Whole-process service management system supporting scientific research work

Abstract

The invention relates to the technical field of management systems, in particular to a whole-process service management system supporting scientific research work, which comprises a scientific research hypothesis assistance module used for assisting scientific research personnel to put forward medical scientific research hypotheses; the design scheme management module is used for recording a medical scientific research experiment design scheme proposed by a scientific researcher based on the medical scientific research hypothesis, and the medical scientific research experiment design scheme comprises an experiment name, an experiment purpose, an experiment method, experiment equipment and experiment drugs; the experimental data management module is used for collecting original experimental data obtained by experimental equipment according to an experimental method and storing the original experimental data according to a time sequence; the experimental data processing module is used for analyzing, counting and drawing the original experimental data to obtain an experimental result; and the paper generation module is used for generating a medical scientific research paper based on the medical scientific research experiment design scheme, the original experiment data and the experiment result. The whole-process service management system realizes medical scientific research automation and improves the efficiency of medical scientific research work.

Description

Technical Field

[0001] The present invention relates to the technical field of management systems, and in particular to a full-process service management system that supports scientific research work. Background Art

[0002] Medical research begins with proposing a scientific hypothesis, then designing a scientific research method, and then verifying it. Scientific research experiments require a large number of experiments to be conducted in accordance with the principles of randomization, double-blindness, and control, and then statistical analysis of the experimental results is performed, requiring the results to be statistically significant. Finally, a scientific research paper is written and published based on the experimental process.

[0003] Medical research is a highly creative process, but also a very tedious and boring job. Creativity means that researchers need to constantly propose hypotheses, that is, new ideas. In order to verify whether the proposed new ideas are correct, a lot of work is required, including designing verification methods, processing a large number of experiments, statistically analyzing data, writing papers, etc. The work here is complicated and requires a lot of manpower and time.

[0004] Therefore, how to significantly improve the efficiency of medical research is a technical problem that needs to be solved urgently. Summary of the invention

[0005] In view of the above problems, the present invention provides a full-process service management system for supporting scientific research work that overcomes the above problems or at least partially solves the above problems.

[0006] The present invention provides a full-process service management system to support scientific research work, including: Research hypothesis assistance module, used to assist researchers in proposing medical research hypotheses; A design scheme management module is used to record the medical research experiment design scheme proposed by researchers based on the medical research hypothesis, wherein the medical research experiment design scheme includes the experiment name, experiment purpose, experiment method, experiment equipment and experiment medicine; The experimental data management module is used to collect the original experimental data obtained by the experimental equipment according to the experimental method and save them in chronological order; The experimental data processing module is used to analyze, count and plot the original experimental data to obtain experimental results; The paper generation module is used to generate medical research papers based on medical research experiment design plans, original experimental data and experimental results.

[0007] Preferably, the scientific research hypothesis assistance module is used to: Obtain medical terms provided by researchers; Based on the large language model, the medical names are associated and alternative medical scientific hypotheses applicable to the medical terms are output, wherein the large language model is used to generate medical scientific hypotheses based on the medical terms; Through the alternative medical scientific hypotheses, researchers are assisted in proposing target medical scientific research hypotheses.

[0008] Preferably, the experimental data management module is used to: According to the experimental cycle, collect the original experimental data obtained by the experimental equipment according to the experimental method; Abnormal data is determined from the original experimental data, corrected or eliminated to obtain normal experimental data, and stored in chronological order.

[0009] Preferably, the experimental data processing module is used to: Performing statistical analysis on the original experimental data to obtain statistical results; Based on the statistical results, the experimental results are obtained by drawing any of the following plots: Scatter plot, bubble plot, jitter plot, histogram, correlation plot, matrix plot, bar chart, area chart, lollipop chart, slope chart, or dumbbell chart.

[0010] Preferably, the paper generation module includes: The paper framework building unit is used to generate paper frameworks suitable for different submission journals according to the standard framework formats of different submission journals. The paper framework includes five parts: abstract, introduction, method, result and conclusion; The paper generation unit is used to generate a medical research paper based on the paper framework, the medical research experiment design plan, the original experimental data and the experimental results.

[0011] Preferably, the paper framework building unit includes: a Chinese paper framework building unit and an English paper framework building unit.

[0012] Preferably, the paper generating unit is used to: Based on the paper framework, the experimental method and the original experimental data are added to the corresponding method position, the experimental results are added to the result position, and an abstract, introduction and conclusion are generated with the help of a large language model, thereby generating a medical research paper.

[0013] Preferably, it also includes: a paper revision module, which is used to: Upon receiving the revision operation from the researcher, the medical research paper is modified.

