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调查社区医疗保险中的参保人员流失动态:埃塞俄比亚西北部阿姆哈拉地区社会经济及特定项目决定因素的生存分析

Investigating membership attrition dynamics in community-based health insurance: a survival analysis of socioeconomic and program-specific determinants in the Amhara Region, Northwest Ethiopia.

作者信息

Kebede Molla Melkamu, Xu Mengmeng

机构信息

School of Government University of International Business and Economics, Beijing, Chaoyang District, China.

出版信息

BMC Public Health. 2025 Apr 14;25(1):1388. doi: 10.1186/s12889-025-22529-2.

Abstract

BACKGROUND

Despite substantial growth and increased enrollment in Ethiopia's CBHI program, achieving universal coverage and retaining members remain challenging. This study, however, focuses on the persistent issue of dropout rates, which threaten the program's sustainability, while previous research has often focused on enrollment.

METHOD

The dependent variable is"time to membership attrition,"defined as an event "Dropout,"with independent variables including socioeconomic and program factors. Using Cochran's formula, data were collected from 772 (208 failure) respondents across five administrative zones. Analysis was performed using Kaplan-Meier estimation, Cox Regression, and the Weibull AFT Model.

RESULT

Dropout rates peaked at an average membership duration of 4.09 years, with increasing hazard rates (Weibull shape parameter = 2.077, p < 0.001). The Kaplan-Meier analysis indicates safety net beneficiaries had a lower dropout rate (67.8%) than non-beneficiaries (76.6%) and longer survival (Chi-square = 4.083, p = 0.043). Respondents with 4-6 hectares had the shortest survival (5.88 years) and a higher dropout risk (B = 0.417, p = 0.042), while non-landowners had a higher attrition risk (HR = 1.266, p = 0.814), Farm owners had a lower dropout rate (70.7%) (Chi-square = 1.569, p = 0.021). Lower-middle-income members had a higher attrition risk (HR = 1.999, p = 0.042) with a mean survival of 6.28 years, compared to 6.47 years for upper-middle-income. Perceived healthcare quality influenced dropout risk, increasing it by 5.9% for fair quality than poor (HR = 3.368, p < 0.000), and significantly for good quality as well (HR = 2.284, p < 0.000). Moderate financial protection (not catastrophic spending) increased dropout risk by 7.3% compared to high protection (HR = 1.125, p = 0.040).

CONCLUSION

Dropout rates peak in the early years of membership and increase over time. Enrolling in safety nets and having smaller land sizes enhanced retention rates, while extensive landholdings and being classified as Lower-Middle Income led to higher dropout rates; however, ownership of modern amenities had minimal impact on retention. Perceived healthcare quality and financial protection significantly influence CBHI retention, while program service quality has little effect, underscoring the need for policies that prioritize improving service quality, accessibility, and affordability.

摘要

背景

尽管埃塞俄比亚的社区基于健康保险(CBHI)计划有了显著增长和入学人数增加,但实现全民覆盖和留住成员仍然具有挑战性。然而,本研究关注的是持续存在的辍学率问题,这威胁到该计划的可持续性,而以前的研究通常侧重于入学情况。

方法

因变量是“成员流失时间”,定义为一个“辍学”事件,自变量包括社会经济和计划因素。使用 Cochr an 公式,从五个行政区的 772 名(208 名失败)受访者那里收集了数据。使用 Kaplan-Meier 估计、Cox 回归和 Weibull 加速失效时间(AFT)模型进行了分析。

结果

辍学率在平均会员期 4.09 年时达到峰值,危险率不断上升(Weibull 形状参数 = 2.077,p < 0.001)。Kaplan-Meier 分析表明,安全网受益人辍学率(67.8%)低于非受益人(76.6%),生存时间更长(卡方 = 4.083,p = 0.043)。拥有 4 - 6 公顷土地的受访者生存时间最短(5.88 年),辍学风险更高(B = 0.417,p = 0.042),而非土地所有者的流失风险更高(风险比 = 1.266,p = 0.814),农场主的辍学率较低(70.7%)(卡方 = 1.569,p = 0.021)。中低收入成员的流失风险更高(风险比 = 1.999,p = 0.042),平均生存时间为 6.28 年,而上中收入成员为 6.47 年。感知到的医疗质量影响辍学风险,质量为“一般”的比“差”的辍学风险增加 5.9%(风险比 = 3.368,p < 0.000),质量为“好”的也有显著影响(风险比 = 2.284,p < 0.000)。与高保障相比,适度的财务保护(非灾难性支出)使辍学风险增加 7.3%(风险比 = 1.125,p = 0.040)。

结论

辍学率在会员资格的早期达到峰值,并随时间增加。加入安全网和拥有较小土地面积提高了留存率,而大量土地持有和被归类为中低收入导致更高的辍学率;然而,拥有现代便利设施对留存率影响最小。感知到的医疗质量和财务保护对 CBHI 的留存率有显著影响,而计划服务质量影响很小,这突出了需要制定优先改善服务质量、可及性和可承受性的政策。

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