From assistance to accountability: a systematic scoping review of LLMs in responsible scholarly review, research integrity, and scientometrics

Fateme Mohammadkhani, Farshid Danesh

Open source

DOI: 10.1186/s41073-026-00239-6
Published: 2026-08-05
Container: Research Integrity and Peer Review
Publisher: Springer Science and Business Media LLC
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1186/s41073-026-00239-6,
  title = {From assistance to accountability: a systematic scoping review of LLMs in responsible scholarly review, research integrity, and scientometrics},
  author = {Fateme Mohammadkhani and Farshid Danesh},
  year = {2026},
  journal = {Research Integrity and Peer Review},
  doi = {10.1186/s41073-026-00239-6},
  url = {https://doi.org/10.1186/s41073-026-00239-6}
}

RIS

TY  - JOUR
TI  - From assistance to accountability: a systematic scoping review of LLMs in responsible scholarly review, research integrity, and scientometrics
AU  - Fateme Mohammadkhani
AU  - Farshid Danesh
PY  - 2026
JO  - Research Integrity and Peer Review
DO  - 10.1186/s41073-026-00239-6
UR  - https://doi.org/10.1186/s41073-026-00239-6
ER  -

APA

Mohammadkhani, F., & Danesh, F. (2026). From assistance to accountability: a systematic scoping review of LLMs in responsible scholarly review, research integrity, and scientometrics. Research Integrity and Peer Review. https://doi.org/10.1186/s41073-026-00239-6

Source records

crossref · retrieved 2026-11-04T16:20:45.808Z