Constarium
← Search

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

Catalogue records · 1

Topics

Provenance · 1 source records, 9 field assertions
SourceKeyLast seenRaw
NCL Dataoai:figshare.com:article/320778212 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].anzsrc:field:460501mapping · data ncl ac ukvocabulary-mapper@1.0.0keywords['Data engineering and data science']
concepts[field].local:field:computer-science-aimapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
descriptionsource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/description
licensesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0
titlesource · data ncl ac ukconnector:data_ncl_ac_uk@1.0.0/metadata/dc/title