Well-tailored words: Comparing the fit of articles within scholarly journals to their citation rates

The articles published within a scholarly journal reflect the research interests and activities of the community of authors contributing to it; it is not only the underlying ideas that may be shared, but the language used to express them. This work-in-progress uses the text of articles’ abstracts to attempt to further understand the relationship between scholarly articles and the journals in which they are published, and, through these, the communities and disciplines in which research takes place. An indicator of journal fit, leveraging cosine similarity, is used to characterize the positioning of articles within seventy-five journals across three subject areas, and is compared to the articles’ citation impact. A weak but significant correlation is found between the two, and differing distributions of fit across journals is observed.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-10-18
DOI
https://doi.org/10.5281/zenodo.13951886
Primary Topic
scientometrics and bibliometrics research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Well-tailored words: Comparing the fit of articles within scholarly journals to their citation rates

Zenodo (CERN European Organization for Nuclear Research)
scientometrics and bibliometrics research
article

Well-tailored words: Comparing the fit of articles within scholarly journals to their citation rates

article en

Abstract

The articles published within a scholarly journal reflect the research interests and activities of the community of authors contributing to it; it is not only the underlying ideas that may be shared, but the language used to express them. This work-in-progress uses the text of articles’ abstracts to attempt to further understand the relationship between scholarly articles and the journals in which they are published, and, through these, the communities and disciplines in which research takes place. An indicator of journal fit, leveraging cosine similarity, is used to characterize the positioning of articles within seventy-five journals across three subject areas, and is compared to the articles’ citation impact. A weak but significant correlation is found between the two, and differing distributions of fit across journals is observed.

Zenodo (CERN European Organization for Nuclear Research)
Dalhousie University (CA)
Openalex Percentile: Top 60%
scientometrics and bibliometrics research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.