1.Predictive Models and Influencing Factors for the Work Relative Value Unit in Clinical Surgical Items Based on Generalized Linear Models and BP Neural Networks
Haiyin WANG ; Meifeng WANG ; Liang FANG ; Chunlin JIN
Chinese Health Economics 2025;44(4):61-64
Objective:In order to establish benchmark values for new medical service items,it aims to investigate the predictive models and influencing elements that affect the work relative value unit in clinical surgical items in China.Methods:Generalized Linear Model(GLM)and BP neural network techniques were used to investigate influencing factors and build prediction models using the National Medical Service Project Technical Specification(2023 Edition)as the value database.Results:The average relative value of human resource usage was 41.9,with a total of 6 011 items across 16 systems and anesthesia.The GLM's mean prediction error was 4%and its linear correlation coefficient was 0.997.The top 5 predictor variables in terms of importance were technical complexity(0.45),risk level(0.30),physician time(0.08),number of physicians(0.06),and nurse time(0.03).With a mean prediction error of 1.5%,the neural network model obtained a correlation coefficient of 0.996.Technical difficulty(0.20),physician time(0.20),perfusionist time(0.19),risk level(0.15),and medical technician time(0.06)were the top five predictors.Conclusion:Both types of predictive models are well-fitted and valid,and future medical service items can provide relative values of human resource consumption,creating an integrated relative point system.
2.Simulation Analysis on the Compensation Mechanism for High-Quality Development of Public Hospitals Based on System Dynamics Model
Meifeng WANG ; Xiliang LENG ; Zhongyi TANG ; Haiyin WANG ; Botao TIAN ; Chunlin JIN
Chinese Health Economics 2025;44(11):14-21
Objective:To propose policy recommendations for the compensation mechanism of high-quality development of municipal public hospitals.Methods:Taking the municipal public hospitals in Shanghai as the research object,the aspects of financial subsidies,the structure of medical service income,investment in scientific research and education,and other social compensations were examined to conduct a systematic simulation of the operation of the average municipal public hospital in Shanghai under different policy intervention scenarios.Results:If the current conditions remain unchanged,the average municipal public hospital in Shanghai will face a deficit starting in 2032,the proportion of income from examinations and laboratory tests will surpass that of medical service income in 2026 and 2031,respectively.If the hospitals follow a plan of Combination Plan 3,4,and 5,the average municipal public hospital in Shanghai will be able to break even from 2023 to 2033,and the structure of medical service income will be significantly optimized.Conclusion:To establish a new compensation mechanism for high-quality hospital development that enhances medical services,it is recommended to optimize the structure of government financial compensation,explore rational pricing strategies based on categories,increase investment in scientific research and education while paying attention to the transformation of scientific and technological achievements,expand compensation channels for public hospitals,and improve relevant laws and regulations.
3.Predictive Models and Influencing Factors for the Work Relative Value Unit in Clinical Surgical Items Based on Generalized Linear Models and BP Neural Networks
Haiyin WANG ; Meifeng WANG ; Liang FANG ; Chunlin JIN
Chinese Health Economics 2025;44(4):61-64
Objective:In order to establish benchmark values for new medical service items,it aims to investigate the predictive models and influencing elements that affect the work relative value unit in clinical surgical items in China.Methods:Generalized Linear Model(GLM)and BP neural network techniques were used to investigate influencing factors and build prediction models using the National Medical Service Project Technical Specification(2023 Edition)as the value database.Results:The average relative value of human resource usage was 41.9,with a total of 6 011 items across 16 systems and anesthesia.The GLM's mean prediction error was 4%and its linear correlation coefficient was 0.997.The top 5 predictor variables in terms of importance were technical complexity(0.45),risk level(0.30),physician time(0.08),number of physicians(0.06),and nurse time(0.03).With a mean prediction error of 1.5%,the neural network model obtained a correlation coefficient of 0.996.Technical difficulty(0.20),physician time(0.20),perfusionist time(0.19),risk level(0.15),and medical technician time(0.06)were the top five predictors.Conclusion:Both types of predictive models are well-fitted and valid,and future medical service items can provide relative values of human resource consumption,creating an integrated relative point system.
4.Clinical research report on Chinese patent medicines and classic traditional Chinese medicine prescriptions (2023)
Xiaolei WU ; Haiyin HU ; Yuetong WANG ; Fauci Alice Josephine ; Yazi ZHANG ; Wenting SONG ; Fengwen YANG ; Boli ZHANG ; Junhua ZHANG ; Zhaochen JI
Digital Chinese Medicine 2025;8(2):123-136
Objective:
Randomized controlled trials (RCTs) of Chinese patent medicines and classic traditional Chinese medicine prescriptions were systematically reviewed from both Chinese and English journals published in 2023. A preliminary summary and evaluation were conducted on the generation and translation of clinical evidence for these treatments. This analysis aims to inform future research on clinical efficacy evaluation and guide the rational application of evidence.
