Objectives:The aim of this study was to investigate and develop a data storage and exchange format for the process of automatic systematic reviews(ASR)of traditional Chinese medicine(TCM).Methods:A lightweight and com...Objectives:The aim of this study was to investigate and develop a data storage and exchange format for the process of automatic systematic reviews(ASR)of traditional Chinese medicine(TCM).Methods:A lightweight and commonly used data format,namely,JavaScript Object Notation(JSON),was introduced in this study.We designed a fully described data structure to collect TCM clinical trial information based on the JSON syntax.Results:A smart and powerful data format,JSON-ASR,was developed.JSON-ASR uses a plain-text data format in the form of key/value pairs and consists of six sections and more than 80 preset pairs.JSON-ASR adopts extensible structured arrays to support the situations of multi-groups and multi-outcomes.Conclusion:JSON-ASR has the characteristics of light weight,flexibility,and good scalability,which is suitable for the complex data of clinical evidence.展开更多
In the evaluation of graduation theses,teachers’evaluation criteria for graduation theses are inconsistent,subjective and not completely reasonable and fair.This paper proposes using the BERT model to analyze the exi...In the evaluation of graduation theses,teachers’evaluation criteria for graduation theses are inconsistent,subjective and not completely reasonable and fair.This paper proposes using the BERT model to analyze the existing graduation papers in colleges and universities and make quantitatively evaluate students’graduation projects according to the given relevant parameters.The purpose of this method is to use standards to make comprehensive,systematic and accurate evaluations and avoid the phenomenon of high repetition and similarity caused by a large number of teachers’comments.This can not only effectively improve the efficiency of graduation design evaluation but also improve the fairness of evaluation.In this paper,changing the review work of the graduation thesis from pure manual operation to machine review combined with manual operation can not only reduce manpower consumption but also make the review work more objective and fair,making it more objective on the basis of traditional subjective review.展开更多
基金the National Key R&D Program of China(Grant no.2019YFC1709803)National Natural Science Foundation of China(Grant no.81873183).
文摘Objectives:The aim of this study was to investigate and develop a data storage and exchange format for the process of automatic systematic reviews(ASR)of traditional Chinese medicine(TCM).Methods:A lightweight and commonly used data format,namely,JavaScript Object Notation(JSON),was introduced in this study.We designed a fully described data structure to collect TCM clinical trial information based on the JSON syntax.Results:A smart and powerful data format,JSON-ASR,was developed.JSON-ASR uses a plain-text data format in the form of key/value pairs and consists of six sections and more than 80 preset pairs.JSON-ASR adopts extensible structured arrays to support the situations of multi-groups and multi-outcomes.Conclusion:JSON-ASR has the characteristics of light weight,flexibility,and good scalability,which is suitable for the complex data of clinical evidence.
基金supported by the scientific research project of Nanjing Xiaozhuang University (Project name:Graduation paper“Evaluation”--Evaluation Automatic generation system based on multilevel analysis,No.2020XSKY001)supported by the project (Project name:Research and development of self generating remote controller for intelligent toilet,No.2021320108001139)supported by the project (Project name:Modeling of energy industry based on artificial intelligence holographic interactive atlas system,No.2021320108002080).
文摘In the evaluation of graduation theses,teachers’evaluation criteria for graduation theses are inconsistent,subjective and not completely reasonable and fair.This paper proposes using the BERT model to analyze the existing graduation papers in colleges and universities and make quantitatively evaluate students’graduation projects according to the given relevant parameters.The purpose of this method is to use standards to make comprehensive,systematic and accurate evaluations and avoid the phenomenon of high repetition and similarity caused by a large number of teachers’comments.This can not only effectively improve the efficiency of graduation design evaluation but also improve the fairness of evaluation.In this paper,changing the review work of the graduation thesis from pure manual operation to machine review combined with manual operation can not only reduce manpower consumption but also make the review work more objective and fair,making it more objective on the basis of traditional subjective review.
