Explainable machine learning model for pre-frailty risk assessment in community-dwelling older adults.

Background: Frailty in older adults is linked to increased risks and lower quality of life. Pre-frailty, a condition preceding frailty, is intervenable, but its determinants and assessment are challenging. This study aims to develop and validate an explainable machine learning model for pre-frailty risk assessment among community-dwelling older adults.

Health performance assessment modeling and its application to compact medical communities in China.

Some regions in China have already implemented capitation payment or capitation budget management for medical insurance funds. However, there remains a shortage of adequate tools and methodologies to accurately quantify differences in population health risks. Therefore, this paper constructs a health performance assessment model that comprises four steps.

Balancing medical innovation and affordability in the new healthcare ecosystem in China: Review of pharmaceutical pricing and reimbursement policies.

The China Basic Medical Insurance Program was created in 1999 with three objectives: equal accessibility, affordability, and quality. Today, it has become the biggest medical insurance program in the world, covering 95% of China's population. Since 2015, China's healthcare ecosystem has been reshaped by increasing innovation, which has in turn been driven by regulatory reform, enhancement of research and development capability, and capital market development.

Evolution and major changes of the diagnosis and treatment protocol for COVID-19 patients in China 2020-2023.

Since the identification of the first case of pneumonia of unknown cause in 2019, the COVID-19 pandemic has spread the globe for over 3 years. As the most populous country in the world, China's disease prevention policies and response plans concern the health of the country's 1.4 billion people and beyond.

Primary health care in China: A decade of development after the 2009 health care reform.

Over 40 years ago, primary health care (PHC) was defined in the Alma-Ata Declaration as a critical component of the health care system to address the basic health demand of the people. In China, the Government attaches great importance to health care at the primary level. After the launch of the historical Reform of the Medical and Health Care System in 2009, the PHC system in China has witnessed major progress and breakthroughs, especially in its steadily increased capacity, continuously improved accessibility, and betterment in equality.