, those in the top 5% of the sample deemed as the HC population were more likely to be over the age of 30 (P < 0.001), to be female (P = 0.014) and to be referred to high-level hospitals (P < 0.001). After controlling for other covariates, patients who lived in the communities serviced by the PCFs with the smallest service scope were more likely to be in the top 1%, top 5% and top 10% of the HC population. CONCLUSION A greater PCF service scope was associated with a reduction in the prevalence of the HC population, which would mean that providing a broader PCF service scope could reduce some preventable costs, thus reducing the prevalence of the HC population. Future policy efforts should focus on expanding the service scope of primary care providers to achieve better patient outcomes.
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Referral of District Level Operations to Regional Hospitals in South Africa. J Surg Res 2022; 278:149-154. [DOI: 10.1016/j.jss.2022.04.047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 04/01/2022] [Accepted: 04/08/2022] [Indexed: 11/30/2022]
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Li Z, Shi M, He R, Zhang M, Zhang C, Xiong X, Zhang L, Li B. Association between service scope of primary care facilities and patient outcomes: a retrospective study in rural Guizhou, China. BMC Health Serv Res 2021; 21:885. [PMID: 34454504 PMCID: PMC8400844 DOI: 10.1186/s12913-021-06877-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Accepted: 08/03/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Extending service scope of primary care facilities (PCFs) has been widely concerned in China. However, no current data about association between service scope of PCFs with patient outcomes are available. This study aims to investigate association between service scope of PCFs and patient outcomes. METHODS A multistage, stratified clustered sampling method was used to collect information about service scope of PCFs from rural Guizhou, China. Claim data of 299,633 inpatient cases covered by 64 PCFs were derived from local information system of New Rural Cooperation Medical Scheme. Service scope of PCFs was collected with self-administrated questionnaires. Primary outcomes were (1) level of inpatient institutions, (2) length of stay, (3) per capita total health cost, (4) per capita out-of-pocket cost, (5) reimbursement ratio, (6) 30-day readmission. A total of 64 PCFs were categorized into five groups per facility-level service scope scores. Generalized linear regression models, logistic regression model, and ordinal regression model were conducted to identify association between service scope of PCFs and patient outcomes. RESULTS On average, the median service scope score of PCFs was 20, with wide variation across PCFs. After controlling for demographic and clinical characteristics, patients living in communities with PCFs of greatest service scope (Quintile V vs. I) tended to have smaller rates of admission by county-level hospitals (-6.2 % [-6.5 %, -5.9 %], city-level hospitals (-1.9 % [-2.0 %, -1.8 %]), and provincial hospitals (-2.1 % [-2.2 %, -2.0 %]), smaller rate of 30-day readmission (-0.5 % [-0.7 %, -0.2 %]), less total health cost (-201.8 [-257.9, -145.8]) and out-of-pocket cost (-210.2 [-237.2, -183.2]), and greater reimbursement ratio (2.3 % [1.9 %, 2.8 %]) than their counterparts from communities with PCFs of least service scope. CONCLUSIONS Service scope of PCFs varied a lot in rural Guizhou, China. Greater service scope was associated with a reduction in secondary and tertiary hospital admission, reduced total cost and out-of-pocket cost, and 30-day readmission and increased reimbursement ratio. These results raised concerns about access to care for patients discharged from hospitals, which suggests potential opportunities for cost savings and improvement of quality of care. However, further evidence is warranted to investigate whether extending service scope of PCFs is cost-effective and sustainable.