[0014] Preferably, it also includes a journal recommendation module for submission, which is used to: Determine the relevant content of the research based on the medical research paper; Based on the relevant content of the research, the corresponding journals for submission are retrieved and recommended.

[0015] One or more technical solutions in the embodiments of the present invention have at least the following technical effects or advantages: The present invention provides a full-process service management system supporting scientific research work, including: a scientific research hypothesis assistance module, used to assist scientific researchers in proposing medical scientific research hypotheses; a design scheme management module, used to record medical scientific research experimental design schemes proposed by scientific researchers based on medical scientific research hypotheses, the medical scientific research experimental design schemes including experimental names, experimental purposes, experimental methods, experimental equipment and experimental drugs; an experimental data management module, used to collect original experimental data obtained by experimental equipment according to experimental methods, and save them in chronological order; an experimental data processing module, used to analyze, count and draw original experimental data to obtain experimental results; a paper generation module, used to generate medical scientific research papers based on the medical scientific research experimental design schemes, original experimental data and experimental results. Through the cooperation of computers, highly repetitive work can be handed over to computers for processing, which can greatly improve the efficiency of scientific research work. BRIEF DESCRIPTION OF THE DRAWINGS

[0016] Various other advantages and benefits will become apparent to those of ordinary skill in the art by reading the detailed description of the preferred embodiments below. The accompanying drawings are only for the purpose of illustrating the preferred embodiments and are not to be considered as limiting the present invention. Also, throughout the accompanying drawings, the same reference figures are used to represent the same components. In the drawings: Figure 1 A schematic diagram of the structure of a full-process service management system supporting scientific research work in an embodiment of the present invention is shown; Figure 2 A schematic diagram of the entire process of scientific research work in an embodiment of the present invention is shown. DETAILED DESCRIPTION

[0017] Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. Although exemplary embodiments of the present disclosure are shown in the accompanying drawings, it should be understood that the present disclosure can be implemented in various forms and should not be limited by the embodiments set forth herein. On the contrary, these embodiments are provided to enable a more thorough understanding of the present disclosure and to fully convey the scope of the present disclosure to those skilled in the art.

[0018] The embodiment of the present invention provides a full-process service management system that supports scientific research work, such as Figure 1 As shown, including: A research hypothesis assistance module 101 is used to assist researchers in proposing target medical research hypotheses; The design scheme management module 102 is used to record the medical research experiment design scheme proposed by the researchers based on the target medical research hypothesis. The medical research experiment design scheme includes the experiment name, experiment purpose, experiment method, experiment equipment and experiment drugs.

[0019] The experimental data management module 103 is used to collect the original experimental data obtained by the experimental equipment according to the experimental method and save them in chronological order; The experimental data processing module 104 is used to analyze, count and plot the original experimental data to obtain the experimental results; The paper generation module 105 is used to generate a medical research paper based on the medical research experiment design plan, original experimental data and experimental results.

[0020] In normal medical research activities, starting from the research hypothesis, a research experiment design plan must be designed based on the research hypothesis, and then the research experiment design plan needs to be verified. Among them, the requirements of the research experiment design plan are to conduct a large number of experiments in accordance with the principles of randomization, double-blindness and control to ensure the authenticity of the experiment and obtain experimental conclusions. Then analyze, count and draw the experimental results, and require the results to be statistically significant. After the experiment is completed, it is necessary to write and publish scientific research papers. In this process, some work can be replaced by computers, and some work still needs to be completed independently by researchers. For example Figure 2 shown.

[0021] Among them, scientific research is a highly creative work, but also a very tedious and boring work. Researchers undertake the creative work, that is, constantly proposing scientific research hypotheses (i.e. new ideas), but in order to verify whether the proposed new ideas are correct, they need to do a lot of work, including designing verification methods, conducting a large number of experiments, conducting statistical analysis and drawing, and finally writing papers.

[0022] A full-process service management system supporting scientific research work provided in the present invention can assist or fully execute the corresponding steps.

[0023] First, the research hypothesis assistance module 101 is used to: obtain the medical names provided by the researchers; establish associations with the medical names based on the large language model, and output alternative medical scientific hypotheses applicable to the medical terms. The large language model is used to generate medical scientific hypotheses based on the medical terms. Through the alternative medical scientific hypotheses, the researchers are assisted in proposing target medical research hypotheses. Among them, the large language model can read the local knowledge base based on the input medical questions using the retrieval enhancement generation technology, and output the medical research hypothesis, so as to provide reference for the researchers and inspire them to propose more accurate target biological research hypotheses.

[0024] After obtaining the target medical research hypothesis, researchers need to propose a medical research experiment design plan based on the target medical research hypothesis. The scientific research experiment design plan includes: experiment name, experiment purpose, experiment method, experiment equipment and experiment drugs.

