From benchmark success to clinical utility: interpreting large language model performance in emergency department triage

Güney Sarıoğlu

Open source

DOI: 10.1007/s43678-026-01284-2
Published: 2026-09-11
Container: Canadian Journal of Emergency Medicine
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:10.1007/s43678-026-01284-2,
  title = {From benchmark success to clinical utility: interpreting large language model performance in emergency department triage},
  author = {Güney Sarıoğlu},
  year = {2026},
  journal = {Canadian Journal of Emergency Medicine},
  doi = {10.1007/s43678-026-01284-2},
  url = {https://doi.org/10.1007/s43678-026-01284-2}
}

RIS

TY  - JOUR
TI  - From benchmark success to clinical utility: interpreting large language model performance in emergency department triage
AU  - Güney Sarıoğlu
PY  - 2026
JO  - Canadian Journal of Emergency Medicine
DO  - 10.1007/s43678-026-01284-2
UR  - https://doi.org/10.1007/s43678-026-01284-2
ER  -

APA

Sarıoğlu, G. (2026). From benchmark success to clinical utility: interpreting large language model performance in emergency department triage. Canadian Journal of Emergency Medicine. https://doi.org/10.1007/s43678-026-01284-2

Source records

crossref · retrieved 2026-09-26T06:53:15.890Z