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Affiliation(s)
- Zhong Li
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Meng Shi
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Ruibo He
- School of Finance and Public Administration, Hubei University of Economics, Wuhan, Hubei China
| | - Mei Zhang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Chi Zhang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Xinyu Xiong
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Liang Zhang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
| | - Boyang Li
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei China
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Li Z, Jiang S, Xu C, Lu F, He R, Pan Z, Zhang P, Zhang L. Determinants of place of death for end-stage cancer patients: evidence from China. Int J Qual Health Care 2020; 32:41-47. [PMID: 31297534 DOI: 10.1093/intqhc/mzz064] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 03/13/2019] [Accepted: 06/19/2019] [Indexed: 01/23/2023] Open
Abstract
OBJECTIVE To determine factors influence place of death (POD) for end-stage cancer patients and investigate how the healthcare utilization mediates on the effect of socioeconomic status (SES) on POD. DESIGN A population-based, retrospective study from July 2015 to June 2017. SETTING Yichang, China. PARTICIPANTS 894 end-stage cancer patients. MAIN OUTCOME MEASURE POD. RESULTS Patients of hospital death experience more inpatient hospitalization services (IHS) and emergency department visits. Patients enrolled in the New Rural Cooperative Medical Scheme (OR = 7.60, P < 0.001) and Urban Employee Basic Medical Insurance (OR = 28.0, P < 0.001) have higher rates of hospital death than those in the Urban Resident-based Basic Medical Insurance. Living with spouse (OR = 1.72, P = 0.019) and receiving higher education (OR = 1.92, P = 0.004), increase the likelihood of hospital death by 72% and 92%, respectively. The probability of hospital death will increase by 14% and decrease by 4% per IHS and outpatient services occur, respectively. Outpatient services (Z = -2.28, P < 0.001), and IHS (Z = 2.17, P < 0.001) mediate 1.81% and 1.89%, respectively, of the effect of health insurance on POD. The overall effect of the mediators is non-statistically significant (Z = 0.09, P = 0.825). CONCLUSION POD is mainly driven by SES. The relationship between health insurance and POD is partly mediated by outpatient services and IHS, respectively. The results corroborated that hospital and home services should be coherently bridged. Furthermore, benefit packages for end-stage cancer patients could be redesigned.
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Affiliation(s)
- Zhong Li
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, Hubei, China.,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, Hubei, China
| | - Shan Jiang
- School of Health Policy and Management, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Chengzhong Xu
- Yichang Center for Disease Control and Prevention, Yichang, Hubei, China
| | - Fangfang Lu
- Yichang Center for Disease Control and Prevention, Yichang, Hubei, China
| | - Ruibo He
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, Hubei, China.,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, Hubei, China
| | - Zijin Pan
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, Hubei, China.,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, Hubei, China
| | - Pei Zhang
- Yichang Center for Disease Control and Prevention, Yichang, Hubei, China
| | - Liang Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, Hubei, China.,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, Hubei, China
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Performance and Sociodemographic Determinants of Excess Outpatient Demand of Rural Residents in China: A Cross-Sectional Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17165963. [PMID: 32824533 PMCID: PMC7460206 DOI: 10.3390/ijerph17165963] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 08/13/2020] [Accepted: 08/14/2020] [Indexed: 11/26/2022]
Abstract
Excess healthcare utilization is rapidly rising in rural China. This study focused on excess outpatient demand (EOD) and aimed to measure its performance and sociodemographic determinants among China’s rural residents. A total of 1290 residents from four counties in central China were enrolled via multistage cluster random sampling. EOD is the condition in which the level of hospital a patient chooses is higher than the indicated level in the governmental guide. A multilevel logistic regression was used to examine the sociodemographic determinants of EOD. Residents with EOD accounted for 85.83%. The risk of EOD was 51.17% and value was 5.69. The value of EOD in diseases was higher than that in symptoms (t = −21.498, p < 0.001). Age (OR = 0.489), educational level (OR = 1.986) and hospital distance difference (OR = 0.259) were the main sociodemographic determinants of EOD. Excess outpatient demand was evident in rural China, but extreme conditions were rare. Results revealed that age, educational level and hospital distance were the main sociodemographic determinants of EOD. The capacity of primary healthcare institutions, universality of common disease judgement and understanding of institution’s scope of disease curing capabilities of residents should be improved to reduce EOD.
