Research Article

Study on Contribution of Different Journal Evaluation Indicators to Impact Factor Based on Machine Learning

Table 1

The names and meanings of 18 evaluation indicators.

Evaluation indexesMeaning

Impact factorThe total number of citations received by papers published in the journal in the past 2 years, calculated within the current year
Ratio of international papersIt refers to the proportion of papers published by international authors in a given source journal, relative to the total number of papers. This ratio serves as an indicator for measuring the level of international exchange in the journal
Ratio of funded papersIt represents the proportion of papers in a source journal that have received funding compared to the total number of papers
Average number of authorsIt refers to the average number of authors per paper in a source journal
Average number of citationsIt refers to the average number of references cited per paper in a source journal
Citing half-lifeIt refers to the time span within which half of the references cited by the journal were published. This indicator reflects the novelty of the literature utilized by the authors
H-indexAn author-level metric that measures both the productivity and citation impact of the publications
Other-cite ratioIt refers to the proportion of citations received by a journal from other journals, out of the total number of citations it has received
Immediacy indexIt is an indicator that represents the rate at which a journal receives immediate citations and primarily describes the citation impact of papers published in the journal within the same year. The specific calculation is as follows: immediacy index = number of citations received by papers published in the journal in the current year/total number of papers published by the journal in the current year
Disciplinary impact indexIt refers to the proportion of journals citing a particular journal within its discipline, relative to the total number of journals in that discipline
Disciplinary diffusion indexIt represents the ratio of the number of journals citing a particular journal within the scope of a statistical source to the total number of journals in its respective discipline
Citation numIt refers to the number of journals that cite the evaluated journal, reflecting the extent of its usage and referencing by other journals
Total citationsIt refers to the total number of times that papers published in the journal have been cited since its inception, calculated within the current year
Cited half-lifeIt refers to the time period within which half of the total citations received by the journal in the current year were published
Literature selection rateIt is the ratio of the number of papers selected based on the selection criteria of the statistical source to the total number of papers published by the journal
Number of papersIt refers to the total number of papers published by the source journal in the current year
Number of regionsIt represents the number of regions covered by the papers published in the source journal
Number of institutionsIt refers to the number of institutions affiliated with the authors of the papers published in the source journal