Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Aiming at the practical problems of insufficient supply efficiency and low utilization rate of primary health services,it systematically reviewed the research status of residents'participation in the value co-creation of primary health services from the perspective of residents'active utilization.It explores the theoretical framework of realizing the value of primary health service based on residents'active utilization,and deeply analyzes its internal logic.Finally,it puts forward the concrete realization path,that is,multi-subject broadening the health information communication channel,optimizing the health service supply mode according to local conditions,constructing multi-dimensional trust mechanism between doctors and patients,and building a precise digital health management platform.

Purpose: Prostate cancer (PCa) is an epithelial malignancy that originates in the prostate gland and is generally categorized into low, intermediate, and high-risk groups. The primary diagnostic indicator for PCa is the measurement of serum prostate-specific antigen (PSA) values. However, reliance on PSA levels can result in false positives, leading to unnecessary biopsies and an increased risk of invasive injuries. Therefore, it is imperative to develop an efficient and accurate method for PCa risk stratification. Many recent studies on PCa risk stratification based on clinical data have employed a binary classification, distinguishing between low to intermediate and high risk. In this paper, we propose a novel machine learning (ML) approach utilizing a stacking learning strategy for predicting the tripartite risk stratification of PCa. Methods: Clinical records, featuring attributes selected using the lasso method, were utilized with 5 ML classifiers. The outputs of these classifiers underwent transformation by various nonlinear transformers and were then concatenated with the lasso-selected features, resulting in a set of new features. A stacking learning strategy, integrating different ML classifiers, was developed based on these new features. Results: Our proposed approach demonstrated superior performance, achieving an accuracy of 0.83 and an area under the receiver operating characteristic curve value of 0.88 in a dataset comprising 197 PCa patients with 42 clinical characteristics. Conclusions This study aimed to improve clinicians’ ability to rapidly assess PCa risk stratification while reducing the burden on patients. This was achieved by using artificial intelligence-related technologies as an auxiliary method for diagnosing PCa.

ObjectiveTo explore the mechanism of Renshen Baidusan in repairing intestinal mucosa in ulcerative colitis （UC） by regulating autophagy to scavenge peroxides. MethodThe mouse model of UC was induced by free drinking of 3.0% dextran sulphate sodium （DSS） solution. Sixty male C57BL/6J mice were randomized into normal， model， mesalazine （0.3 g·kg^-1）， and high-， medium-， and low-dose （12.35， 8.22， 4.11 g·kg^-1， respectively） Renshen Baidusan groups （n=10）. The mice were administrated with corresponding drugs by gavage for 7 consecutive days. The colon tissue was stained with hematoxylin-eosin （HE） to reveal the pathological changes， and Alcian blue-Periodic acid Scheff （PAS/AB） staining was employed to observe the goblet cell changes. The fluorescence expression of reactive oxygen species （ROS） in the colon tissue was detected by the immunofluorescence assay. The activity of superoxide dismutase （SOD） and the content of malondialdehyde （MDA） were measured by the biochemical methods. Western blot was employed to determine the expression levels of proliferating cell nuclear antigen （PCNA）， microtubule-associated protein 1 light chain 3 （LC3）， leucine-rich repeat-containing G protein-coupled receptor 5 （LGR5）， and p62. ResultDestroyed mucosal epithelial structure， intestinal gland destruction， loss of goblet cells， and massive infiltration of inflammatory cells appeared in the model group. Compared with the normal group， the model group showed increased tissue damage injury （TDI） score of the colon tissue， decreased SOD activity and LC3Ⅱ/Ⅰ， PCNA value， and elevated levels of p62， MDA， ROS， and LGR5 （P<0.05）. Compared with the model group， different doses of Renshen Baidusan decreased the TDI score， promoted the generation of new goblet cells， elevated the levels of PCNA， LGR5， SOD， and LC3Ⅱ/Ⅰ， and lowered the levels of p62， MDA， and ROS （P<0.05）. Moreover， the low dose group showed the best performance （P<0.05）. ConclusionRenshen Baidusan can promote intestinal epithelial repair by activating intestinal autophagy， alleviating oxidative stress， and promoting intestinal stem cell proliferation and differentiation.