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Li Z, Hung P, He R, Zhang L. Association between direct government subsidies and service scope of primary care facilities: a cross-sectional study in China. Int J Equity Health 2020; 19:135. [PMID: 32778111 PMCID: PMC7418383 DOI: 10.1186/s12939-020-01248-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 07/29/2020] [Indexed: 12/01/2022] Open
Abstract
Background Comprehensive primary care practices, through preconception, preventive, curative, and rehabilitative care, have been a global priority in the promotion of health. However, the scope of primary care services has still been in decline in China. Studies on the factors for primary care service scope have centred on human resources and infrastructure; the role of direct government subsidies (DGS) on services scope of primary care facilities were left unanswered. This study aimed to explore the association between the DGS and services scope of primary care facilities in China. Methods A multi-stage, clustered cross-sectional survey using self-administrated questionnaire was conducted among primary care facilities of 36 districts/counties in China. A total of 770 primary care facilities were surveyed with 757 (98.3%) valid respondents. Of the 757 primary care facilities, 469 (62.0%) provided us detailed information of financial revenue and DGS from 2009 to 2016. Therefore, 469 primary care facilities from 31 counties/districts were included in this study. Sasabuchi-Lind-Mehlum tests and multivariate regression models were used to examine the inverted U-shaped relationship between the DGS and service scope. Results Of 469 PCFs, 332 (70.8%) were township health centres. Proportion of annul DGS to FR arose from 26.5% in 2009 to 50.5% in 2016. At the low proportion of DGS to financial revenue, an increase in DGS was associated with an increased service scope of primary care facilities, whereas the proportion of DGS to financial revenue over 42.5% might cause narrowed service scope (P = 0.023, 95% CI 11.59–51.74%); for the basic medical care dimension, the cut point is 42.6%. However, association between DGS and service scope of public health by primary care facilities is statistically insignificant. Conclusion While the DGS successfully achieved equalization of basic preventive and public health services, the disproportionate proportion of DGS to financial revenue is associated with narrowed service scope, which might cause underutilization of primary care and distorted incentive structure of primary care. Future improvements of DGS should focus on the incentive of broader basic medical services provision, such as clarifying service scope of primary care facilities and strategic procurement with a performance-based subsidies system to determine resource allocation.
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Affiliation(s)
- Zhong Li
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.,Research Center for Rural Health Services, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, 430030, Hubei, China.,Arnold School of Public Health, University of South Carolina, Columbia, 29205, SC, USA
| | - Peiyin Hung
- Arnold School of Public Health, University of South Carolina, Columbia, 29205, SC, USA
| | - Ruibo He
- School of Finance and Public Administration, Hubei University of Economics, Wuhan, 430205, Hubei, China
| | - Liang Zhang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China. .,Research Center for Rural Health Services, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, 430030, Hubei, China.
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Xu W, Pan Z, Lu S, Zhang L. Regional Heterogeneity of Application and Effect of Telemedicine in the Primary Care Centres in Rural China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E4531. [PMID: 32599689 PMCID: PMC7345109 DOI: 10.3390/ijerph17124531] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 06/16/2020] [Accepted: 06/18/2020] [Indexed: 12/31/2022]
Abstract
The increasing concerns of the geographical maldistribution of medical resources have sparked worldwide interests in exploring the potential of telemedicine in the rural health system. This study aimed to investigate the application and effect of telemedicine as well as their regional heterogeneity in the primary care centres in rural China. Based on the stratified multistage cluster sampling, a cross-sectional study was conducted among 358 township health centres (THCs) from eastern, central and western China. A self-administered questionnaire was used and the data of the Health Statistical Annual Reports in 2017 were collected to investigate the implication of telemedicine as well as the performance and other characteristics of each THCs. Propensity score matching was used to estimate the effect of telemedicine application on the bed occupancy rate and the number of annual outpatient visits of the THCs, with comparison among the regions. The overall prevalence of telemedicine application was 58.66% in 2017, and it was found to increase the bed occupancy rate of the THCs in the national range (p < 0.1). When divided into different regions, telemedicine was found to improve the number of annual outpatient visits in western China (p < 0.05) and the bed occupancy rate in eastern China (p < 0.1). Disparities in the degree of remoteness and the capability of THCs among the regions were also found in this study, which may be the reasons for the regional heterogeneous effects of telemedicine. These findings suggested the potential of telemedicine in improving the utilization of primary care centres in rural areas. Further studies were needed to investigate the underlying reasons for its regional heterogeneous effects.