Methods:
RCTs of Chinese patent medicines and classic traditional Chinese prescriptions published in 2023 were comprehensively retrieved from the Artificial Intelligence Clinical Evidence Database for Chinese Patent Medicine (AICED-CPM), with supplementary searches conducted in China National Knowledge Infrastructure (CNKI), Wanfang Data, Chinese Science and Technology Journal Database (VIP), Chinese Biomedical Literature Database (SinoMed), Cochrane Library, PubMed, Embase, and Web of Science. The study characteristics and methodological quality of these RCTs were systematically analyzed and evaluated.
Results:
A total of 1 443 RCTs of Chinese patent medicines were included, comprising 1 399 Chinese articles and 44 English articles. Additionally, 334 RCTs of classic traditional Chinese medicine prescriptions were found, with 331 published in Chinese and 3 in English. 196 567 participants were included, covering 585 types of Chinese patent medicines (487 oral, 61 injectable, and 37 topical) and 179 classic traditional Chinese medicine prescriptions. The involved studies encompassed 22 types of diseases, with research primarily focusing on diseases of the circulatory system, the respiratory system, and the genitourinary system. The sample sizes ranged from 18 to 3 777 participants, and most studies were conducted at a single center. Methodologically, the implementation of allocation concealment and blinding remained insufficiently emphasized.
Conclusion
Overall, compared with 2022, both the number of RCT publications and their methodological quality have improved in 2023, with heightened attention to research on diseases of the genitourinary system. However, quality control and standardized management in the design and implementation processes still require enhancement to produce more high-quality clinical evidence and accelerate the translation and application of this evidence.
5.Simulation Analysis on the Compensation Mechanism for High-Quality Development of Public Hospitals Based on System Dynamics Model
Meifeng WANG ; Xiliang LENG ; Zhongyi TANG ; Haiyin WANG ; Botao TIAN ; Chunlin JIN
Chinese Health Economics 2025;44(11):14-21
Objective:To propose policy recommendations for the compensation mechanism of high-quality development of municipal public hospitals.Methods:Taking the municipal public hospitals in Shanghai as the research object,the aspects of financial subsidies,the structure of medical service income,investment in scientific research and education,and other social compensations were examined to conduct a systematic simulation of the operation of the average municipal public hospital in Shanghai under different policy intervention scenarios.Results:If the current conditions remain unchanged,the average municipal public hospital in Shanghai will face a deficit starting in 2032,the proportion of income from examinations and laboratory tests will surpass that of medical service income in 2026 and 2031,respectively.If the hospitals follow a plan of Combination Plan 3,4,and 5,the average municipal public hospital in Shanghai will be able to break even from 2023 to 2033,and the structure of medical service income will be significantly optimized.Conclusion:To establish a new compensation mechanism for high-quality hospital development that enhances medical services,it is recommended to optimize the structure of government financial compensation,explore rational pricing strategies based on categories,increase investment in scientific research and education while paying attention to the transformation of scientific and technological achievements,expand compensation channels for public hospitals,and improve relevant laws and regulations.
6.Exploration and practice of medical laboratory health economics
Jingfei LYU ; Jiayun LIU ; Haiyin WANG ; Xiaobing XIE ; Jiancheng XU ; Bing GU ; Yingchun XU
Chinese Journal of Laboratory Medicine 2025;48(4):453-458
The reliability and practicality of research findings in health economics are gradually becoming core issues of close concern for clinical and public health experts. As healthcare resources remain under increasing pressure, conducting efficient cost-effectiveness analyses and achieving rational resource allocation are becoming ever more critical. In recent years, medical laboratory health economics has transitioned from purely academic discussions to integration into clinical practice, becoming a key tool for improving the efficiency and quality of healthcare services. It has demonstrated remarkable results in optimizing patient management and medical decision-making processes. So we invited experts from the fields of medical laboratory science and health economics to share valuable experiences and unique insights on topics such as cost assessment methods, pricing strategies, quality regulation, and the role of medical laboratory health economics in enhancing clinical practice and patient benefits. These experts generally agree that, while research in medical laboratory health economics has shown significant advantages and effectively addressed urgent clinical needs in resource allocation and cost control, it still faces multiple challenges, including limitations in research methodology application, high operational costs, and insufficient standardization of management systems.
