Performance of large language models on the radiation and cancer biology practice exam.

Bertschmann J, Xu Y, Bayley C, Abdellatif A, Lee SL

DOI: 10.3389/fonc.2026.1738955
Published: 2026
Container: Frontiers in oncology
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. 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
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
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
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3389/fonc.2026.1738955,
  title = {Performance of large language models on the radiation and cancer biology practice exam.},
  author = {Bertschmann J and Xu Y and Bayley C and Abdellatif A and Lee SL},
  year = {2026},
  journal = {Frontiers in oncology},
  doi = {10.3389/fonc.2026.1738955},
  url = {https://doi.org/10.3389/fonc.2026.1738955}
}

RIS

TY  - JOUR
TI  - Performance of large language models on the radiation and cancer biology practice exam.
AU  - Bertschmann J
AU  - Xu Y
AU  - Bayley C
AU  - Abdellatif A
AU  - Lee SL
PY  - 2026
JO  - Frontiers in oncology
DO  - 10.3389/fonc.2026.1738955
UR  - https://doi.org/10.3389/fonc.2026.1738955
ER  -

APA

J, B., Y, X., C, B., A, A., & SL, L. (2026). Performance of large language models on the radiation and cancer biology practice exam.. Frontiers in oncology. https://doi.org/10.3389/fonc.2026.1738955

Source records

pubmed · retrieved 2026-09-25T19:35:55.605Z