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Affiliation(s)
- Wanchun Xu
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430030, China
| | - Zijing Pan
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430030, China
| | - Shan Lu
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430030, China
| | - Liang Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430030, China
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Li Z, Zhang L. Poverty and health-related quality of life: a cross-sectional study in rural China. Health Qual Life Outcomes 2020; 18:153. [PMID: 32456683 PMCID: PMC7249398 DOI: 10.1186/s12955-020-01409-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 05/19/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The association between poverty and health has been widely assessed. However, whether the association between poverty and health-related quality of life (HRQOL) holds among different groups is unknown. This study aimed to 1) assess the association between poverty and HRQOL among rural residents in China and 2) examine whether the association holds among different populations, thereby supporting policy-making and implementation. METHODS A multistage, stratified, random household survey was conducted with self-administered questionnaires. Matched samples were generated by the censored exact matching method to reduce selection bias between the poverty and comparison groups. We applied Tobit and ordinal logit regression models to evaluate the association between poverty and HRQOL measured by the EQ-5D-3 L among different groups. RESULTS The health utility score of the poverty group was 6.1% lower than that of comparison group (95% CI = - 0.085, - 0.037), with anxiety/depression being most common (95% CI = 1.220, 1.791). The association between poverty and HRQOL was significantly stronger among residents from central China, males, people who were middle-aged, elderly, highly educated, married, or widowed, those living far from healthcare facilities, and those without chronic disease. Male and highly educated subjects reported worse mobility, self-care, usual activities, pain/discomfort and anxiety/depression dimensions than the other respondents. Middle-aged (95% CI = 1.692, 2.851) and married respondents (95% CI = 1.692, 2.509) and respondents with chronic diseases (95% CI = 1.770, 2.849) were most affected in the anxiety/depression. CONCLUSIONS The HRQOL of individuals living in poverty is lower than that of the general population, and the mental health dimension is most affected by poverty among respondents who are middle-aged or married and respondents with chronic diseases. The identification of populations that are more affected by poverty is critical to improve their HRQOL. Various associations have indicated the need for integrated policies and specific decision-making.
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Affiliation(s)
- Zhong Li
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, No.13 Hangkong Road, Wuhan, 430030, Hubei, China.,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, 430030, Hubei, China
| | - Liang Zhang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, No.13 Hangkong Road, Wuhan, 430030, Hubei, China. .,Research Center for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan, 430030, Hubei, China.
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12
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Xu W, Pan Z, Li Z, Lu S, Zhang L. Job Burnout Among Primary Healthcare Workers in Rural China: A Multilevel Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17030727. [PMID: 31979154 PMCID: PMC7036765 DOI: 10.3390/ijerph17030727] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 01/14/2020] [Accepted: 01/15/2020] [Indexed: 12/18/2022]
Abstract
The health workers in rural primary care systems are at the increasing risk of job burnout. To explore the prevalence and associated factors of the job burnout among the primary healthcare worker in rural China, a cross-sectional survey was conducted among 15,627 participants in 459 township hospitals from six provinces. A combination of stratified multi-stage sampling and cluster sampling method, and a self-administrated questionnaire with the Chinese version of the Maslach Burnout Inventory-General Scale (MBI-GS) were used in the investigation. Multilevel regression analyses were used to examine the potential associated factors on both individual and organisational levels. 47.6% of respondents were experiencing moderate burnout, and 3.3% were in severe burnout. Professionals working for over 40 h per week, at young age, with a college degree, and with professional titles at medium or high rank reported a higher degree of job burnout. At the institutional level, the high ratio of performance-based salary was associated with a higher level of depersonalization. Burnout has become prevalent among the primary healthcare workers in rural China, and multiple strategies are needed to reduce the work stress and some high-risk groups’ vulnerability to job burnout.
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Affiliation(s)
- Wanchun Xu
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (Z.L.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430000, China
| | - Zijing Pan
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (Z.L.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430000, China
| | - Zhong Li
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (Z.L.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430000, China
| | - Shan Lu
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (Z.L.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430000, China
| | - Liang Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China; (W.X.); (Z.P.); (Z.L.); (S.L.)
- Research Centre for Rural Health Service, Key Research Institute of Humanities & Social Sciences of Hubei Provincial Department of Education, Wuhan 430000, China
- Correspondence: ; Tel.: +86-027-8361-0982
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Does capitation prepayment based Integrated County Healthcare Consortium affect inpatient distribution and benefits in Anhui Province, China? An interrupted time series analysis. Int J Integr Care 2019; 19:1. [PMID: 31327957 PMCID: PMC6625539 DOI: 10.5334/ijic.4193] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Objective This study aims to compare the level and trend changes of inpatient and funds distribution, as well as inpatient benefits before and after the official operation of the ICHC in Anhui. Methods A total of 1,013,815 inpatient cases were collected from the hospitalisation database in two counties in Anhui Province, China, during the course of the study from January 2014 to June 2017. The effect of the reform was assessed beginning with its formal operation in February 2016. Longitudinal time series data were analysed using segmented linear regression of an interrupted time series analysis. Results The average hospitalisation expenses showed a decreasing trend and the actual compensation ratio increased significantly (p-value < 0.01). Most of the indicators in the two counties performed well, and the effect of ICHC policy was better in Funan County than in Dingyuan County. The distribution of inpatients and NRCMS funds outside the county after the reform in Dingyuan showed an increasing trend (0.27, 95%CI: 0.12 to 0.42, p-value < 0.01; 0.70, 95%CI: 0.32 to 1.09, p-value < 0.01) and the distribution of inpatients and NRCMS funds in THs showed a more obvious upward trend after the reform in Funan (0.44, 95%CI: 0.22 to 0.67, p-value < 0.001; 0.34, 95%CI: 0.23 to 0.45, p-value < 0.001). Conclusions This study suggests that the ICHC policy provides effective strategies in promoting the integration of the healthcare delivery system in China. These strategies include strengthening family doctor signing service system and health management, developing telemedicine technology, reducing the weak points of the healthcare services, and introducing private hospitals to form new ICHCs.
