Data · dataset · 2026
Dataset for "Have we reached the beginning of the end for review papers?" QSS
Listed in NCL Data
<p dir="ltr">Review papers have traditionally enjoyed a high status in academic publishing because of the important role they can play in summarising and synthesising a field of research.
Description
They can also attract significantly more citations than primary research papers, making them appealing to authors. There has been a dramatic increase in the publication of review papers in recent years, both in raw numbers and as a proportion of overall publication output.
In this paper, we demonstrate this increase across a wide range of fields of study. We quantify the citation dividend associated with review papers, demonstrate that it is declining, and discuss the reasons for this decline. We further show that, since the recent arrival of GenAI tools, there is widespread use of GenAI in research paper writing, and we present evidence of a stronger AI signal in review papers than in primary research papers.
Read the rest (1 more)
We suggest that the potential for GenAI to accelerate and even automate the production of review papers will have a further significant impact on their status.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.32077821.v2 ↗
DOI / persistent id · from data ncl ac uk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from data ncl ac uk
Topics
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCL Data | oai:figshare.com:article/32077821 | 2 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:460501 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Data engineering and data science'] |
| concepts[field].local:field:computer-science-ai | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| description | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| title | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/title |