A method for analyzing an impact index of a document
By comprehensively considering factors such as the number of citations and the year of publication, the emergence intensity and index of literature are calculated, which solves the problem of accuracy in judging the cutting-edge nature and importance of literature in existing technologies and achieves a more comprehensive literature analysis.
Patent Information
- Application Number
- CN202210791261.4
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2022-07-04
- Publication Date
- 2026-01-02
- Estimated Expiration
- 2042-07-04
AI Technical Summary
Existing technologies determine the emergence intensity of a document solely based on its citation count, resulting in low accuracy in judging the cutting-edge nature and importance of the document, and failing to comprehensively consider multiple factors.
By obtaining the number of citations, publication year, and current year of a document, and using Cite Space bibliometric software, a citation threshold is set to determine the start and end years of the emergence, the emergence intensity is calculated, and factors such as the current year, emergence intensity, and publication year are comprehensively considered to calculate the frontier and importance index of the document.
It improves the accuracy and reliability of literature emergence intensity, enables a more comprehensive assessment of the frontier and importance of literature, helps researchers quickly discover the forefront of the field, and provides accurate basis for academic research.
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Figure CN115357731B_ABST
Abstract
Description
TECHNICAL FIELD
[0001] The present application relates to the technical field of document analysis, and particularly relates to a document influence index analysis method. BACKGROUND
[0002] In recent years, the research achievements in various fields are fruitful, and the number of published documents continues to grow. Therefore, it is very important to efficiently determine the most instructive documents for current research from a large amount of documents. At present, bibliometrics is a widely used method in academic competitiveness evaluation to help researchers efficiently mine the frontiers and hotspots in the concerned field.
[0003] In the prior art, when a researcher determines the influence of a document, only the burst strength of the document is considered to determine the frontiers and importance of the document. The burst strength is calculated by the number of citations of the document. When the number of citations of the document is large, the value of the burst strength is large. When the number of citations of the document is small, the value of the burst strength is small.
[0004] However, only the number of citations of the document is considered when determining the burst strength. Therefore, the accuracy of the determined burst strength is low and is relatively one-sided. Moreover, only the burst strength of the document is considered when determining the frontiers and importance of the document, and the elements of the document are not comprehensively considered. Therefore, the determination of the frontiers and importance of the document by the researcher is affected, and the frontiers and importance of the document cannot be accurately and comprehensively determined. SUMMARY
[0005] Therefore, the present application provides a document influence index analysis method.
[0006] To solve the above technical problem, the technical solution adopted by the present application is as follows:
[0007] A document influence index analysis method comprises the following steps:
[0008] S1, obtaining the number of citations, the publication year Y and the current year Y of N documents; n1
[0009] S2, determining the burst start year Y n2 , the burst end year Y n3 according to the number of citations;
[0010] S3, obtaining the burst strength S n according to the burst state of the document and the proportion of the burst document;
[0011] S4, determining the frontiers index of the N documents according to ;
[0012] S5, determining the importance index of the N documents according to Determine the importance index of N literatures.
[0013] In the present application, step S1 specifically comprises: downloading N literature data from the Web of Science database and saving to a data file, determining the cited amount of N literatures, the publication year Y n1 and the current year Y.
[0014] In the present application, step S2 specifically comprises:
[0015] Import the data file into the Cite Space bibliometrics software;
[0016] Set the cited amount threshold in the Cite Space bibliometrics software, determine the starting time corresponding to the cited amount threshold as the burst beginning year Y n2 , and the ending time corresponding to the cited amount threshold as the burst ending year Y n3 .
[0017] In the present application, step S3 specifically comprises:
[0018] Calculate the burst intensity S n according to the following formula;
[0019]
[0020]
[0021] P=r / d;
[0022] Wherein, t1 is the starting time, t2 is the ending time, i corresponds to the burst state of each literature, i=0 indicates that the literature is in a non-burst state; i=1 indicates that the literature is in a burst state, d is the total number of literatures, r is the number of burst literatures, and p is the proportion of burst literatures.
[0023] In the present application, it also includes:
[0024] Sort the frontier index and importance index of the N literatures based on predetermined rules.