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Su D, Chen Y, Gao H, Li H, Chang J, Lei S, Jiang D, Hu X, Tan M, Chen Z. Is There a Difference in the Utilisation of Inpatient Services Between Two Typical Payment Methods of Health Insurance? Evidence from the New Rural Cooperative Medical Scheme in China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16081410. [PMID: 31010133 PMCID: PMC6518194 DOI: 10.3390/ijerph16081410] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 04/15/2019] [Accepted: 04/18/2019] [Indexed: 11/16/2022]
Abstract
This study aimed to evaluate the effects of the differences between two typical payment methods for the new rural cooperative medical scheme (NRCMS) in China on the utilisation of inpatient services. Interrupted time-series analysis (ITSA) and propensity score matching (PSM) were used to measure the difference between two typical payment methods for the NRCMS with regard to the utilisation of inpatient services. After the reform was formally implemented, the level and slope difference after reform compared with pre-intervention (distribution of inpatients in county hospitals (DIC), distribution of inpatients in township hospitals (DIT) and the actual compensation ratio of inpatients (ARCI)) were not statistically significant. Kernel matching obtained better results in reducing the mean and median of the absolute standardised bias of covariates of appropriateness of admission (AA), appropriateness of disease (AD). The difference in AA and AD of the matched inpatients between two groups was −0.03 (p-value = 0.042, 95% CI: −0.08 to 0.02) and 0.21 (p-value < 0.001, 95% CI: −0.17 to 0.25), respectively. The differences in the utilisation of inpatient services may arise owing to the system designs of different payment methods for NRCMS in China. The causes of these differences can be used to guide inpatients to better use medical services, through the transformation and integration of payment systems.
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Affiliation(s)
- Dai Su
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Yingchun Chen
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Hongxia Gao
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Haomiao Li
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Jingjing Chang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Shihan Lei
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Di Jiang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Xiaomei Hu
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Min Tan
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
| | - Zhifang Chen
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
- Research Center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan 430030, China.
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Li Z, Jiang S, He R, Dong Y, Pan Z, Xu C, Lu F, Zhang P, Zhang L. Trajectories of Hospitalization Cost Among Patients of End-Stage Lung Cancer: A Retrospective Study in China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:ijerph15122877. [PMID: 30558272 PMCID: PMC6313636 DOI: 10.3390/ijerph15122877] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 11/24/2018] [Accepted: 12/10/2018] [Indexed: 12/24/2022]
Abstract
This study was conducted to investigate the trajectory of hospitalization costs, and to assess the determinants related to the membership of the identified trajectories, with the view of recommending future research directions. A retrospective study was performed in urban Yichang, China, where a total of 134 end-stage lung cancer patients were selected. The latent class analysis (LCA) model was used to investigate the heterogeneity in the trajectory of hospitalization cost amongst the different groups that were identified. A multi-nominal logit model was applied to explore the attributes of different classes. Three classes were defined as follows: Class 1 represented the trajectory with minimal cost, which had increased over the last two months. Classes 2 and 3 consisted of patients that incurred high costs, which had declined with the impending death of the patient. Patients in class 3 had a higher average cost than those in Class 2. The level of education, hospitalization, and place of death, were the attributes of membership to the different classes. LCA was useful in quantifying heterogeneity amongst the patients. The results showed the attributes were embedded in hospitalization cost trajectories. These findings are applicable to early identification and intervention in palliative care. Future studies should focus on the validation of the proposed model in clinical settings, as well as to identify the determinants of early discharge or aggressive care.
