使用政策学习来告知医疗保险目标:印度尼西亚的案例研究
Vishalie Shah1, Andrew M Jones2, Ivana Malenica3
1Centre for Health Economics, University of York, York, UK.
Health economics
|September 8, 2025
概括
最佳的政策学习可以改善印度尼西亚的医疗保险分配. 机器学习为区域 (APBD) 和国家 (APBN) 计划确定了更好的福利分配,减少了家庭灾难性的医疗支出.
科学领域:
- 卫生经济学 卫生经济学
- 公共政策 公共政策
- 机器学习 机器学习
背景情况:
- 印度尼西亚运营着两个补贴医疗保险计划:APBD (区域) 和APBN (国家).
- 有针对性的拨款对于最大限度地减少招生人群的灾难性医疗支出至关重要.
- 现有的分配策略可能不适合各种家庭需求.
研究的目的:
- 制定最佳的政策规则,用于分配注册人员到印度尼西亚的APBD和APBN医疗保险计划.
- 通过使用数据驱动的方法,尽量减少灾难性的医疗支出.
- 探索预算限制对最佳政策拨款的影响.
主要方法:
- 利用国家调查数据进行分析.
- 采用超级学习者整体方法,将回归和机器学习结合起来.
- 估计的条件平均治疗效应,以告知政策规则.
主要成果:
- 根据家庭特征 (人口统计,社会经济状况,地理位置) APBD与APBN入学的财务影响有很大差异.
- 最佳的政策规则将城市家庭分配给APBD,农村家庭分配给APBN,这种模式在预算限制下得到了放大.
- 两种最佳分配策略 (受约束和不受约束) 与当前方法相比降低了预期的灾难性支出风险.
结论:
- 最佳政策学习为公共医疗保险中公平资源分配提供了数据驱动的解决方案.
- 机器学习可以有效地识别针对性卫生政策的异质治疗效应.
- 调查结果为发展中国家更有效的医疗融资策略提供了信息.
更多相关视频
09:33Visualizing Field Data Collection Procedures of Exposure and Biomarker Assessments for the Household Air Pollution Intervention Network Trial in India
Published on: December 23, 2022
2.7K
23:56Comprehensive & Cost Effective Laboratory Monitoring of HIV/AIDS: an African Role Model
Published on: October 31, 2010
17.1K
相关概念视频
01:26Methods Of Healthcare Delivery System
4.0K
At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
4.0K
01:30Health Information Technology and Healthcare Information System
3.3K
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
3.3K
01:30Primary Healthcare Services
2.0K
Primary care promotes wellness and prevents disease. This care includes health promotion, education, protection (such as immunizations), early disease screening, and environmental considerations. Settings providing this type of healthcare include physician offices, public health clinics, school nursing, and community health nursing.
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...
2.0K
01:26Levels of Health Promotion and Illness Prevention
14.3K
Health promotion allows a person to control the determinants of health, resulting in an improved health status. It enhances the quality of life and reduces premature deaths. Health promotion and illness prevention programs help people make beneficial choices to reduce the risk of disease and disabilities. There are three health promotion and illness prevention levels: primary, secondary, and tertiary prevention.
In primary prevention, actions taken before disease onset prevent the disease from...
In primary prevention, actions taken before disease onset prevent the disease from...
14.3K
01:18Introduction To Health Care Delivery System
3.9K
The healthcare system is constantly changing and complex. Various services are available from different healthcare providers, but gaining access to these services has become challenging for people with limited healthcare insurance. Uninsured people present a challenge to healthcare because they frequently postpone or forego treatment.
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
3.9K
01:25Models of Health Promotion and Illness Prevention I
2.7K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.7K