[0025] Among them, the experimental plan not only includes the plan of the experimental process, but also the plan to verify the experimental process.

[0026] The design solution management module 102 can effectively record it.

[0027] Next, the experiment needs to be conducted according to the experimental plan. In order to ensure the effectiveness of the experimental plan, it needs to be conducted according to the principles of randomization, double-blindness and control to ensure the effectiveness of the experiment. The service management system needs to effectively collect and record the original experimental data.

[0028] Therefore, the experimental data management module 103 is used to collect the original experimental data obtained by the experimental equipment according to the experimental method, and save it in chronological order.

[0029] Specifically, scientific experiments usually need to last for a period of time (weeks, months or even years), which will generate a large amount of raw experimental data. Therefore, the experimental data management module 103 is used to: According to the experimental cycle, the original experimental data obtained by the experimental equipment according to the experimental method are collected; abnormal data are determined from the original experimental data, corrected or eliminated, and normal experimental data are obtained, and saved in chronological order.

[0030] The experimental data management module 103 is connected to various experimental equipment, and can obtain the original experimental data in real time, avoiding the error caused by manual recording during the experimental process. Moreover, the collected original experimental data can be judged for abnormalities. If abnormalities are judged, they can be changed by elimination or correction to ensure the validity and accuracy of the original data. Among them, the process of abnormal judgment can prompt scientific researchers to make changes. Of course, if the scientific researchers find no abnormalities in the experiment again, they can eliminate the abnormalities and make records.

[0031] Next, the experimental data processing module 104 is used to analyze, count and plot the original experimental data.

[0032] Specifically, the experimental data processing module 104 is used to: Conduct statistical analysis on the original experimental data to obtain statistical results; Based on the statistical results, the experimental results are obtained by plotting through any of the following plots; Scatter plot, bubble plot, jitter plot, histogram, correlation plot, matrix plot, bar chart, area chart, lollipop chart, slope chart, or dumbbell chart.

[0033] For example, the study focused on the effect of the antihypertensive drug losartan on the blood pressure of normal CS7 mice. The blood pressure was analyzed based on the experimental results obtained by intragastric administration to C57 mice and compared with that of the control group which received distilled water. The systolic and diastolic blood pressure, mean value, variance value, standard deviation value, etc. of the C57 mice were statistically analyzed.

[0034] The statistical results are plotted using one or more graphs that can reflect their changing patterns, such as a change curve graph or a slope graph.

[0035] The statistical process may adopt statistical methods such as mean square error and mean, which are not limited here.

[0036] After obtaining these experimental results, a paper can be written.

[0037] The paper generation module 105 includes: a paper framework building unit, which is used to generate a paper framework suitable for different submission journals according to the standard format of different submission journals, and the paper framework includes five parts: abstract, introduction, method, result and conclusion; The paper generation unit is used to generate medical research papers based on the paper framework, medical research experiment design plan, original experimental data and experimental results.

[0038] The paper generation module 105 includes a paper framework building unit and a paper generation unit, and adds the experimental plan content to the paper framework to obtain an automatically generated paper.

[0039] Among them, the paper framework building unit includes: Chinese paper framework unit and English paper framework building unit, so as to facilitate the generation of Chinese and English papers. The construction of the framework is based on the standard framework format of conventional submission journals, and the corresponding framework formats of different submission journals are different. However, various framework formats include five parts: abstract, introduction, method, result and conclusion. These contents are stored in the database, and various framework types are obtained by combining the database contents.

[0040] This paper generation unit is used to generate a medical research paper based on the paper framework, adding the experimental methods and original experimental data to the corresponding method positions, adding the experimental results to the result positions, and using AI to generate an abstract, introduction and conclusion.

[0041] The paper generation unit adds the experimental method (including the designed experimental process and the verified experimental process) to the method position of the paper framework, and adds the experimental results to the result position of the paper framework. The abstract content and introduction content are extracted from the experimental process through a large language model, and the conclusion is extracted from the experimental results, thereby generating a medical research paper.

[0042] Among them, the generation of abstracts, introductions and conclusions can rely on keyword extraction methods and establish associations between these keywords to form the abstract, introduction and conclusion of the paper.

[0043] Since large language models are prone to hallucinations and may generate inaccurate content, researchers are required to revise the description again. The system also includes a paper revision module, which is used to modify the biological research paper when receiving the revision operation of the researcher.

[0044] That is, researchers modify some words, characters, and descriptions based on the generated papers, etc. The system saves these modifications through the paper revision module.

[0045] Finally, after obtaining the revised and improved paper, the system also includes a submission journal recommendation module, which is used to: determine the relevant content of the research based on medical research papers; based on the relevant content of the research, retrieve the corresponding submission journals and recommend the corresponding submission journals.