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Affiliation(s)
- Zhong Li
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Shan Jiang
- School of Health Policy and Management, Nanjing Medical University, Nanjing 211166, China.
| | - Ruibo He
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Yihan Dong
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Zijin Pan
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Chengzhong Xu
- Yichang Center for Disease Control and Prevention, Yichang 443000, China.
| | - Fangfang Lu
- Yichang Center for Disease Control and Prevention, Yichang 443000, China.
| | - Pei Zhang
- Yichang Center for Disease Control and Prevention, Yichang 443000, China.
| | - Liang Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
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He R, Ye T, Wang J, Zhang Y, Li Z, Niu Y, Zhang L. Medical Service Quality, Efficiency and Cost Control Effectiveness of Upgraded Case Payment in Rural China: A Retrospective Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:E2839. [PMID: 30551561 PMCID: PMC6313562 DOI: 10.3390/ijerph15122839] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 12/05/2018] [Accepted: 12/10/2018] [Indexed: 11/30/2022]
Abstract
Background: As the principal means of reimbursing medical institutions, the effects of case payment still need to be evaluated due to special environments and short exploration periods, especially in rural China. Methods: Xi County was chosen as the intervention group, with 36,104, 48,316, and 59,087 inpatients from the years 2011 to 2013, respectively. Huaibin County acted as the control group, with 33,073, 48,122, and 51,325 inpatients, respectively, from the same period. The inpatients' information was collected from local insurance agencies. After controlling for age, gender, institution level, season fixed effects, disease severity, and compensation type, the generalised additive models (GAMs) and difference-in-differences approach (DID) were used to measure the changing trends and policy net effects from two levels (the whole county level and each institution level) and three dimensions (cost, quality and efficiency). Results: At the whole-county level, the cost-related indicators of the intervention group showed downward trends compared to the control group. Total spending, reimbursement fee and out-of-pocket expense declined by ¥346.59 (p < 0.001), ¥105.39 (p < 0.001) and ¥241.2 (p < 0.001), respectively (the symbol ¥ represents Chinese yuan). Actual compensation ratio, length of stay, and readmission rates exhibited ascending trends, with increases of 7% (p < 0.001), 2.18 days (p < 0.001), and 1.5% (p < 0.001), respectively. The intervention group at county level hospital had greater length of stay reduction (¥792.97 p < 0.001) and readmission rate growth (3.3% p < 0.001) and lower reimbursement fee reduction (¥150.16 p < 0.001) and length of stay growth (1.24 days p < 0.001) than those at the township level. Conclusions: Upgraded case payment is more reasonable and suitable for rural areas than simple quota payment or cap payment. It has successfully curbed the growth of medical expenses, improved the efficiency of medical insurance fund utilisation, and alleviated patients' economic burden of disease. However, no positive effects on service quality and efficiency were observed. The increase in readmission rate and potential hidden dangers for primary health care institutions should be given attention.
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Affiliation(s)
- Ruibo He
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Ting Ye
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Jing Wang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Yan Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Zhong Li
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Yadong Niu
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
| | - Liang Zhang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan 430030, China.
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Exploring Medical Expenditure Clustering and the Determinants of High-Cost Populations from the Family Perspective: A Population-Based Retrospective Study from Rural China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:ijerph15122673. [PMID: 30486461 PMCID: PMC6313497 DOI: 10.3390/ijerph15122673] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2018] [Revised: 11/22/2018] [Accepted: 11/26/2018] [Indexed: 12/18/2022]
Abstract
The costliest 5% of the population (identified as the “high-cost” population) accounts for 50% of healthcare spending. Understanding the high-cost population in rural China from the family perspective is essential for health insurers, governments, and families. Using the health insurance database, we tallied 202,482 families that generated medical expenditure in 2014. The Lorentz curve and the Gini coefficient were adopted to describe the medical expenditure clustering, and a logistic regression model was used to identify the determinants of high-cost families. Household medical expenditure showed an extremely uneven distribution, with a Gini coefficient of 0.76. High-cost families spent 54.0% of the total expenditure. The values for family size, average age, and distance from and arrival time to the county hospital of high-cost families were 4.05, 43.18 years, 29.67 km, and 45.09 min, respectively, which differed from the values of the remaining families (3.68, 42.46 years, 30.47 km, and 46.29 min, respectively). More high-cost families live in towns with low-capacity township hospitals and better traffic conditions than the remaining families (28.98% vs. 12.99%, and 71.19% vs. 69.6%, respectively). The logistic regression model indicated that family size, average age, children, time to county hospital, capacity of township hospital, traffic conditions, economic status, healthcare utilizations, and the utilization level were associated with high household medical expenditure. Primary care and health insurance policy should be improved to guide the behaviors of rural residents, reduce their economic burden, and minimize healthcare spending.
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