7.Exploration and practice of medical laboratory health economics
Jingfei LYU ; Jiayun LIU ; Haiyin WANG ; Xiaobing XIE ; Jiancheng XU ; Bing GU ; Yingchun XU
Chinese Journal of Laboratory Medicine 2025;48(4):453-458
The reliability and practicality of research findings in health economics are gradually becoming core issues of close concern for clinical and public health experts. As healthcare resources remain under increasing pressure, conducting efficient cost-effectiveness analyses and achieving rational resource allocation are becoming ever more critical. In recent years, medical laboratory health economics has transitioned from purely academic discussions to integration into clinical practice, becoming a key tool for improving the efficiency and quality of healthcare services. It has demonstrated remarkable results in optimizing patient management and medical decision-making processes. So we invited experts from the fields of medical laboratory science and health economics to share valuable experiences and unique insights on topics such as cost assessment methods, pricing strategies, quality regulation, and the role of medical laboratory health economics in enhancing clinical practice and patient benefits. These experts generally agree that, while research in medical laboratory health economics has shown significant advantages and effectively addressed urgent clinical needs in resource allocation and cost control, it still faces multiple challenges, including limitations in research methodology application, high operational costs, and insufficient standardization of management systems.
8.The Influence of In Vitro Diagnostic Technology on Health and Its Application in Economic Evaluation
Hui SUN ; Haiyin WANG ; Haode WANG ; Yuyan FU ; Chunlin JIN ; Yingyao CHEN
Chinese Health Economics 2024;43(1):17-20
In vitro diagnostic technology is an important aid for disease prevention,treatment,and prognostic monitoring.The de-velopment of its new technologies,methods and products is of great significance for improving medical quality and protecting public health.On the basis of exploring the mechanism of health impact of in vitro diagnostic technology,it takes dry chemical method and wet chemical method as an example,and compares the economy of the two diagnostic technologies for hyperkalemia diagnosis from the perspective of health system,with a view to draw references for the practical application and evaluation of new in vitro diagnostic techniques,methods and products in the future.
9.Feasibility Analysis of Multi-indication Drug Insurance Access and Pricing Strategy in China
Yuyan FU ; Meif-Eng WANG ; Wendi CHENG ; Xiaoxiao TAN ; Haiyin WANG
Chinese Health Economics 2024;43(2):29-33
Objective:On the basis of summarizing the previous studies on the access and pricing strategies of multi-indication drugs,based on the actual situation in China,it develops the access and pricing strategies of multi-indication drugs applicable to the adjustment mechanism of China's health insurance catalog and carry out feasibility analysis,with a view to providing methodological support for the national health insurance department in the adjustment of the health insurance catalog in the future.Methods:First,through literature review and expert survey,it sorts out the medical insurance access and pricing strategies for multi-indication drugs that may be applicable in China.Secondly,a feasibility evaluation framework for National Drug Insurance List(NRDL)access and pricing strategies for multi-indication drugs is constructed through literature review,and various stakeholders in the NRDL process are invited to conduct feasibility scores based on the questionnaire.In addition,9 pathways are identified through expert research,and various stakeholders in NRDL process are invited to conduct path analysis based on questionnaires.Finally,relevant recommendations are formed based on the research results.Results:According to the results of the feasibility evaluation the direct access is less feasi-ble,while negotiated access and simplified negotiated access are comparable;pricing by weighted average was less feasible,pricing by primary indication and pricing by minimum value are comparable.The results of the pathway analysis show that differences in health insurance access and pricing strategies for selecting drugs with multiple indications under different pathways.Conclusion:It is needed to refine the medical insurance access and price calculation methods for drugs with multiple indications;improve the database construction to support refined calculation of medical insurance;and actively explore the innovative payment methods for medical insurance with multiple indications.
10.Practice Progress and Enlightenment of Promoting Medical Service Price Reform in the Pilot Cities
Meifeng WANG ; Chunlin JIN ; Liang FANG ; Haiyin WANG
Chinese Health Economics 2024;43(3):26-28,32
Based on the relevant policy documents of deepening medical service price reform in the pilot cities,combined with research and interviews,it analyzes the practical progress of measuring the total amount of medical service price adjustments in the pilot cities and the overall distribution of the total amount,the classification of items for pricing and dynamic adjustment,and the monitoring and assessment.It is suggested to explore the construction of a concise indicator system and a practical measurement method,consider the sustainability of the total price adjustment of medical services,and continue to optimize and improve the price adjustment mechanism of medical service price items.

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