[0046] Among them, the relevant content of the research can be determined based on the most frequently appearing words in the paper. The relevant content can be determined by searching the paper-related database through high-frequency words. According to the relevant content obtained, the journal literature is consulted to find the corresponding submission journal and determine the submission journal. The corresponding submission journal is recommended, and researchers can choose the appropriate journal to submit based on the recommended submission journal.

[0047] One or more technical solutions in the embodiments of the present invention have at least the following technical effects or advantages: The present invention provides a full-process service management system supporting scientific research work, including: a scientific research hypothesis assistance module, used to assist scientific researchers in proposing medical scientific research hypotheses; a design scheme management module, used to record medical scientific research experimental design schemes proposed by scientific researchers based on medical scientific research hypotheses, the medical scientific research experimental design schemes including experimental names, experimental purposes, experimental methods, experimental equipment and experimental drugs; an experimental data management module, used to collect original experimental data obtained by experimental equipment according to experimental methods, and save them in chronological order; an experimental data processing module, used to analyze, count and draw the original experimental data to obtain experimental results; a paper generation module, used to generate medical scientific research papers based on the medical scientific research experimental design schemes, original experimental data and experimental results. Through the cooperation of computers, highly repetitive work can be handed over to computers for processing, which can greatly improve the efficiency of scientific research work.

[0048] Although the preferred embodiments of the present invention have been described, those skilled in the art may make other changes and modifications to these embodiments once they have learned the basic creative concept. Therefore, the appended claims are intended to be interpreted as including the preferred embodiments and all changes and modifications that fall within the scope of the present invention.

[0049] Obviously, those skilled in the art can make various changes and modifications to the present invention without departing from the spirit and scope of the present invention. Thus, if these modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalents, the present invention is also intended to include these modifications and variations.

Claims

1. A full-process service management system that supports scientific research work, characterized in that: include: Research hypothesis assistance module, used to assist researchers in proposing target medical research hypotheses; A design scheme management module is used to record the medical research experiment design scheme proposed by researchers based on the target medical research hypothesis, wherein the medical research experiment design scheme includes the experiment name, experiment purpose, experiment method, experiment equipment and experiment medicine; The experimental data management module is used to collect the original experimental data obtained by the experimental equipment according to the experimental method and save them in chronological order; The experimental data processing module is used to analyze, count and plot the original experimental data to obtain experimental results; The paper generation module is used to generate medical research papers based on medical research experiment design plans, original experimental data and experimental results.

2. The system according to claim 1, characterized in that The research hypothesis assistance module is used to: Obtain medical terms provided by researchers; Based on the large language model, the medical names are associated and an alternative medical science hypothesis applicable to the medical terms is output, wherein the large language model is used to generate a medical science hypothesis based on the medical terms; Through the alternative medical scientific hypotheses, researchers are assisted in proposing target medical scientific research hypotheses.

3. The system according to claim 1, characterized in that The experimental data management module is used to: According to the experimental cycle, collect the original experimental data obtained by the experimental equipment according to the experimental method; Abnormal data is determined from the original experimental data, corrected or eliminated to obtain normal experimental data, and stored in chronological order.

4. The system according to claim 1, characterized in that The experimental data processing module is used to: Performing statistical analysis on the original experimental data to obtain statistical results; Based on the statistical results, the experimental results are obtained by drawing any of the following plots: Scatter plot, bubble plot, jitter plot, histogram, correlation plot, matrix plot, bar chart, area chart, lollipop chart, slope chart, or dumbbell chart.

5. The system according to claim 1, wherein: The paper generation module includes: The paper framework building unit is used to generate paper frameworks suitable for different submission journals according to the standard framework formats of different submission journals. The paper framework includes five parts: abstract, introduction, method, result and conclusion; The paper generation unit is used to generate a medical research paper based on the paper framework, the medical research experiment design plan, the original experimental data and the experimental results.

6. The system according to claim 5, characterized in that The paper framework building unit includes: a Chinese paper framework building unit and an English paper framework building unit.

7. The system according to claim 5, characterized in that The paper generation unit is used to: Based on the paper framework, the experimental method and the original experimental data are added to the corresponding method position, the experimental results are added to the result position, and an abstract, introduction and conclusion are generated with the help of a large language model, thereby generating a medical research paper.

8. The system of claim 1, wherein: Also includes: Essay Revision Module for: Upon receiving the revision operation from the researcher, the medical research paper is modified.

9. The system of claim 1, wherein: Also included is a journal recommendation module for submissions, which is used to: Determine the relevant content of the research based on the medical research paper; Based on the relevant content of the research, the corresponding journals for submission are retrieved and recommended.

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