CN-122022199-A - Scientific research result data identification management system and method based on cluster analysis

Abstract

The invention provides a system and a method for identifying and managing scientific research achievement data based on cluster analysis, which belong to the technical field of scientific research management and specifically comprise a verification processing method for determining a relevancy assessment model according to the cluster analysis results of nursing staff data and submitted data of target type files in the scientific research management system, verification processing for evaluating and analyzing the results of the relevancy assessment model based on the verification processing method, and when the evaluating and analyzing results of the relevancy assessment model meet requirements based on the verification processing results, the conventional scientific research data identification and management method is determined based on the relevancy conditions of different target type files and scientific research files and combined with the deviation conditions of the verification processing results, so that the accuracy of the relevancy assessment results is ensured.

Inventors

• HE LINGYING
• ZHENG LI
• LU FANGYAN
• MA ZHIJUN

Assignees

• 浙江大学医学院附属第一医院(浙江省第一医院)

Dates

Publication Date

20260512

Application Date

20260413

Claims (10)

1. 1. A method for identifying and managing scientific research result data based on cluster analysis is characterized by comprising the following steps: Determining the association condition of the target type file and the scientific research file by using read data of the scientific research file of a nursing staff, and entering the next step when determining that the association degree evaluation model needs to be subjected to verification processing based on an evaluation analysis result of the association condition; determining a verification processing method of the relevancy assessment model according to the data of nursing staff in a scientific research management system and the clustering analysis result of the submitted data of the target type file; And performing verification processing on the evaluation analysis result of the relevancy assessment model based on the verification processing method, and determining the existing identification management method of the scientific research data based on the relevancy condition of different target type files and the scientific research files when the evaluation analysis result of the relevancy assessment model meets the requirements based on the verification processing result and combining the deviation condition of the verification processing result.
2. 2. The method for identifying and managing scientific achievements based on cluster analysis according to claim 1, wherein the target type file is an ethical review batch.
3. 3. The method for identifying and managing research results based on cluster analysis according to claim 1, wherein the association between the target type file and the research file is determined according to whether the target type file and the research file are matched.
4. 4. The method for identifying and managing research results based on cluster analysis according to claim 1, wherein the research files include research project files, papers and patents.
5. 5. The method for identifying and managing data of achievements in scientific research based on cluster analysis according to claim 1, wherein determining that the association evaluation model requires verification processing, comprises: Determining the association condition of the target type file and the scientific research file according to the analysis result of the association evaluation model; determining whether a target type file submitted by a nursing staff is matched with a submitted scientific research file or not based on the association condition, and taking the target type file matched with the submitted scientific research file as a matching file; and determining whether the relevancy assessment model needs verification processing or not according to the composition data of the matching file in the target type file.
6. 6. The method for identifying and managing scientific research result data based on cluster analysis according to claim 1, wherein the method for determining the verification processing method of the relevance evaluation model is as follows: Determining the number of nursing staff in the scientific research management system according to the nursing staff data in the scientific research management system; dividing scientific research files adopting the same target type file into the same combination according to a cluster analysis result of submitted data of the target type file of the nursing staff; and determining a verification processing method of the relevancy assessment model according to the number of nursing staff in the scientific research management system and scientific research file data in different combinations.
7. 7. The method for identifying and managing research achievements based on cluster analysis according to claim 6, wherein the verification processing method for determining the relevance evaluation model according to the number of nursing staff in the research management system and the research file data in different combinations specifically comprises the following steps: And acquiring the number of nursing staff in the scientific research management system, and determining a verification processing method of the relevancy assessment model as a preset verification method when the number of nursing staff in the scientific research management system is judged to be larger than a preset nursing staff number threshold value.
8. 8. The method for identifying and managing research results based on cluster analysis according to claim 7, wherein the preset verification method is to further perform verification processing on whether the content of the research file is related to the target type file for all the research files.
9. 9. The method for identifying and managing scientific research result data based on cluster analysis according to claim 1, wherein the existing method for identifying and managing scientific research data is determined by: Dividing scientific research files adopting the same target type files into the same combination based on the association condition of the target type files and the scientific research files in the existing scientific research data; determining a target type file with inconsistent scientific research files based on the deviation condition of the verification processing result; And determining the identification management method of the existing scientific research data by using the target type file with the inconsistent scientific research file and the combined data.
10. 10. A system for identifying and managing scientific achievements based on cluster analysis, which adopts the method for identifying and managing scientific achievements based on cluster analysis as set forth in any one of claims 1 to 9, and is characterized by comprising the following steps: The association degree verification module is used for evaluating the analysis module and identifying the management module; The relevance verification module is responsible for determining a verification processing method of a relevance evaluation model; The evaluation analysis module is responsible for determining whether an evaluation analysis result of the relevance evaluation model meets requirements; the identification management module is responsible for determining the existing identification management method of scientific research data.

