Objective To Provide statistical references for disease-based payment reform with Diagnosis Related Groups (DRGs). Methods Based on 1 969 stroke inpatients from two hospitals in Chongqing city, we used classification and regression trees (CART) of decision tree to establish classification regulations of the case-mix model for stroke inpatients, and multivariate statistical model to evaluate whether the case-mix could provide a satisfactory prediction to costs for stroke inpatients in comparison with the foreign model. Results ① The classification nodes of our model were surgical procedure, nursing care degree, and hospital infection respectively by which 1 969 stroke inpatients were divided into 5 groups. The classification nodes in foreign model were surgical procedure, age≥50 years, and whether patients would refer to other institutions after leaving the hospitals by which 1 969 stroke inpatients were also classified into 5 groups. ② For medical institutions and the third payers, we found that the data from our model could explain 80.46% of the total costs and 16.58% for individual inpatient, which were higher than that of foreign model (76.87% for medical institutions and the third payers, 9.13% for individuals ). Conclusions Compared with foreign model, our model is more suitable for the situation in China. The study is only based on 1 969 stroke inpatients from south west part of China, so the conclusion needs further studies to confirm.
It's common that general rules exist in a certain classification. The general rules of expense classification enable us to judge the category of a patient as soon as possible and to curb the expense. Theory of rough set helps us reach the best reduction of attributes. Based on the core attributes, classification rules are put forward by value reduction. The results show that 10 core attributes remain in 21 attributes of 1527 inpatients' information and 76 classification rules are founded. All of 76 rules guide classification of the patients. 44 of the 76 rules define the only category of a patient, the other 32 rules defines the potential catagories of a patient. Meanwhile, equal attributes of the same category are summerized to guide the cost control of patients. The results indicate that the theory of rough set is effective in attributes reduction and rule generalization of patient expense classification, and it has important significance on medical practice.
ObjectiveThis study aims to investigate the variations in patient hospitalization expenses before the enforcement of the centralized procurement policy, after the implementation of the drug centralized procurement policy, and subsequent to the introduction of the consumables centralized procurement policy. The efficacy of the centralized procurement policy will also be examined. MethodsThis retrospective study utilizes data obtained from the medical records homepage of the Health Information Statistics Center under the Health Commission of Gansu Province. It included 32 938 inpatients who underwent PCI surgery for coronary heart disease in Gansu Province between January 1, 2018, and December 31, 2022. A double-breakpoint interrupted time series model was employed to analyze the fluctuation trends in hospitalization costs among patients across various stages of the centralized procurement policy's implementation. ResultsThroughout the three phases of implementing the centralized procurement policy, the average total hospitalization costs were RMB 46 149.49 yuan, RMB 46 629.12 yuan, and RMB 28 771.76 yuan, respectively. Upon initiating the centralized procurement policy with a focus on drug volume, there was an immediate reduction in average total hospitalization costs, drug costs, consumable costs, and medical service fees by 4.64%, 5.62%, 18.12%, and 8.85%, respectively. However, there was a subsequent increase of 25.28% in average medical service fees. Following this phase, average out-of-pocket costs, treatment costs, and other expenses exhibited a consistent upward trajectory, increasing by an average of 2.23%, 0.15%, and 1.21% per month. Upon the introduction of the centralized procurement policy for consumables, there was an immediate surge of 23.75% in average medical service fees, while average total hospitalization costs, out-of-pocket costs, consumable costs, treatment costs, and rehabilitation costs experienced a gradual decline. ConclusionThe enforcement of centralized procurement policies for drugs and consumables has effectively managed to reduce hospitalization costs for patients undergoing PCI surgery due to coronary heart disease, thereby easing the financial burden on patients. However, changes in consumable costs and average medical service fees were relatively modest. Going forward, it is essential to refine the centralized procurement policy concerning consumables, improve the compensation mechanism for medical service pricing, and enhance the overall value proposition of medical services.