[0025] The present application has the advantages and positive effects that:
[0026] In this way, in the present application, the burst intensity of the literature is calculated through the burst state of the literature and the proportion of the burst literature, compared with the prior art which only determines the burst intensity of the literature through the cited amount of the literature, the accuracy, reliability and rationality of the calculated burst intensity are higher, and the one-sidedness of the burst intensity caused by the cited amount of the literature is avoided.
[0027] In the judgment of the document front and importance, the document is considered from many aspects, that is, through the current year, the burst intensity, the document sequence, the publication year, the burst start year, the burst end year, the burst duration, the time interval between the burst end year and the current year, that is, comprehensive analysis from many factors, compared with the prior art which only determines the front and importance of the document by the burst intensity, so that the judgment of the document front and importance is more accurate and comprehensive;
[0028] Wherein, by calculating the document front index and the document importance index, the researchers can quickly and accurately find the field front in the mass of documents, accurately grasp the development direction of the research field, provide theoretical reference for the next research, and be more objective and specific, which can provide important basis and help for the researchers to judge the academic front and carry out academic research. BRIEF DESCRIPTION OF DRAWINGS
[0029] The accompanying drawings are included to provide a further understanding of the present application, and constitute a part of the specification, illustrate the present application and explain the technical scheme of the present application, and do not constitute a limitation on the present application. In the drawings:
[0030] Figure 1 is a flow chart of a document influence index analysis method of the present application. DETAILED DESCRIPTION
[0031] The technical scheme in the embodiments of the present application will be described clearly and completely below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments are only part of the embodiments of the present application, not all the embodiments. Based on the embodiments in the present application, all other embodiments obtained by those skilled in the art without creative labor are within the scope of protection of the present application.
[0032] It should be noted that when a component is referred to as being "fixed" to another component, it can be directly on the other component or there can be intervening components. When a component is referred to as being "connected" to another component, it can be directly connected to the other component or there can be intervening components. When a component is referred to as being "disposed" on another component, it can be directly disposed on the other component or there can be intervening components. The terms "vertical", "horizontal", "left", "right", and similar expressions used herein are for illustrative purposes only.
[0033] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention pertains. The terminology used herein in the description of the invention is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. The term "and / or" as used herein includes any and all combinations of one or more of the associated listed items.
[0034] A method for analyzing the impact index of literature, such as Figure 1 As shown, it includes:
[0035] S1. Obtain the citation count and publication year Y of N documents. n1 and the current year Y;
[0036] S2. Determine the year Y when the sudden appearance begins based on the number of citations. n2 The sudden end of year Y n3 ;
[0037] S3. Obtain the emergence intensity S based on the emergence status and the proportion of emerging documents. n ;
[0038] S4, according to Determine the frontier index of N papers;
[0039] It should be noted that the expression for the frontier index of literature can also be:
[0040] Among them, D n The burst duration is D. n To highlight the end year Y n3 And the year Y that the sudden appearance began n2 The time difference, i.e., D n =Y n3 -Y n2 ;
[0041] T n To amplify the time interval T between the end year and the current year, n Let Y be the current year and Y be the year of sudden end. n3 The time difference, or T n =YY n3 .
[0042] S5, according to Determine the importance index of N documents.
[0043] It should be noted that the expression for the importance index of a document can also be:
[0044] Among them, Dn D is a time interval between the current year Y and the year Y of the end of the burst. n Y is the year of the end of the burst. n3 Y is the year of the beginning of the burst. n2 D is a time interval between the current year Y and the year Y of the end of the burst. n D = Y-Y n3 n2 ;
[0045] T is a time interval between the current year Y and the year Y of the end of the burst. n T is a time interval between the current year Y and the year Y of the end of the burst. n T = Y-Y n3 n n3 .
[0046] Thus, in the present application, the burst strength of the literature is calculated by the burst state of the literature, the proportion of the burst literature, which is more accurate, reliable and reasonable than the burst strength of the literature determined by the cited amount of the literature in the prior art, and avoids the one-sidedness of the burst strength caused by the cited amount of the literature.
[0047] In the judgment of the frontiers and importance of the literature, the various factors of the literature are comprehensively considered, that is, the current year, the burst strength, the literature sequence, the publication year, the year of the beginning of the burst, the year of the end of the burst, the burst duration, the time interval between the current year and the year of the end of the burst, that is, the frontiers and importance of the literature are comprehensively analyzed from various factors, which is more accurate and comprehensive than the frontiers and importance of the literature determined by only the burst strength in the prior art.
