Objective:To explore the value of serum matrix metalloproteinase-1 (matrix metalloproteinase-1), and phosphatase and tensin hmmlogydeleted on ten (PTEN), in predicting osteoporosis (OP) in women with gestational diabetes mellitus (GDM) .Methods:The clinical data of.218 pregnant women with GDM treated in Linyi People’s Hospital from Sep. 2019 to Feb. 2023 were retrospectively collected and included in the GDM group. Another 98 healthy pregnant women who underwent physical examination during the same period were selected as the control group. Age, body mass index (BMI), blood glucose related indexes and serum MMP-1 and PTEN levels were compared between the two groups. According to the occurrence of osteoporosis (OP) in the second and third trimester of pregnancy, the GDM group was divided into OP group and non-OP group. Logistic regression analysis was used to explore the influencing factors of OP in pregnant women with GDM in the second and third trimesters. ROC curve was drawn to analyze the predictive value of serum MMP-1 and PTEN levels for osteoporosis in GDM pregnant women in the second and third trimesters.Results:Body mass index (BMI), fasting blood glucose (FBG), glycated hemoglobin A1c (HbA1c) and serum MMP-1 and PTEN levels in GDM group were higher than those in control group, but BUA, SOS and SI were lower than those in control group ( t=6.18, 12.68, 9.91, 11.42, 7.70, 5.63, 5.76, 9.84, all P<0.05). Among 218 GDM women, 29 cases had OP and 189 cases did not have OP. There were no significant differences in fasting blood glucose, glycosylated hemoglobin, blood calcium, blood magnesium, or blood phosphorus between the two groups (statistical value: 0.96, 0.86, 1.35, 1.06, 0.49, P>0.05). Logistic regression analysis showed that age, abnormal increase of MMP-1 and PTEN levels were independent risk factors for OP in GDM women in the second and third trimesters [ OR (95% CI) =1.260 (1.103-1.440) ,1.075 (1.031-1.120) ,1.055 (1.023-1.089), all P<0.05]. ROC curve showed that the AUC of MMP-1 and PTEN in predicting OP in GDM pregnant women in the second and third trimesters were 0.824 and 0.777, respectively. The AUC of the combination of the two in predicting OP in GDM pregnant women in the second and third trimesters was 0.933, and the specificity and sensitivity were 83.04% and 93.48%, respectively, which were higher than those of single detection. Conclusions:MMP-1 and PTEN in early pregnancy may play a potential role in the prediction of OP in pregnant women with GDM. Close monitoring of MMP-1 and PTEN levels may provide new ideas for the clinical diagnosis and treatment of OP high-risk patients.

With the development of information technology, the massive growth of pharmaceutical electronic data and the significant increase in the reports of drug adverse event reports have brought great challenges to pharmacovigilance research. Data mining techniques can automatically extract the risk signals of adverse drug reaction from real-world data. Therefore, efficient data mining of massive adverse event reporting is a necessary measure to realize the automatic detection of adverse drug reactions. By introducing the current major large-scale adverse drug event reporting databases and related data mining methods, this study reviews the application and limitations of adverse drug reaction data mining technology in pharmacovigilance, which provides reference for pharmacovigilance-related institutions and researchers.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.

Objective:Based on the benchmarking theory,to elaborate the key issues,paradigm innovations and realization paths of modernized performance management in China's public hospitals,and to provide policy recommendations for the government and hospitals.Methods:Literature/document collection,expert consultation and prototyping were used as methodological support.Results:Hospital performance management lacks management standards,multivariate dynamic indicator systems and realization tools;the digital governance model of"digital technology+management system"has not been established;and horizontal and vertical comparisons among geographic regions,hospitals,departments,and disease types based on standards have not been realized.Innovative paradigms include the establishment of a standard paradigm based on the smallest functional units such as disease types,indexes,bed days,operators,doctors,etc.;the construction of a dynamic index library,the mining of different combinations of indexes and their internal relationships,and the establishment of an evaluation paradigm;the establishment of a longitudinal evaluation of disease types,the evaluation of"specialties,hospitals,and industries",and the positioning of internal functions of hospitals,resource efficiency and the application of healthcare quality evaluation.It creates a multivariate,multidimensional,dynamic evaluation method and visualized evaluation tool and realization path based on big data.Conclusion:It is needed to emancipate the mind to further enhance the cognitive level of digital governance,innovate the paradigm to accelerate the construction of modernized performance management system in public hospitals,and build a platform to promote the application of modernized performance management system in public hospitals.