Description

Scientific research result data identification management system and method based on cluster analysis Technical Field The invention belongs to the technical field of scientific research management, and particularly relates to a system and a method for identifying and managing scientific research result data based on cluster analysis. Background In order to realize the scientific research management of nursing staff, in the prior art scheme, the analysis result of the scientific research data is often focused on to perform the recommendation processing of matched scientific research projects, and in particular, the scientific research data of each scientific research management platform are integrated in the scientific research task recommendation method and device based on distributed AI kernel density of the invention patent application CN202510323981.1, and the model capacity of a main AI language model is enhanced through POI data, so that the accuracy and the reference of the scientific research task recommendation result input and output according to user information are improved, but the following technical problems exist: When the paper patent and the like are subjected to external examination, the examination processing of the association condition of the ethical examination batch is required to be carried out in a targeted manner in the prior art, and the deviation of the evaluation analysis results of the matching degree of the ethical examination batch and other scientific research files can be caused by adopting a machine examination mode inevitably, so that the method and the device can be used for carrying out secondary examination processing on the existing ethical examination batch in a targeted manner according to the examination processing results of the association degree evaluation results of the machine examination model in different ethical examination batches, thereby effectively realizing the interception processing of the scientific research files with abnormal association degree between the ethical examination batch and the scientific research files in time and treating the offence condition in time, and becoming the technical problem to be solved. Therefore, a system and a method for identifying and managing the data of the scientific research result based on the cluster analysis are needed. Disclosure of Invention In order to achieve the purpose of the invention, the invention adopts the following technical scheme: specifically, the application provides a method for identifying and managing scientific research result data based on cluster analysis, which specifically comprises the following steps: S1, determining the association condition of a target type file and a scientific research file according to read data of the scientific research file of a nursing staff, and determining a verification processing method of the association degree evaluation model according to the data of the nursing staff in a scientific research management system and the cluster analysis result of submitted data of the target type file when the association degree evaluation model is required to be subjected to verification processing based on the evaluation analysis result of the association condition; S2, performing verification processing on the evaluation analysis results of the association degree evaluation model based on the verification processing method, and determining the existing identification management method of the scientific research data based on association conditions of different target type files and scientific research files when the evaluation analysis results of the association degree evaluation model meet requirements based on the verification processing results and combining deviation conditions of the verification processing results. The invention has the beneficial effects that: According to the cluster analysis results of the nursing staff data and the submitted data of the target type files in the scientific research management system, the verification processing method of the association degree evaluation model is determined, the coincidence condition of the association degree evaluation analysis processing of the number of nursing staff and the target type files in different scientific research files is realized, the verification processing requirement of the existing target type files is determined, the verification processing method of the association degree evaluation model of the target type files in the future is determined according to the verification processing requirement, and therefore verification processing of the association degree evaluation processing results of the target type files from multiple angles is realized, and the accuracy of the association degree evaluation processing results between the target type files in the future and the scientific research files is further ensured. The identification management method of the existing scientific research dat