[0048] In the present application, step S1 specifically comprises: downloading N pieces of literature data from the Web of Science database and saving to a data file, determining the cited amount, the publication year Y n1 and the current year Y of the N pieces of literature.
[0049] Specifically, in the Web of Science database, a certain field is searched according to the search formula or the keyword, and N pieces of corresponding literature are obtained, and the cited amount, the publication year Y n1 and the current year Y of these literatures (which can include Chinese and English literatures) are extracted.
[0050] Web of Science database is an important database platform for obtaining global academic information. Web of Science has three citation index systems (SCIE+SSCI+A&HCI) which include more than 12400 kinds of international academic journals with high authority and high impact in the world, covering natural science, engineering technology, social science, art and humanities and other disciplines.
[0051] Therefore, based on the Web of Science database, the required literature can be more comprehensively and quickly screened, and the cited quantity, publication year Y n1 and the current year Y of the literature can be accurately obtained.
[0052] In the present application, step S2 specifically comprises:
[0053] Importing the data file into the Cite Space bibliometrics software;
[0054] Setting the cited quantity threshold in the Cite Space bibliometrics software, determining the starting time corresponding to the cited quantity greater than the cited quantity threshold as the burst beginning year Y n2 , and determining the ending time corresponding to the cited quantity less than the cited quantity threshold as the burst ending year Y n3 .
[0055] Among them, the Cite Space bibliometrics software is a visual literature analysis software, which can analyze the discipline hotspots and reveal the frontiers.
[0056] And the value of the cited quantity threshold can be set according to the actual situation, which is not specifically limited here, improving the flexibility of the design to meet the needs of different scenarios.
[0057] For example, the cited quantity threshold can be set to 100, but is not limited to this.
[0058] If the actual cited quantity of the literature is greater than the cited quantity threshold 100, then the starting time corresponding to the actual cited quantity of the literature is the burst beginning year Y n2 .
[0059] If the actual cited quantity of the literature is less than or equal to the cited quantity threshold 100, then the ending time corresponding to the actual cited quantity of the literature is the burst ending year Y n3 .
[0060] In the present application, step S3 specifically comprises:
[0061] The burst intensity S n is calculated according to the following formula:
[0062]
[0063]
[0064] P = r / d;
[0065] Wherein, t1 is the start time, t2 is the end time, i corresponds to each literature burst state, i = 0 indicates that the literature is in a non-burst state; i = 1 indicates that the literature is in a burst state, d is the total number of literatures, r is the number of burst literatures, and p is the proportion of burst literatures.
[0066] Therefore, in the present application, the burst strength of the literature is calculated by the burst state of the literature and the proportion of the burst literature, compared with the prior art in which the burst strength of the literature is determined only by the cited amount of the literature, so that the accuracy, reliability and rationality of the calculated burst strength are higher, and the one-sidedness of the burst strength caused by the cited amount of the literature is avoided.
[0067] In the present application, it also includes:
[0068] The frontier index and the importance index of the N literatures are sorted based on predetermined rules.
[0069] Specifically, for the predetermined rules, it can be:
[0070] The frontier index of the N literatures is sorted from large to small;
[0071] Or, the frontier index of the N literatures is sorted from small to large;
[0072] Or, the importance index of the N literatures is sorted from large to small;
[0073] Or, the importance index of the N literatures is sorted from small to large.
[0074] The following will illustrate how to calculate the frontier index and the importance index of the literature by specific examples.
[0075] Embodiment: Taking N = 10 as an example.
[0076] Step 1, 10 literatures are obtained by Web of Science database, and saved to a data file, and the cited amount, publication year Y and current year Y of the 10 literatures are determined. n1
[0077] Step 2, the data file is imported into Cite Space literature metrology software, and the burst start year Y n2 And the burst end year Y n3 of the file are determined by setting the cited amount threshold.
[0078] Step 3, calculating the burst strength S n ;
[0079] wherein the burst strength S n is expressed by:
[0080]
[0081] P = r / d;
[0082] For example, for the specific values of the current year Y, the year of publication Y n1 , the year of burst start Y n2 , the year of burst end Y n3 and the burst strength S n calculated, Table 1 is formed.
[0083] Table 1
[0084]
[0085] Step 4, determining the frontier index of the 10 documents from the data recorded in Table 1 above by or ;
[0086] Specifically, for the frontier index of the first document, F1 = 27.97 is calculated according to ;
[0087] For the frontier index of the second document, F2 = 23.55 is calculated according to ;
[0088] For the frontier index of the third document, F3 = 17.44 is calculated according to ;
[0089] For the frontier index of the fourth document, F4 = 14.22 is calculated according to ;
[0090] For the frontier index of the fifth document, F5 = 7.27 is calculated according to ;
[0091] For the frontier index of the sixth document, F6 = 6.63 is calculated according to ;
[0092] For the frontier index of the seventh document, F7 = 6.54 is calculated according to ;
[0093] For the frontier index of the eighth document, F8 = 6.54 is calculated according to F8 = 6.30 is calculated;
[0094] For the frontier index of the ninth document, according to F9 = 5.77 is calculated;
[0095] For the frontier index of the tenth document, according to F 10 = 5.29 is calculated.
[0096] Step 5, according to the data recorded in Table 1 above, the importance index of 10 documents is determined by or .
[0097] Wherein, the specific process of calculating the importance index of 10 documents is similar to the process of step four above, and repeated description is not repeated.
[0098] Step 6, arrange the documents in order of descending frontier index;
[0099] Arrange the documents in order of descending importance index.
[0100] Note that the document sequence R n in Table 1 is: the arrangement number of the documents in order of descending frontier index.
[0101] In this way, in the present application, the emergence strength of the document is calculated by the document emergence state and the proportion of the emerging document, compared with the prior art which only determines the emergence strength of the document by the cited amount of the document, so that the accuracy, reliability and rationality of the calculated emergence strength are higher, and the one-sidedness of the emergence strength caused by the cited amount of the document is avoided;
[0102] In judging the frontier and importance of the document, the various factors of the document are comprehensively considered, that is, the current year, the emergence strength, the document sequence, the publication year, the emergence start year, the emergence end year, the emergence duration, the time interval between the emergence end year and the current year, compared with the prior art which only determines the frontier and importance of the document by the emergence strength, so that the judgment of the document frontier and importance is more accurate and more comprehensive;
[0103] Wherein, by calculating the document frontier index and the document importance index, researchers can quickly and accurately find the field frontier in a large amount of documents, accurately grasp the development direction of the research field, provide theoretical reference for the next step of research, and be more objective and specific, which can provide important basis and help for scientific researchers to judge the academic frontier and carry out academic research.
[0104] The above detailed description of the embodiments of the present application is only preferred embodiments of the present application, and should not be considered as limiting the scope of the present application. Any equivalent changes and improvements made within the scope of the present application should still be considered as falling within the scope of the present patent.
Claims
1. A method of analyzing an impact index of a document, characterized by, Comprise: S1, obtain the cited amount, publication year Y of N articles n1 and the current year Y; S2, according to the cited amount, determine the emergent beginning year Y n2 , emergent end year Y n3 ; S3, according to the literature burst state, the proportion of burst literature, get burst strength S n ; Step S3 specifically comprises: The saliency strength S is calculated according to the following formula n ; P = r / d; Wherein, t1 is the start time, t2 is the end time, i corresponds to each literature burst state, i=0 indicates that the literature is in a non-burst state; i=1 indicates that the literature is in a burst state, d is the total number of literature, r is the number of burst literature, p is the proportion of burst literature; S4. The method of S3, wherein the step of determining the frontier index of N documents comprises the steps of: determining a frontier index of N documents; S5、According to determining an importance index of N documents; Also include: Based on the predetermined rules, the frontier index and the importance index of the N articles are sorted.
2. The method for analyzing the impact index of literature according to claim 1, characterized in that, Step S1 specifically includes: downloading N pieces of literature data from the Web of Science database and saving to a data file, determining the cited amount of N pieces of literature, publication year Y n1 and the current year Y.
3. The method of claim 2, wherein the method further comprises: Step S2 specifically comprises: Import the data file into the Cite Space bibliometrics software; In the Cite Space bibliometrics software, set the citation amount threshold, determine the starting time corresponding to the citation amount greater than the citation amount threshold as the burst start year Y n2 , and the end time corresponding to the citation amount less than the citation amount threshold as the burst end year Y n3 .
Citation Information
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